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He's sometimes accused of not being a real dog because of his weird paws and inability to bark. Thinks his pack would say otherwise. 12/10 for all (IG: richardandtheguardians)","author":"weratedogs.com","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","cultural_references"],"bot_score":0.2142857142857143,"content_class":"organizational_syndication","collected_at":"Wed Jun 24 2026 23:45:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/weratedogs.com/post/3mp2zhovggk2e"},{"id":"3872c012-c168-4797-992f-45c189267b4d","source":"bluesky","source_id":"bsky:3mp2xmzcwrs2a","content_type":"post","title":null,"body_preview":"gritando da minha janela EI JUIZ VAI TOMAR NO CU para que o vento leve ao estádio de miami","author":"ilustralu.bsky.social","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:45:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/ilustralu.bsky.social/post/3mp2xmzcwrs2a"},{"id":"297dd086-1d64-4b5e-88e1-33e6d32a35da","source":"bluesky","source_id":"bsky:3mp2gi3h7jc24","content_type":"post","title":null,"body_preview":"A tree is like a human being. 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Just posted a follow up on the ethics of it all. \n\nhttps://charitydotwtf.substack.com/p/make-ai-boring-again","author":"mipsytipsy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@mipsytipsy/116807502052419180"},{"id":"1929140e-ec8d-4b7b-b977-2f60eb45fe0b","source":"mastodon","source_id":"hachyderm.io:116807504718380870","content_type":"post","title":null,"body_preview":"The latest one, which was published in 2010 ffs, features a convert character who I guess is probably an unfriendly stereotype.\n\nHe struggles to learn, but never looks at my Jewish learning or reads '","author":"celesteh","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.3859522294915201,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@celesteh/116807504718380870"},{"id":"67a62580-a986-4732-9dca-c8451102e418","source":"mastodon","source_id":"hachyderm.io:116807505367147851","content_type":"post","title":null,"body_preview":"Lesson in being polite on the internet from a random forum:\n\nOP: what's the best way to do X?\n1st post: imagine having all of Google and asking this question.\n....\n<lots of useful discussion>\n...\n\n*3 ","author":"neclimdul","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.6313343150862278,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@neclimdul/116807505367147851"},{"id":"38d2a42c-0dc6-4d1c-8631-13dbf621266b","source":"mastodon","source_id":"hachyderm.io:116807506845983944","content_type":"post","title":null,"body_preview":"One of my favorite Australian artists just released a 4 song EP on 12\" vinyl limited to 300.  With shipping it's almost $50.  For 4 songs.  Boo!","author":"prcutler","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@prcutler/116807506845983944"},{"id":"24460125-558c-435d-a035-f1500f9a6050","source":"mastodon","source_id":"hachyderm.io:116807515937260538","content_type":"post","title":null,"body_preview":"Something something rational market something something\n\nhttps://www.reuters.com/business/media-telecom/talk-bubble-is-an-insult-ai-says-softbanks-son-2026-06-24/","author":"jalefkowit","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@jalefkowit/116807515937260538"},{"id":"9e89bbb2-c6f0-4702-bb94-d3c6cc56869b","source":"mastodon","source_id":"hachyderm.io:116807518021476412","content_type":"post","title":null,"body_preview":"Went to a forest on the way home after a bike ride. Never used that road but was always curious what was there. First though - it's a place I want to live (there's a small village directly in the fore","author":"yoh","classification":"human_created","confidence":0.8,"indicators":["natural_digressions","emotional_authenticity","imperfect_expression","self_reference","semantic_blandness"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@yoh/116807518021476412"},{"id":"aac8dab1-7348-4e95-9657-276c8d2aebd7","source":"mastodon","source_id":"hachyderm.io:116807519975475770","content_type":"post","title":null,"body_preview":"K9 game with lots of dogs watching in the stadium.\n#DCFC #K9 #DogsOfMastodon #DogsOfPixelfed #Detroit","author":"oscar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@oscar/116807519975475770"},{"id":"ed776ba6-ef6d-4e42-bf88-97f677e5f183","source":"mastodon","source_id":"hachyderm.io:116807526607568941","content_type":"post","title":null,"body_preview":"@simonbs I have others like a cli to run defuddle, one to access your tasks from the reminders app or events from the calendar on your device. As well as pandoc (its wasm build). \n\nI would encourage a","author":"shaunhevey","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@shaunhevey/116807526607568941"},{"id":"67904e82-f9f5-40e4-ae91-2f65a6368593","source":"mastodon","source_id":"hachyderm.io:116807531497532444","content_type":"post","title":null,"body_preview":"This is not an appropriate temperature for Yorkshire at 23:30. 🥵","author":"minus9","classification":"human_created","confidence":0.85,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@minus9/116807531497532444"},{"id":"52abf7de-2891-4e26-9b7b-1b87af0e9466","source":"mastodon","source_id":"hachyderm.io:116807551000227756","content_type":"post","title":null,"body_preview":"I guess he also tried to explain that utterly baffling slide deck that’s been making the rounds? The one with the slide that says GOOSE VALUE 71\n\nhttps://group.softbank/media/Project/sbg/sbg/pdf/ir/in","author":"jalefkowit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@jalefkowit/116807551000227756"},{"id":"d68ef8f4-84b8-4a09-b1be-97ec6fd3fd89","source":"mastodon","source_id":"hachyderm.io:116807581104001901","content_type":"post","title":null,"body_preview":"#China's #supercomputer using local processors heads #TOP500 list\n#LineShine comprises 20,480 nodes, and each #LX2 #CPU “integrates two compute dies (304 cores total) and eight on-package HBM stacks (","author":"BenjaminHCCarr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@BenjaminHCCarr/116807581104001901"},{"id":"1e834f32-977f-41f4-8e99-8540ea314f82","source":"mastodon","source_id":"hachyderm.io:116807582687481162","content_type":"post","title":null,"body_preview":"It is finally done. 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I'd love your support to he","author":"maccoaster","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@maccoaster/116807598669434933"},{"id":"635a7a60-4e2f-48e3-b32a-0351732f3bad","source":"mastodon","source_id":"hachyderm.io:116807602885177498","content_type":"post","title":null,"body_preview":"”what happens if the UK is cut off from US AI infrastructure?”\n\nUm... Is this actually a scary proposition? Would people just... use their brains to solve problems? Would this crash their economy in s","author":"neclimdul","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6313343150862278,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@neclimdul/116807602885177498"},{"id":"d1464584-5c2a-48fa-a766-89fdf7bb57b0","source":"mastodon","source_id":"hachyderm.io:116807606080804854","content_type":"post","title":null,"body_preview":"@universalhub \n\nUm, this menu probably not meant to be public? 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I fully expect to get demoted after the next season, but hey!","author":"fuzzykb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@fuzzykb/116807675182473269"},{"id":"fd58e2fc-c42c-484c-a107-d11eda5baaf9","source":"mastodon","source_id":"hachyderm.io:116807683160944966","content_type":"post","title":null,"body_preview":"RE: https://mastodon.social/@hellyeahbot/116807396510058691\n\nAnybody wanna make the obvious joke that’s out of my lane?","author":"gemini6ice","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.3971787866484633,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@gemini6ice/116807683160944966"},{"id":"44a4a4be-57dd-4982-ace7-da7a1159bfa4","source":"mastodon","source_id":"fosstodon.org:116807321604023369","content_type":"post","title":null,"body_preview":"funny, codex is writing perl scripts where claude probably would be writing python scripts to solve bulk find/edit issues","author":"cwensel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@cwensel/116807321604023369"},{"id":"540aa575-1cfd-4453-9649-b2766cb5345d","source":"mastodon","source_id":"fosstodon.org:116807325472032391","content_type":"post","title":null,"body_preview":"TrueNAS forums going down briefly June 27 at 0500 UTC for scheduled maintenance. Should be back within an hour. Plan your troubleshooting sessions accordingly. #selfhosted #homelab\n\nhttps://forums.tru","author":"dbtechyt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","specific_event_announcement"],"bot_score":0.3167424005536362,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@dbtechyt/116807325472032391"},{"id":"07098cc5-92e1-4de7-82ca-ed3a37fd35e8","source":"mastodon","source_id":"fosstodon.org:116807328719715894","content_type":"post","title":null,"body_preview":"gone are the days when legacy Cascading users pay me to fix decade old bugs they can't figure out.","author":"cwensel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@cwensel/116807328719715894"},{"id":"fb0772a9-45fd-41d8-8af4-2ad2ed5572aa","source":"mastodon","source_id":"fosstodon.org:116807331345164074","content_type":"post","title":null,"body_preview":"sMQTTBroker (0.1.9) for esp8266/esp32/samd by Vyacheslav Shiryaev\n\n➡️ https://github.com/terrorsl/sMQTTBroker\n\nA simple broker library for MQTT messaging.\n\n#ArduinoLibs #ArduinoLibraries #esp8266Libra","author":"arduinoLibs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.35766313059474153,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@arduinoLibs/116807331345164074"},{"id":"86a87f03-1cb8-4031-8499-446b88fc8001","source":"mastodon","source_id":"fosstodon.org:116807335626882268","content_type":"post","title":null,"body_preview":"We're trying to gather some data when it comes to how people manage their \"presence\" in chat applications. That is, whether you're available or away among other options.\n\nWe know this has declined ove","author":"pidgin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","clear_call_to_action","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@pidgin/116807335626882268"},{"id":"532f7c42-4657-4abc-8593-5801b049f598","source":"mastodon","source_id":"fosstodon.org:116807337324046299","content_type":"post","title":null,"body_preview":"Basil takes a strong lead, while parsey and dill are taking their sweet time...","author":"mathieucomandon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.370622991110062,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@mathieucomandon/116807337324046299"},{"id":"10bfa0c7-280c-477c-8a07-6d397b4457e9","source":"mastodon","source_id":"fosstodon.org:116807347214216250","content_type":"post","title":null,"body_preview":"RE: https://corteximplant.com/@Max/116805232905317275\n\nAs we contemplate the #renovation of a 200+ year old property we're keen to maintain its character while extending its life well beyond our own.\n","author":"happyborg","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.3819874963765288,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@happyborg/116807347214216250"},{"id":"3e38d46c-1465-49ba-ba9d-ce49c6a230ec","source":"mastodon","source_id":"fosstodon.org:116807359848960697","content_type":"post","title":null,"body_preview":"The Fable shutdown shows how quickly model access can become a business continuity risk.\n\nMany teams assumed the frontier AI supply chain was resilient. 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Please donate to help me support this great cause or join the ride yourself","author":"ssweeny","classification":"human_created","confidence":0.85,"indicators":["personal_fundraising_appeal","platform_fluency","genuine_specificity"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@ssweeny/116807392681677149"},{"id":"fdb2fe74-e019-43df-bcb6-d81bf55263de","source":"mastodon","source_id":"fosstodon.org:116807406079999487","content_type":"post","title":null,"body_preview":"LIFE HACK: you can pin as many chats as you want in #ArcaneChat \n\nno need for anyone to micro-control such little aspects of your life in a centralized server...\n\nlive the way you want to live, there ","author":"arcanechat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.4761904761904762,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@arcanechat/116807406079999487"},{"id":"44dbc7b1-89cf-46e2-b960-0469a3bf68d7","source":"mastodon","source_id":"fosstodon.org:116807408205391772","content_type":"post","title":null,"body_preview":"DevLab_VEML3328 (1.2.0) by UNIT Electronics\n\n➡️ https://github.com/UNIT-Electronics-MX/unit_devlab_veml3328_library\n\nArduino driver for the VEML3328 RGBCIR color sensor.\n\n#ArduinoLibs #ArduinoLibrarie","author":"arduinoLibs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.35766313059474153,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@arduinoLibs/116807408205391772"},{"id":"196b3215-2c2a-4c18-af33-450692b09432","source":"mastodon","source_id":"fosstodon.org:116807420890115232","content_type":"post","title":null,"body_preview":"Fix open source vulnerabilities faster with Lightwell\n\nhttps://www.youtube.com/watch?v=bMLgkUhRO3w\n\n#RedHat #IBM #OpenSource #Security #InfoSec #CVE #Lightwell","author":"maxamillion","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@maxamillion/116807420890115232"},{"id":"f92805b0-354b-470d-91cf-c6dc12c30d67","source":"mastodon","source_id":"fosstodon.org:116807425271286274","content_type":"post","title":null,"body_preview":"If I have to fill out another form, sign anything, or say my dad's birthdate again today, I'm going to scream.","author":"Darkasvim","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.38366850189911733,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@Darkasvim/116807425271286274"},{"id":"5126c7b6-a287-4868-9b09-68f8c4a25cc1","source":"mastodon","source_id":"fosstodon.org:116807443133094266","content_type":"post","title":null,"body_preview":"📢 𝗧𝗵𝗲 𝗦𝘁𝗮𝘁𝗲 𝗼𝗳 𝗠𝗼𝗱𝗲𝗹 𝗦𝗲𝗿𝘃𝗶𝗻𝗴 𝗖𝗼𝗺𝗺𝘂𝗻𝗶𝘁𝗶𝗲𝘀: 𝗝𝘂𝗻𝗲 𝗘𝗱𝗶𝘁𝗶𝗼𝗻 𝗶𝘀 𝗼𝘂𝘁!\n\nWe recently launched our newsletter publicly after sharing it internally at Red Hat AI for over a year.","author":"terrytangyuan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@terrytangyuan/116807443133094266"},{"id":"4aab1eda-45cb-45e7-8cbe-97c988a83e8f","source":"mastodon","source_id":"fosstodon.org:116807443293874405","content_type":"post","title":null,"body_preview":"The response has been incredible - we’ve gained over 𝟭𝟱𝟬𝟬 𝘀𝘂𝗯𝘀𝗰𝗿𝗶𝗯𝗲𝗿𝘀!\n\nOur goal with this newsletter is to give a clear, community-driven view of what’s happening across the model serving ecosystem, ","author":"terrytangyuan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@terrytangyuan/116807443293874405"},{"id":"649d0c96-bec5-48e2-ace5-d5b313d2eb5c","source":"mastodon","source_id":"fosstodon.org:116807443448316886","content_type":"post","title":null,"body_preview":"👉 Check out the June newsletter here: https://inferenceops.substack.com/p/state-of-the-model-serving-communities-dee \n👉 Subscribe to get future issues in your inbox: https://inferenceops.substack.com/","author":"terrytangyuan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_details","absence_of_ai_signals"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@terrytangyuan/116807443448316886"},{"id":"0854583b-0c56-4cf5-8dbf-b5103cb3a6c0","source":"mastodon","source_id":"fosstodon.org:116807459738011280","content_type":"post","title":null,"body_preview":"Hi Mastodon. A new beta version is released - v0.19.0-beta2.\n\nFeedback from the beta release is very much appreciated.\n\n💡Gentle reminder: don't forget to update the image from \"ghcr.io/endurain-projec","author":"endurain","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.37781979596847204,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@endurain/116807459738011280"},{"id":"544f4a8b-a924-487e-9d7e-cb73afaf7e4a","source":"mastodon","source_id":"fosstodon.org:116807466956313634","content_type":"post","title":null,"body_preview":"Level editor. Game edited this level in the corner. \nZig + RayLib\n\n#GameDev #IndieDev #GameBoy #Tools","author":"w84death","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.3165232574192422,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@w84death/116807466956313634"},{"id":"2b0fba03-b1bf-4927-8ea7-97809212640c","source":"mastodon","source_id":"fosstodon.org:116807476229885827","content_type":"post","title":null,"body_preview":"Spectroscopic measurements of interstellar comet 3I/ATLAS by JWST during Dec 2025 imply that it may be a preserved fragment of an ancient planetary system formed ~12 billion years ago.\n\nThis estimate ","author":"AkaSci","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quotes","niche_expertise","absence_of_ai_signals"],"bot_score":0.32990608823363243,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@AkaSci/116807476229885827"},{"id":"e626b74a-6c70-4a52-acd5-6e5b425030ee","source":"mastodon","source_id":"fosstodon.org:116807480722252601","content_type":"post","title":null,"body_preview":"Gearing up to drop the monetary equivalent to Fat Man after having dropped Little Boy last month\n\nMeanwhile, there are people taking out gofundme just so they can have a chance at overpaying for Ameri","author":"yakkoj","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.3348998123196282,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@yakkoj/116807480722252601"},{"id":"115fa198-57e5-45b3-8115-4ad9977935a4","source":"mastodon","source_id":"fosstodon.org:116807484073946603","content_type":"post","title":null,"body_preview":"They got me rotten with the drama of AUR... 😒 \n\n#aur #archlinux","author":"cesarposeochoa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.7857142857142858,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@cesarposeochoa/116807484073946603"},{"id":"7a9dda2c-4a4d-4a4f-bde3-64a5952a36f0","source":"mastodon","source_id":"fosstodon.org:116807486627208170","content_type":"post","title":null,"body_preview":"E tome ROUBO até o escanteio do minino o juiz roubou","author":"erikaheidi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.33064638611038083,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@erikaheidi/116807486627208170"},{"id":"72ed206c-1ce8-4d4c-8856-3add2b09a4a8","source":"mastodon","source_id":"fosstodon.org:116807499732065140","content_type":"post","title":null,"body_preview":"A more detailed commentary and analysis on the story of the age of interstellar comet 3I/ATLAS by Ethan Siegel @startswithabang.bsky.social \n\nhttps://bigthink.com/starts-with-a-bang/3i-atlas-older-sol","author":"AkaSci","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary","external_link_with_context"],"bot_score":0.32990608823363243,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@AkaSci/116807499732065140"},{"id":"4e598e03-a938-42cc-8bca-e563ccddc281","source":"mastodon","source_id":"fosstodon.org:116807535739532776","content_type":"post","title":null,"body_preview":"☃️ A few comments on classic Mac OS inspired by the latest episode of Upgrade.\nhttps://leancrew.com/all-this/2026/06/Classic/","author":"drdrang","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2779164043803144,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@drdrang/116807535739532776"},{"id":"a04d25e3-4639-4c95-a67d-14cfc665838c","source":"mastodon","source_id":"fosstodon.org:116807552044802598","content_type":"post","title":null,"body_preview":"depth32f emulation MR is ready!\n\nTook me some rounds to cleanup and simplify some details, but this is the next big puzzle peace for gles3.\n\nhttps://gitlab.freedesktop.org/mesa/mesa/-/merge_requests/4","author":"austriancoder","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@austriancoder/116807552044802598"},{"id":"ea92f3f8-ae00-4ceb-adcc-e8949c6fe7f2","source":"mastodon","source_id":"fosstodon.org:116807587336123488","content_type":"post","title":null,"body_preview":"Yes, trump cares deeply about voter suppression so that MAGA republicans can win elections and he can stay out of jail.\n\n#UsPol \n2/n","author":"AkaSci","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.32990608823363243,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@AkaSci/116807587336123488"},{"id":"5dcadb39-f589-49b9-90a9-ee7d8ef47b52","source":"mastodon","source_id":"fosstodon.org:116807597771786179","content_type":"post","title":null,"body_preview":"I passed my first age verification check!\n\n“You don’t need multifocals yet, but given your age, that’s definitely a conversation we’re going to have in the next few years”","author":"almad","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.3502027704967351,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@almad/116807597771786179"},{"id":"0d627043-9b55-4f2c-b4f4-e257148f65ee","source":"mastodon","source_id":"fosstodon.org:116807618860696251","content_type":"post","title":null,"body_preview":"Hopefully, this is the beginning of a new rift between Senate republicans and trump.\n#UsPol \n3/n","author":"AkaSci","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.32990608823363243,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@AkaSci/116807618860696251"},{"id":"28205183-a1c5-4863-ae39-cf65f26809d8","source":"mastodon","source_id":"fosstodon.org:116807625129911202","content_type":"post","title":null,"body_preview":"Just published in JOSS: 'Numerics: A .NET Library for Numerical Computing, Statistical Analysis, and Risk Assessment' https://doi.org/10.21105/joss.10540","author":"joss","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.35639416929369316,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@joss/116807625129911202"},{"id":"789bd3df-ee41-4c37-8261-88ab93363393","source":"mastodon","source_id":"fosstodon.org:116807633040626735","content_type":"post","title":null,"body_preview":"A bit more of updates: \n\n1. Hide CC/BCC\n2. Jump to folder, instead of going 1 by 1\n3. Theme library and `matcha install` for themes\n4, Smart hiding of PGP and S/MIME options\n5. WKD PGP key lookup\n6. P","author":"andrinoff","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","human_indicator_emoji","human_indicator_github_link","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@andrinoff/116807633040626735"},{"id":"e458e45c-1531-44a2-af00-d692eb1effb2","source":"mastodon","source_id":"fosstodon.org:116807639159458450","content_type":"post","title":null,"body_preview":"> :duckduckgo: podman tutorials.\n>podman official tutorials.\n>not cryptic crud.\n\n👍️ \n\n\"no bullshit\" is a great FEATURE of a proper tutorial.","author":"yakkoj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.3348998123196282,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@yakkoj/116807639159458450"},{"id":"673b7c75-aa69-452d-bbf9-bd1cedf6cd9e","source":"mastodon","source_id":"fosstodon.org:116807662757837277","content_type":"post","title":null,"body_preview":"I see, Claude Code decided to call subagents teammates. \n\nAnthropomorphisation will continue until all IPOs are done.\n\n“We are aware of #AI psychosis and we continue to support it seriously”","author":"almad","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","semantic_blandness","human_indicators_absent"],"bot_score":0.3502027704967351,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@almad/116807662757837277"},{"id":"fd1b28c6-ee27-4878-8400-d6588cf038a5","source":"mastodon","source_id":"fosstodon.org:116807682904255924","content_type":"post","title":null,"body_preview":"Chris Young (cyborg5) is retiring after 14 years and 55+ Show and Tell appearances. He built open assistive tech and documented all of it. Thank you, Chris. 💙 https://youtu.be/QaqcGCMO2rM","author":"adafruit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@adafruit/116807682904255924"},{"id":"37dab105-3aa6-441a-8d26-af80d76af5b3","source":"mastodon","source_id":"infosec.exchange:116807463055554593","content_type":"post","title":null,"body_preview":"Top malicious IPs observed on 24 June 2026\n\n153.125.138.166 (Japan) https://sh4meful.com/ip/153.125.138.166\n50.127.181.82 (United States) https://sh4meful.com/ip/50.127.181.82\n165.212.64.24 (United St","author":"sh4meful","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@sh4meful/116807463055554593"},{"id":"c3d98781-f8bb-448c-903c-639ffcf7a754","source":"mastodon","source_id":"infosec.exchange:116807464587161145","content_type":"post","title":null,"body_preview":"To der #Trumpenfuhrer, helping his constituents keep a roof over their heads in the trying economic times he has created--or helping HIS OWN PARTY'S CONGRESSMEN win the re-election they need to keep h","author":"EINS_Institute","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@EINS_Institute/116807464587161145"},{"id":"54131f77-2f61-46e5-b85a-0c5d162b1b2c","source":"mastodon","source_id":"infosec.exchange:116807470674850947","content_type":"post","title":null,"body_preview":"Wow, that's quite the purchase.\n\nhttps://cyberscoop.com/accenture-industrial-cybersecurity-acquisition-dragos-netrise-runzero/","author":"quasineutral","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@quasineutral/116807470674850947"},{"id":"268bb664-debc-432b-8bf4-0562fce1d078","source":"mastodon","source_id":"infosec.exchange:116807484914359373","content_type":"post","title":null,"body_preview":"Anyone have a site keeping track of cyber orgs killing themselves by either choking on the AI pill like Greynoise or failing to hide their fuckups until reaching IPO like Huntress? Mostly looking for ","author":"cR0w","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","strong_opinions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@cR0w/116807484914359373"},{"id":"fec8fbe5-9234-401f-ba5c-3ecfc55983e7","source":"mastodon","source_id":"infosec.exchange:116807488738260517","content_type":"post","title":null,"body_preview":"Be Fearless Online: In Browser Malicious File Detection Part 1 https://thehackermaker.com/be-fearless-online-in-browser-malicious-file-detection-part-1/","author":"phil","classification":"human_created","confidence":0.7,"indicators":["platform_fluency"],"bot_score":0.3527867061775025,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@phil/116807488738260517"},{"id":"95ac0156-2e73-4279-90b4-6a4d7c2bc036","source":"mastodon","source_id":"infosec.exchange:116807494566803687","content_type":"post","title":null,"body_preview":"LastPass hit by new data breach - 4 steps you should take now https://www.zdnet.com/article/lastpass-new-data-breach-2026-steps-to-take-now/","author":"patrickcmiller","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.38548548158173757,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@patrickcmiller/116807494566803687"},{"id":"f76416ce-2ce5-447a-9b94-af473f51fd63","source":"mastodon","source_id":"infosec.exchange:116807494690718101","content_type":"post","title":null,"body_preview":"They got me rotten with the drama of AUR... 😒 \n\n#aur #archlinux","author":"cesarposeochoa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.7857142857142858,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@cesarposeochoa/116807494690718101"},{"id":"d6a20e0c-af0f-45d5-9613-286bc728b1fb","source":"mastodon","source_id":"infosec.exchange:116807508569307537","content_type":"post","title":null,"body_preview":"thank you 2018 Coleen for purchasing that 100k mi, 10 yr extended warranty on the Subie - that shit saved my shit, twice now, and that shit's good till 11/2028\n\ngratitude theory yo, my therapist will ","author":"coleens_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","self_reference"],"bot_score":0.34111468247100096,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@coleens_/116807508569307537"},{"id":"03750348-1721-4b36-a0b7-4f2466b8ffb0","source":"mastodon","source_id":"infosec.exchange:116807525937116780","content_type":"post","title":null,"body_preview":"Looks like MECCHA CHAMELEON got hit with a 2-click RCE:\n\nhttps://\nkhaelkugler.com/blogs/meccha_chameleon.html\n\nPretty neat attack path, and I imagine a lot of other indie games are susceptible.\n\n#Indi","author":"PurpleFarce4728","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@PurpleFarce4728/116807525937116780"},{"id":"366f859e-cc4e-4147-90ab-aee662326d67","source":"mastodon","source_id":"infosec.exchange:116807533264445905","content_type":"post","title":null,"body_preview":"uh oh i need to develop good processes and documentation for the llc to use and i cant use my consulting foundation because making a product is different consulting","author":"0x00string","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.42422531942038505,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@0x00string/116807533264445905"},{"id":"94c53340-11b4-4f43-97fb-fd83bbd92e52","source":"mastodon","source_id":"infosec.exchange:116807534806117436","content_type":"post","title":null,"body_preview":"SNAP error rate lowered, but still too high to skirt potential future costs https://floridaphoenix.com/2026/06/24/snap-error-rate-lowered-but-still-too-high-to-skirt-potential-future-costs/?utm_source","author":"corq","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.37754070363095166,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@corq/116807534806117436"},{"id":"3feaac48-334e-4ca5-9c0c-acaad694caac","source":"mastodon","source_id":"infosec.exchange:116807549406944945","content_type":"post","title":null,"body_preview":"Feeling 1337 in this jean jacket decorated by @medus4_cdc  😎💜\n\n#fashion #cybersecurity #hacker","author":"BiaSciLab","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@BiaSciLab/116807549406944945"},{"id":"da4ef43d-9630-4084-b6eb-9e323e5f42cc","source":"mastodon","source_id":"infosec.exchange:116807554919355232","content_type":"post","title":null,"body_preview":"One week out from our first paper: Measuring Malicious Chrome Extension Persistence and the Effectiveness of Public Disclosure.\n\nWe spent the last 3 months documenting how many already-known-malicious","author":"tpci","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@tpci/116807554919355232"},{"id":"fe09d5c9-c626-4221-b2cb-066837e4de8e","source":"mastodon","source_id":"infosec.exchange:116807556827659272","content_type":"post","title":null,"body_preview":"#Trump \"reverse Inceptions himself\" ~ Josh Johnson \n\n#USPol \n\nhttps://youtu.be/GTHrD1LULcM?t=97","author":"Sheep_Overboard","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","cultural_references"],"bot_score":0.3481704811866894,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@Sheep_Overboard/116807556827659272"},{"id":"44811901-69f3-4963-b2f3-0b2c484919b4","source":"mastodon","source_id":"infosec.exchange:116807565319953775","content_type":"post","title":null,"body_preview":"Soundgarden asked: Black hole sun, won’t you come, and wash away the rain…\n\n#riverNorthBrew and #thirdEyeBrew team up for Celestial Death bourbon barrel-aged chocolate black #barleywine ale\n\nOpens wit","author":"pejacoby","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","cultural_references","terse_replies"],"bot_score":0.39457453441600787,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@pejacoby/116807565319953775"},{"id":"ed7e6928-ce53-488b-9b75-71a530678a3b","source":"mastodon","source_id":"infosec.exchange:116807565794074251","content_type":"post","title":null,"body_preview":"ASN: AS37892\nLocation: Mitai, JP\nAdded: 2026-06-21T20:27\n\n#shodansafari #infosec","author":"shodansafari","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@shodansafari/116807565794074251"},{"id":"8aaa5794-e384-44b4-93a0-62cb6231c7cc","source":"mastodon","source_id":"infosec.exchange:116807565859854756","content_type":"post","title":null,"body_preview":"#chrome extension Bugatti Desert Drive Live Wallpaper seems malicious. Its #cybersecurity badness score is 96/100!\n\n```json\n{\"id\": \"fmfoaknbjjaciohlbaknfomidjcnjjnp\", \"score\": 96, \"platform\": \"chrome\"","author":"malicious_browser_bot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","original_commentary"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/116807565859854756"},{"id":"727a8ce7-25bc-4b8c-a25b-514774be302c","source":"mastodon","source_id":"infosec.exchange:116807565907617130","content_type":"post","title":null,"body_preview":"Possible Phishing 🎣\n on: ⚠️hxxps[:]//bit[.]ly/480Y0ze\n 🧬 Analysis at: https://urldna.io/scan/6a3c06c83b77500002c13a09\n#cybersecurity #phishing #infosec #urldna #scam #infosec","author":"urldna","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4009089194546213,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@urldna/116807565907617130"},{"id":"333f08ea-64af-4a8b-a968-335a4d3bbdf9","source":"mastodon","source_id":"infosec.exchange:116807566405875393","content_type":"post","title":null,"body_preview":"#chrome extension Kaiju No.8 Mission Recon Live Wallpaper seems malicious. Its #cybersecurity badness score is 92/100!\n\n```json\n{\"id\": \"ffladngmmcjnohcplndpnadlempeieek\", \"score\": 92, \"platform\": \"chr","author":"malicious_browser_bot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","concise_opinion","specific_detail"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/116807566405875393"},{"id":"235a8b22-3433-4830-9a90-f20a7d01c128","source":"mastodon","source_id":"infosec.exchange:116807572876330853","content_type":"post","title":null,"body_preview":"Overdue SIEMpl update (1 yr ago already since last one): In the last weeks I picked up this side project again, and I've hooked up the frontend (Vuejs) to the backend (Dancer2) now. I've also spent so","author":"adriaan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@adriaan/116807572876330853"},{"id":"fb534211-b291-480c-b0e2-e3b70f1b1beb","source":"mastodon","source_id":"infosec.exchange:116807583088162815","content_type":"post","title":null,"body_preview":"We're here at the @WedgeLIVE cat tour! #Minneapolis #cattour #wedgelive #cat","author":"strongthany","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@strongthany/116807583088162815"},{"id":"5f0b9b2b-4fd1-44b7-9e82-a11ec85b89b5","source":"mastodon","source_id":"infosec.exchange:116807599048107297","content_type":"post","title":null,"body_preview":"One of the reasons why AI-generated content in human 1:1 conversations are worse than human replies, even if accurate, is that that unless you spend a ton of time crafting an overly detailed prompt, t","author":"tychotithonus","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@tychotithonus/116807599048107297"},{"id":"bcacf35c-3401-4c52-ae7e-8c6e14c996d2","source":"mastodon","source_id":"infosec.exchange:116807603340813637","content_type":"post","title":null,"body_preview":"Me: type type type\n\nCat: meowwrrrrrrrrrr. \n\nI see it's the end of the workday, and Miss Grumbles would like her dinner. :ablobcatbongo:","author":"hexamander","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@hexamander/116807603340813637"},{"id":"c36dc92d-213c-415c-b06f-3f2ebd2174ba","source":"mastodon","source_id":"infosec.exchange:116807612542167055","content_type":"post","title":null,"body_preview":"Tesco moving 40,000 server workloads off VMware amid Broadcom's “abusive conduct” https://arstechnica.com/information-technology/2026/06/tesco-moving-40000-server-workloads-off-vmware-amid-broadcoms-a","author":"patrickcmiller","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.38548548158173757,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@patrickcmiller/116807612542167055"},{"id":"974a755e-8ae5-4c23-b1c6-89846a5c2799","source":"mastodon","source_id":"infosec.exchange:116807619590462307","content_type":"post","title":null,"body_preview":"RE: https://flipboard.social/@newsguyusa/116807406921822719\n\nPhilistines; the beauty of Cohen's \"Hallelujah\" shouldn't be anywhere within earshot of Trump. \n\n\"Everybody Knows\" would be a much better c","author":"corq","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.37754070363095166,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@corq/116807619590462307"},{"id":"1c965e22-b572-49de-9813-f9523e5a1415","source":"mastodon","source_id":"infosec.exchange:116807623517670843","content_type":"post","title":null,"body_preview":"p.s. can’t tell ME what to do\n\nThough my wife did have a couple of tastes…\n\n #riverNorthBrew #thirdEyeBrew #barleywine #craftBeer #bil","author":"pejacoby","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.39457453441600787,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@pejacoby/116807623517670843"},{"id":"81c2e2be-58ef-439e-b7bd-f9f30b858b68","source":"mastodon","source_id":"infosec.exchange:116807628233052693","content_type":"post","title":null,"body_preview":"remember to double check the ports that you set i for example got caught on this and there were two different ports that proxy server used (incorrect one) and one for client, firewall anything else, i","author":"iodomi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.6,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@iodomi/116807628233052693"},{"id":"c80c8176-a99c-4d5d-8134-d0a88cf77edb","source":"mastodon","source_id":"infosec.exchange:116807632541507010","content_type":"post","title":null,"body_preview":"so like grep is your thing and staying alive while touching the puter i guess","author":"iodomi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.6,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@iodomi/116807632541507010"},{"id":"d126a43a-fbae-4e03-8f92-0a8b73da37a1","source":"mastodon","source_id":"infosec.exchange:116807666831637164","content_type":"post","title":null,"body_preview":"AI has turned into the new Excel: the 2nd best tool for a job because most folks don’t feel like looking up a better way, or asking the AI to find an established way and using that method.","author":"mayahustle","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","semantic_novelty"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@mayahustle/116807666831637164"},{"id":"02c1b594-b7af-49ab-95d9-76cc16b5fc0e","source":"mastodon","source_id":"infosec.exchange:116807673134408382","content_type":"post","title":null,"body_preview":"\"The Central Bank will have absolute control ...\"\nhttps://www.youtube.com/watch?v=7HHFIyESsDY","author":"nono2357","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@nono2357/116807673134408382"},{"id":"0949999c-a16d-4422-8118-deaedf4c5561","source":"mastodon","source_id":"infosec.exchange:116807677902230943","content_type":"post","title":null,"body_preview":"A few years ago I was with a mixed-age group of people. Someone mentioned a food I don't like. \n\nMe: Bleah, tastes like soap.\nVery Young Person: LOL how would you know what soap tastes like?\nMe: glari","author":"guyjantic","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@guyjantic/116807677902230943"},{"id":"c7712d55-d340-40e9-91a5-3adfba53ea88","source":"reddit","source_id":"t1_otmdfky","content_type":"comment","title":null,"body_preview":"The hypothesis is that abortion prevents future criminals from being born. If abortion is legalized in year N, then year N+15 is the first year when the would-have-been fifteen year old criminals don’","author":"Shkkzikxkaj","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ue9zq7/following_the_dobbs_decision_us_states_with/otmdfky/"},{"id":"2a1ffc07-e4ef-4c9c-a981-a993baf522a0","source":"reddit","source_id":"t1_otmdpet","content_type":"comment","title":null,"body_preview":"Well, I have a question here. I know humans are the only apes that use smiles for happiness. Could this be something related to our evolution or is it more a nurture thing?","author":"ihatereddit999976780","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","human_indicator_present"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ueqkh8/republicans_are_more_likely_to_see_a_smile_as_a/otmdpet/"},{"id":"a8890fa8-1798-4762-9274-86556e7afa2a","source":"reddit","source_id":"t1_otmdpgv","content_type":"comment","title":null,"body_preview":"Welcome to r/science! This is a heavily moderated subreddit in order to keep the discussion on science. However, we recognize that many people want to discuss how they feel the research relates to the","author":"AutoModerator","classification":"human_created","confidence":0.95,"indicators":["platform_fluency","template_phrases","absence_of_personality"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ueswtk/analysis_of_oxygen_isotopes_in_shells_collected/otmdpgv/"},{"id":"1c894983-6b83-440a-837b-165e3cee0851","source":"reddit","source_id":"t1_otmdu2f","content_type":"comment","title":null,"body_preview":"Have you met or had conversations with anyone that is a Republican? I am very much a Centrist these days - not because I'm indifferent to policy positions, my personal beliefs just do not align well w","author":"Uncle_Paul_Hargis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_anecdote","strong_opinion","absence_of_ai_signals"],"bot_score":1,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ueqkh8/republicans_are_more_likely_to_see_a_smile_as_a/otmdu2f/"},{"id":"dc7e0a3c-139c-4735-b29c-7d335b38b1ce","source":"reddit","source_id":"t1_otme25e","content_type":"comment","title":null,"body_preview":"Reading the comments here in this post are incredibly disheartening to me. A lot of you have a lot of hate for others you disagree with.","author":"Uncle_Paul_Hargis","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","absence_of_ai_signals"],"bot_score":1,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ueqkh8/republicans_are_more_likely_to_see_a_smile_as_a/otme25e/"},{"id":"efb7a9f2-9fc9-4918-85e2-f5439924d0cb","source":"reddit","source_id":"t1_otmecfc","content_type":"comment","title":null,"body_preview":"The longevity-obsessed oligarchs are gonna love this.","author":"BigTennisDaddy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1udnitu/researchers_engineer_immune_therapy_to_harness/otmecfc/"},{"id":"9ba0be91-b30a-40b8-813a-7a14bb09aca2","source":"reddit","source_id":"t1_otmefdc","content_type":"comment","title":null,"body_preview":"MS: I thought this was interesting, and just wanted to link this paper I found, looking at circadian clock genes and anxiety: Machine learning and expression analyses reveal circadian clock features p","author":"CanadaChronobiology","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1udm3k6/world_circadian_day_ama_june_24_2026_join/otmefdc/"},{"id":"97552087-411d-462e-8557-7d498f26a922","source":"reddit","source_id":"t1_otmejia","content_type":"comment","title":null,"body_preview":"Who knew that discovering possible extraterrestrial life could be so boring?","author":"THSSFC","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ueq0se/spatially_distributed_complex_organic_matter/otmejia/"},{"id":"cffd825a-f60e-4299-ba19-7d579702b552","source":"reddit","source_id":"t1_otmexd5","content_type":"comment","title":null,"body_preview":"Welcome to r/science! This is a heavily moderated subreddit in order to keep the discussion on science. However, we recognize that many people want to discuss how they feel the research relates to the","author":"AutoModerator","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","template_phrases","absence_of_ai_signals"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1uet25d/less_than_a_quarter_of_popular_youtube_nutrition/otmexd5/"},{"id":"2fc9ddab-6895-46fa-b84e-989aa2bc5860","source":"reddit","source_id":"t1_otmezfi","content_type":"comment","title":null,"body_preview":"A lot of the wealthy are eugenicists  I rarely give blanket statements about groups of people, but one I stand by is that when rich people start talking about “good genes,” they are eugenicists and no","author":"chemguy216","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_indicators","platform_fluency"],"bot_score":1,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ue9zq7/following_the_dobbs_decision_us_states_with/otmezfi/"},{"id":"7aff7b90-60ab-4f1e-95cb-7067dc1ff8e3","source":"reddit","source_id":"t1_otmfbin","content_type":"comment","title":null,"body_preview":"I can't wrap my brain around \"smiles as tools for managing social hierarchy.\" What does that mean? Are these smiles not genuine? Is it some sort of dominance display? I honestly can't imagine what thi","author":"Electric-Sheepskin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_emotion","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ueqkh8/republicans_are_more_likely_to_see_a_smile_as_a/otmfbin/"},{"id":"29a1874d-ec9c-4c60-a937-2a33cb28f125","source":"reddit","source_id":"t1_otmg1x1","content_type":"comment","title":null,"body_preview":"This is how it is in the deep south as well - only in months with an \"R\".","author":"robot_pirate","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ueswtk/analysis_of_oxygen_isotopes_in_shells_collected/otmg1x1/"},{"id":"7dc6b62c-81d9-49f4-a982-2b2b9b532457","source":"reddit","source_id":"t1_otmg2fh","content_type":"comment","title":null,"body_preview":"I have two hard core republicans in my life and they’ve both had to be excluded from most interactions because they can’t stop lying and can’t stop being cruel, even at a personal level to people rela","author":"TryingToWriteIt","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","self_reference","platform_fluency"],"bot_score":0.5,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ueqkh8/republicans_are_more_likely_to_see_a_smile_as_a/otmg2fh/"},{"id":"668dec0c-035d-4338-8444-bc551527d4ad","source":"reddit","source_id":"t1_otmg7kq","content_type":"comment","title":null,"body_preview":"And similar to previous other issues in the past, Republican lawmakers, media heads, and influencers will frame it as a problem with the doctors, not the laws that require you to understand how an ant","author":"chemguy216","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":1,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ue9zq7/following_the_dobbs_decision_us_states_with/otmg7kq/"},{"id":"d09b90bc-ab22-49cc-9323-063c2d06a60e","source":"reddit","source_id":"t1_otmgdhz","content_type":"comment","title":null,"body_preview":"Every centrist I know personally is really a republican that doesnt want the smoke for having far right opinions.","author":"BlueDevilz","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","personal_anecdote_implied","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ueqkh8/republicans_are_more_likely_to_see_a_smile_as_a/otmgdhz/"},{"id":"d659050c-5401-4ad2-9c11-377fde7a01d9","source":"reddit","source_id":"t1_otmgfip","content_type":"comment","title":null,"body_preview":"Yes! Or why they’re so obsessed with Mamdani’s smile, or Kamala’s laugh!","author":"tealaburst","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity"],"bot_score":1,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ueqkh8/republicans_are_more_likely_to_see_a_smile_as_a/otmgfip/"},{"id":"e46c3667-182e-43d3-ab57-5dc6707dd989","source":"reddit","source_id":"t1_otmgo88","content_type":"comment","title":null,"body_preview":"I bought a bottle, but I keep forgetting to take them. =/","author":"BlackBeltPanda","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1udtq6m/neuroimaging_study_of_adolescents_with_adhd_found/otmgo88/"},{"id":"6364eee4-a3ad-45b1-9286-5fb0dca0c76f","source":"reddit","source_id":"t1_otmgwoo","content_type":"comment","title":null,"body_preview":"Republicans can appear nice in person or do the right thing sometimes but fundamentally their whole worldview is about power and competition and hierarchy. Nothing else really exists. A smile is a plo","author":"sacrelicio","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","absence_of_ai_signals","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ueqkh8/republicans_are_more_likely_to_see_a_smile_as_a/otmgwoo/"},{"id":"49106f70-bd66-4959-8af4-3467da0a623a","source":"reddit","source_id":"t1_otmgzlt","content_type":"comment","title":null,"body_preview":"This actually makes so much sense why they were so obsessed with Kamala’s laugh.","author":"tealaburst","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":1,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ueqkh8/republicans_are_more_likely_to_see_a_smile_as_a/otmgzlt/"},{"id":"56192f0f-c4d2-423e-a936-d7d397590df7","source":"reddit","source_id":"t1_otmh2ai","content_type":"comment","title":null,"body_preview":"This assumes that children who would have been aborted are more likely to commit crimes which is questionable as hell.  It also doesn't account for parents of unwanted children who face financial burd","author":"LittleKitty235","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ue9zq7/following_the_dobbs_decision_us_states_with/otmh2ai/"},{"id":"bf36085f-093f-4402-b5aa-d6dc747488fa","source":"reddit","source_id":"t1_otmhge8","content_type":"comment","title":null,"body_preview":"As a general rule of thumb believe nothing on the internet from any source until you've researched it yourself. Not Reddit stories, YouTube videos, news article. We're in the misinformation age and co","author":"Burnstryk","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1uet25d/less_than_a_quarter_of_popular_youtube_nutrition/otmhge8/"},{"id":"4b18e27b-711f-440e-915b-8e44c43d5828","source":"reddit","source_id":"t1_otmhl75","content_type":"comment","title":null,"body_preview":"Trump's smile is always that of a smug little brat who knows he'll get away with whatever he wants.","author":"Pacifix18","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1ueqkh8/republicans_are_more_likely_to_see_a_smile_as_a/otmhl75/"},{"id":"4ef0ef7b-21a1-4624-aaf5-efdc0fcaf12e","source":"reddit","source_id":"t1_otmhmu8","content_type":"comment","title":null,"body_preview":"Yeah, fibre is also very useful for that. Honestly it should probably be a bigger health trend than it is because it's so important.","author":"Spire_Citron","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.5801825892084476,"content_class":null,"collected_at":"Wed Jun 24 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/science/comments/1uea8c2/a_lowprotein_mediterraneanstyle_diet_rich_in/otmhmu8/"},{"id":"e0a284ad-5151-41f9-8ba0-d70f03cdf95f","source":"reddit","source_id":"t1_otmh2md","content_type":"comment","title":null,"body_preview":"inb4 they use that to end the last remaining support they may give.","author":"Vulture2k","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uepu66/the_us_state_department_believes_that_ukraine_is/otmh2md/"},{"id":"370cb580-7af9-4682-93c8-6e67dbf70e31","source":"reddit","source_id":"t1_otmh4l8","content_type":"comment","title":null,"body_preview":"If ukraine can actually defeat russia, then this will be one of the biggest underdog stories of history.","author":"AlwaysUpvote123","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uepcto/zelensky_russia_turns_moscow_into_fortress_with/otmh4l8/"},{"id":"8ad648be-5cbb-420f-b7c7-c08e40eb4357","source":"reddit","source_id":"t1_otmh5jr","content_type":"comment","title":null,"body_preview":"No, it wouldn;t. Is there a non-state terror organization lobbing rockets at Lebanese towns from Israel?","author":"Burro94","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uer6h1/israel_says_idf_is_staying_in_southern_lebanon/otmh5jr/"},{"id":"8420ae8c-ed8e-40f6-a907-bcda34df63b2","source":"reddit","source_id":"t1_otmh5sf","content_type":"comment","title":null,"body_preview":"Hopefully it's more of a win in that it brings Russia to the table to talk peace","author":"Far-Advantage-2770","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Jun 24 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uepu66/the_us_state_department_believes_that_ukraine_is/otmh5sf/"},{"id":"d51090c4-08a5-4b94-ac0d-e26936fb469a","source":"reddit","source_id":"t1_otmh6u2","content_type":"comment","title":null,"body_preview":"I think that fat gambling addict m0e from twitch and trainwreck are too","author":"Smok3dSalmon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uepu66/the_us_state_department_believes_that_ukraine_is/otmh6u2/"},{"id":"67b7d9cf-929b-43ea-b079-3f032ae70fae","source":"reddit","source_id":"t1_otmh6wg","content_type":"comment","title":null,"body_preview":"Yeah, over here the earthquake lasted like 2-3 minutes, it was crazy. Thankfully in my zone no one was injured but sadly in the capital there were many collapsed buildings.","author":"eleiber","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uet2lp/magnitude_71_earthquake_rocks_venezuela/otmh6wg/"},{"id":"a986e29a-a844-404b-b332-4101740b6e4f","source":"reddit","source_id":"t1_otmh7hw","content_type":"comment","title":null,"body_preview":"They are winning by striking inside Russian territory, straight to their economy. From my understanding, they are losing Kostiantynivka. Kupiansk is at risk as well. They are 12 kilometers away from K","author":"Guillethunder","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uepu66/the_us_state_department_believes_that_ukraine_is/otmh7hw/"},{"id":"f2b212b9-58e4-4611-89f4-eeb1a45eeec3","source":"reddit","source_id":"t1_otmh94n","content_type":"comment","title":null,"body_preview":"You can’t completely remove the problem I agree but you can make substantial improvements in changing views of something over time. The best example is smoking as it was accepted yet now limiting aces","author":"Additional_Cellist39","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ues55d/four_in_five_under16s_in_australia_using_social/otmh94n/"},{"id":"2de6a453-957b-4589-8c10-a1eb553d447d","source":"reddit","source_id":"t1_otmh99p","content_type":"comment","title":null,"body_preview":"3 Day military operation seems to be going super well when you need to start pulling air defenses from the front to protect Moscow.","author":"Mukarsis","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uepcto/zelensky_russia_turns_moscow_into_fortress_with/otmh99p/"},{"id":"583132ac-de9c-4a07-a052-d9f4a9b672d1","source":"reddit","source_id":"t1_otmh9hj","content_type":"comment","title":null,"body_preview":"Simply, you define facts and needs in a response of someone who thinks they understand the aspect......yet the more you say, the more I doubt you.","author":"Lancs_wrighty","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ucqffy/andy_burnham_sworn_in_as_new_mp_after_broken/otmh9hj/"},{"id":"5819da82-8b0d-4f0a-9a42-8d7993d82c8b","source":"reddit","source_id":"t1_otmhb9g","content_type":"comment","title":null,"body_preview":"Seriously, just keep launching the drones. Either they get through, or Russian wastes hundreds of thousands of dollars for each $50,000 drone shot down.","author":"woodrax","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uepcto/zelensky_russia_turns_moscow_into_fortress_with/otmhb9g/"},{"id":"a2b01756-14fc-4f39-9eca-d68359ac5281","source":"reddit","source_id":"t1_otmhbza","content_type":"comment","title":null,"body_preview":"Yup, but India is gonna get angry on the behalf of russia again if Ukraine hits one of them","author":"bappestinian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uepcto/zelensky_russia_turns_moscow_into_fortress_with/otmhbza/"},{"id":"2b4e2a65-d03a-4447-8d9e-9bff3515d002","source":"reddit","source_id":"t1_otmhegg","content_type":"comment","title":null,"body_preview":"Ukraine will not win a land war. They will cause an economic collapse in Russia that leads to the government having to retreat.  Those are the same thing. If Ukraine can force Russia out of their terr","author":"socialistrob","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","suspiciously_balanced","template_phrases","absence_of_personality"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uepu66/the_us_state_department_believes_that_ukraine_is/otmhegg/"},{"id":"a4f628a3-844b-4d82-824c-9ce6b2018050","source":"reddit","source_id":"t1_otmhfkc","content_type":"comment","title":null,"body_preview":"Trump can just walk away at this point. He will pay for it, and it will guarantee a recession, but it would be less worse than any other option at this point.","author":"corwin-normandy","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1u39jcq/rworldnews_discussion_thread_us_and_israel_launch/otmhfkc/"},{"id":"bb8d829b-a957-4f08-a786-cbbf15fef1b6","source":"reddit","source_id":"t1_otmhhpw","content_type":"comment","title":null,"body_preview":"Nope. Because everyone knows the midterms are going to be a bloodbath for republicans, so it's obvious to hold out until Trump is truly desperate for a win and will give Ukraine everything on a silver","author":"thatsme55ed","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uepu66/the_us_state_department_believes_that_ukraine_is/otmhhpw/"},{"id":"0589cbe9-72ed-4278-a7e3-ddd0cd76db90","source":"reddit","source_id":"t1_otmhjsd","content_type":"comment","title":null,"body_preview":"Venezuela can’t catch a break. Hoping it’s not as bad as it seems but still too early to tell","author":"PowderPills","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uet2lp/magnitude_71_earthquake_rocks_venezuela/otmhjsd/"},{"id":"25c3d35d-5b6a-4c5b-ba5f-dc9bfeed57c7","source":"reddit","source_id":"t1_otmgpml","content_type":"comment","title":null,"body_preview":"Not if you go by the posts on this forum. They love the AI tools now at their disposal.","author":"CitizenForty2","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ueidyv/software_engineers_are_facing_an_identity_crisis/otmgpml/"},{"id":"b6c97a38-2783-4a12-b748-370f7710a593","source":"reddit","source_id":"t1_otmgq4d","content_type":"comment","title":null,"body_preview":"I see a lot of people who hate AI talking about \"when the bubble bursts.\" They think AI is a bubble, and when it bursts then AI will somehow...go away?  AI is here to stay. Even if all the LLMs go out","author":"HomeFair9290","classification":"human_created","confidence":0.78,"indicators":["missing_platform_voice","semantic_blandness","strong_opinions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ue0bfl/is_ai_one_big_bubble_behind_the_tech_selloff_a/otmgq4d/"},{"id":"a05a07c2-fdf0-42e7-a720-4e03150be682","source":"reddit","source_id":"t1_otmgqhp","content_type":"comment","title":null,"body_preview":"Ed Zitron had a good rant about this yesterday:  https://www.wheresyoured.at/cargo-culture/","author":"TarkaSteve","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uer54l/reid_hoffman_xai_is_a_train_wreck_and_spacex_is/otmgqhp/"},{"id":"4e968909-86f2-49e1-bbb4-8370574445c7","source":"reddit","source_id":"t1_otmgrr5","content_type":"comment","title":null,"body_preview":"That’s too European of an incentive for capitalist America, the land of the free","author":"AdonisK","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.3214285714285714,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uehchb/meta_gave_6_executives_options_worth_up_to_921m/otmgrr5/"},{"id":"4356f759-b22a-4d27-9a52-ced913812174","source":"reddit","source_id":"t1_otmgrvj","content_type":"comment","title":null,"body_preview":"It’s funny you mentioned about getting into a car… Because holy shit the safety systems are absolutely stupid now.  Like, backup cameras? Parking sensors? Blindspot detectors? Fantastic. Adaptive crui","author":"TCsnowdream","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ueidyv/software_engineers_are_facing_an_identity_crisis/otmgrvj/"},{"id":"06645609-7ccc-45ef-9943-fa5d2d52b9cf","source":"reddit","source_id":"t1_otmgu3u","content_type":"comment","title":null,"body_preview":"The data center should get the bill and they pass that on to the company leasing / using the resources. Not sure why we need a new model just because the dc uses more power The real issue govt cutting","author":"Trakeen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ueqovv/tech_companies_would_have_to_pay_ai_data_center/otmgu3u/"},{"id":"588486de-8697-4b2b-809f-78e4871f99b7","source":"reddit","source_id":"t1_otmgw3q","content_type":"comment","title":null,"body_preview":"My main problem with this truck is its lack of towing capacity. In order to do truck things I need to at least be able to tow my trailer and camper. I have an electric car and wouldn't mind a cheap el","author":"thewags05","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","personal_experience_context","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ueb4ck/will_anyone_buy_this_cheap_ev_truck_with/otmgw3q/"},{"id":"449afded-943a-4806-8701-a4276366590b","source":"reddit","source_id":"t1_otmgx6a","content_type":"comment","title":null,"body_preview":"This!! I don’t get people that still use his crap. Why??","author":"troveofcatastrophe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uehchb/meta_gave_6_executives_options_worth_up_to_921m/otmgx6a/"},{"id":"32111d73-2e08-4c31-9923-549049bd48bb","source":"reddit","source_id":"t1_otmgx70","content_type":"comment","title":null,"body_preview":"It came from Tesla. Probably best to wait for confirmation. An investigation already has been started. It's not like any of us delaying making up our mind makes any real difference anyway. We're not g","author":"happyscrappy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0.37465089270260943,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uemvtb/family_files_wrongful_death_suit_following_tesla/otmgx70/"},{"id":"46de9d80-2aac-4b3a-93a2-8f7c07819ba6","source":"reddit","source_id":"t1_otmgx7u","content_type":"comment","title":null,"body_preview":"Feels like that would be a good incentive to drive safely...","author":"Lee1138","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uen84t/if_phones_are_killing_pedestrians_why_is_it_only/otmgx7u/"},{"id":"04a3fc20-ad82-42ee-9774-96845cf38d62","source":"reddit","source_id":"t1_otmgxe6","content_type":"comment","title":null,"body_preview":"ppl don't want to say it but Culture plays a huge role in aggressive driving which leads to accidents. The past decade coincides with a generational change in US socio-political beliefs, with selfishn","author":"wip30ut","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uen84t/if_phones_are_killing_pedestrians_why_is_it_only/otmgxe6/"},{"id":"9a04649c-4a55-463c-9308-f187c11f964f","source":"reddit","source_id":"t1_otmgyjq","content_type":"comment","title":null,"body_preview":"I would be more interested if it was a hybrid or gas.","author":"CringeDaddy-69","classification":"ai_generated","confidence":0.6,"indicators":["missing_personality","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uec5cz/slates_new_electric_truck_will_cost_slightly_more/otmgyjq/"},{"id":"b35f447b-dcb6-43a7-b2f1-2d3839bdc55f","source":"reddit","source_id":"t1_otmh2xe","content_type":"comment","title":null,"body_preview":"Man, if the racks are being cooled to 45c, it's gotta be hot as hell for the techs in those datacenters","author":"wabawanga","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ueb115/nvidia_liquid_cooling_design_claims_100_reduction/otmh2xe/"},{"id":"36a1ae59-b444-4405-af4f-0c83ad5a5866","source":"reddit","source_id":"t1_otmh3tm","content_type":"comment","title":null,"body_preview":"Or as summarized above, a good way to lose personal autonomy, limiting yourself to essentially... Wasting away and dying in an assisted care facility.","author":"squadallah","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uen84t/if_phones_are_killing_pedestrians_why_is_it_only/otmh3tm/"},{"id":"9c843c7b-5754-4f6a-b306-4d53cdd47a4b","source":"reddit","source_id":"t1_otmh4hr","content_type":"comment","title":null,"body_preview":"Why not have Claude do the rewrite by giving it key context: your company's internal coding standards (or public standards if those don't exist), a design doc explaining the rewrite, and the code base","author":"RealCaptainIowa","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ueidyv/software_engineers_are_facing_an_identity_crisis/otmh4hr/"},{"id":"c23a5c9a-0f45-4978-ab16-35de8279481c","source":"reddit","source_id":"t1_otmh4ne","content_type":"comment","title":null,"body_preview":"The federal government also uses a lot of old crappy systems, and how they plan to integrate AI with the systems that were built during the Reagan administration is beyond me.","author":"USA46Q","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1udzblg/anthropics_mythos_model_found_vulnerabilities_in/otmh4ne/"},{"id":"e9c65bba-2a19-44ad-83f3-de90c458fe65","source":"reddit","source_id":"t1_otmh4ry","content_type":"comment","title":null,"body_preview":"The funny thing is you don’t even need such a big car for everyday use unless you’re a blue collar man Thats why we have so many people pretending to be blue collar with their big ahh pavement princes","author":"embarrassing_doodle","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uen84t/if_phones_are_killing_pedestrians_why_is_it_only/otmh4ry/"},{"id":"f2130579-b91e-4dd2-87ee-aba4a77b510a","source":"reddit","source_id":"t1_otmh65t","content_type":"comment","title":null,"body_preview":"I remember when COX demanded I pay $4 a month because they added ESPN to a base tier of my cable. I didn’t watch it and didn’t want to pay for it. Wasn’t allowed to drop the fee or the tier.","author":"ArchDucky","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ues9qi/disney_agreed_to_50m_settlement_over_claims_it/otmh65t/"},{"id":"a79d9f1f-4775-4913-8109-ad101c235b65","source":"reddit","source_id":"t1_otmha73","content_type":"comment","title":null,"body_preview":"Oh I saw one of these guys in the wild, an absolute douchebag who commandeered part of the hotel I was staying at with a marketing presentation. I had to look up his company, founded in SLC, with the ","author":"NinjaSellsHonours","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uer54l/reid_hoffman_xai_is_a_train_wreck_and_spacex_is/otmha73/"},{"id":"2ef4d2b6-0c30-4ea2-bb8e-d8e2ab68c079","source":"reddit","source_id":"t1_otmhadv","content_type":"comment","title":null,"body_preview":"I think a lot of poor drivers who cause crashes will say just about anything. When driving a Tesla trying to blame the car is an easy first excuse. We know how these usually come out. But as you say, ","author":"happyscrappy","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","balanced_perspective_human_nuance"],"bot_score":0.37465089270260943,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uemvtb/family_files_wrongful_death_suit_following_tesla/otmhadv/"},{"id":"bdac1544-be91-468a-a7fb-a7fb21909c7e","source":"reddit","source_id":"t1_otmhbkc","content_type":"comment","title":null,"body_preview":"Ruffled your feathers anyway, Mr. \"Nobody gives a shit about your opinion\" lol Did you ever consider im thinking who to vote for, dork. Its not my fault botha sides suck.","author":"CriticalChop","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.34164877237937863,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uegcx5/a24_fans_mourn_its_death_following_75_million/otmhbkc/"},{"id":"8224430a-61b6-47f1-b4f5-e18efd573599","source":"reddit","source_id":"t1_otmhcbm","content_type":"comment","title":null,"body_preview":"I checked your account age.  I'm not at all surprised. Old school.","author":"Makes_U_Mad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ueqovv/tech_companies_would_have_to_pay_ai_data_center/otmhcbm/"},{"id":"6b96dd39-91c7-446d-aa06-29bbcaad8248","source":"reddit","source_id":"t1_otmhcvv","content_type":"comment","title":null,"body_preview":"It is cheaper because you eliminate the electronics needed. I believe the mechanism will not be a significant factor in cost. Another bonus is that it will be one less drain on the battery.","author":"pornborn","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","uniform_paragraph_rhythm"],"bot_score":0.15089220229475064,"content_class":null,"collected_at":"Wed Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ueb4ck/will_anyone_buy_this_cheap_ev_truck_with/otmhcvv/"},{"id":"bfd7e812-0d75-456c-be82-49c97165f1fc","source":"reddit","source_id":"t1_otmhcxj","content_type":"comment","title":null,"body_preview":"You're the one that said they're looking for a payday. People have absolutely sued and won damages from bars/restaurants that over served people. The driver was paying Tesla for the service of their A","author":"mishap1","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 Jun 24 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uemvtb/family_files_wrongful_death_suit_following_tesla/otmhcxj/"},{"id":"993917b7-a2b1-4c40-a02f-8dec65a882ad","source":"reddit","source_id":"t1_otmh59y","content_type":"comment","title":null,"body_preview":"100% a credit union is the smarter way to go for 95% of your bank needs. recently we saw that wells actually had lower APRs on car loans. eeek.","author":"fracturedGrooveRider","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uep3jv/what_industry_secret_would_make_customers_never/otmh59y/"},{"id":"262e944d-1c08-4ecf-a4fe-4f9b0424b89f","source":"reddit","source_id":"t1_otmh5di","content_type":"comment","title":null,"body_preview":"Yep. If it all came unraveled and his ways got exposed there, it would have been an all time series finale.","author":"AriseChicken","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1ueo9og/whats_a_moment_from_tv_history_that_made_you/otmh5di/"},{"id":"61b9e4e7-e03c-4bed-a07a-e5992109297e","source":"reddit","source_id":"t1_otmh5hb","content_type":"comment","title":null,"body_preview":"How about \"You picked the right religion. Gear up, it's time to go to war.\"","author":"bonerdickcummysnatch","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uenb2q/if_you_could_telepathically_say_something_to_all/otmh5hb/"},{"id":"3d28ba93-8ebe-4d50-84e6-b3f6399a5197","source":"reddit","source_id":"t1_otmh5hr","content_type":"comment","title":null,"body_preview":"The towel thing girls always instinctively know how to do.","author":"SomeBloke94","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uet2im/whats_something_that_became_less_impressive_the/otmh5hr/"},{"id":"d1f7c916-48be-48ad-822c-22a06e9e756d","source":"reddit","source_id":"t1_otmh5nw","content_type":"comment","title":null,"body_preview":"This part - that's why most engineers overcompensate for their unhappiness by showing off the luxury car they got before everyone else, the condo they bought before everyone else, doing everything a s","author":"IllustriousSlide3161","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uednv0/people_in_your_30s_what_price_have_you_paid_for/otmh5nw/"},{"id":"fe4b3354-d179-4f3d-b2ad-b944b6fbc6f6","source":"reddit","source_id":"t1_otmh66p","content_type":"comment","title":null,"body_preview":"My husband had for the first time ever a manic episode which put in the psych ward.","author":"Medical_Amphibian406","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uet32o/in_the_last_five_years_what_is_the_worst_thing/otmh66p/"},{"id":"f896f83d-5fb4-4096-bcb7-5aec9a85f63c","source":"reddit","source_id":"t1_otmh66w","content_type":"comment","title":null,"body_preview":"new state law requires that everyone who gets a dental filling gets 1 complimentary oxycodone. . novacaine is a joke.","author":"Legal_Sleep_4731","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uet4hl/what_is_the_headline_you_really_wanna_read/otmh66w/"},{"id":"c8c64d91-7c92-4cd7-9f6a-bfcc11708779","source":"reddit","source_id":"t1_otmh67d","content_type":"comment","title":null,"body_preview":"3 Ninjas Kick Back. I watched it all the time as a kid, but I almost never hear anyone mention it anymore.","author":"Delicious-Back6584","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uepqgy/what_is_a_90s_movie_that_no_one_talks_about/otmh67d/"},{"id":"c3ee44b8-b1fd-42c9-9185-8951856161cf","source":"reddit","source_id":"t1_otmh67m","content_type":"comment","title":null,"body_preview":"I'm 43... Trust me, they get way more attractive a long time before you hit 70 😂😂😂","author":"GoodGuano","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uet2im/whats_something_that_became_less_impressive_the/otmh67m/"},{"id":"4a4dfd54-4486-4c26-afde-b86a25bf9039","source":"reddit","source_id":"t1_otmh689","content_type":"comment","title":null,"body_preview":"Glitter, colourful hair and eyes, outfit change in the middle of a fight. And one of the villains being insanely attractive whom the fans ship with one of the magical girl.","author":"DifficultyStunning69","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uet8ty/what_do_you_think_are_the_essentials_of_a_magical/otmh689/"},{"id":"0c0a62d2-f4b1-4413-9a4f-cc7b898bd964","source":"reddit","source_id":"t1_otmh6ar","content_type":"comment","title":null,"body_preview":"I live near greek life: Frat guys passing me: \"I didn't even know what a handjob was... And then she just went and did that\" There's no possible way I misheard this, both me and my partner heard the s","author":"the_jaspierre","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uerwiy/whats_the_funniest_thing_youve_accidentally/otmh6ar/"},{"id":"0d4a6726-1033-43e4-a73f-29d9a4994d22","source":"reddit","source_id":"t1_otmh6b4","content_type":"comment","title":null,"body_preview":"Ah I see. My dad is the same. I'm actually oddly calm when flying. For me it's the opposite. I have zero control and nowhere to be. ... Which for me, is the ultimate calm. Literally there is not \"thin","author":"weed_cutter","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uel2iq/what_is_a_life_luxury_that_you_tasted_once_and/otmh6b4/"},{"id":"d40aeb37-c8dd-4262-9cf4-032b97ab67ad","source":"reddit","source_id":"t1_otmh6cf","content_type":"comment","title":null,"body_preview":"Agreed. It bubbles my brains that as a 90s baby, this music is for kids today what 70s music was to me. I'm nostalgic for it.","author":"WilliamBillSpudly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uet7sj/young_people_of_reddit_whats_your_opinion_on_the/otmh6cf/"},{"id":"51e4bd6c-d50d-43fe-89a9-a2edfb0a9894","source":"reddit","source_id":"t1_otm7g1j","content_type":"comment","title":null,"body_preview":"I had a post deleted because of the comment You wot, mate? lol.  The fucker sure is short on details..","author":"Duke55","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uert2i/full_dive_vr_is_going_to_oneshot_humanity/otm7g1j/"},{"id":"ddb800b0-61ca-4cd1-9344-c98d34fab67f","source":"reddit","source_id":"t1_otm7li4","content_type":"comment","title":null,"body_preview":"I'd be a lot more optimistic about its chances if we could even get people interested in regular vr, nevermind the \"let the give-up machine probe your brain\" version.","author":"atomicitalian","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","opinionated_stance"],"bot_score":1,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uert2i/full_dive_vr_is_going_to_oneshot_humanity/otm7li4/"},{"id":"2ec4b476-2117-427d-8156-1597310aba44","source":"reddit","source_id":"t1_otm7lp0","content_type":"comment","title":null,"body_preview":"Sadly this is the inevitable answer. Every advancement in productivity does not reduce the hours of work, it just makes you fit more tasks in the same amount of hours.","author":"Orbital_Dinosaur","classification":"human_created","confidence":0.7,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.38678839280563176,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uerfoy/as_ai_handles_more_cognitive_work_will_humans/otm7lp0/"},{"id":"977426e5-9d99-47d8-a8fa-5641966b1686","source":"reddit","source_id":"t1_otm7thp","content_type":"comment","title":null,"body_preview":"The only thing that’s going to “one-shot humanity” is how incredibly easily led people seem to be by categorically insane and meaningless hyperbolic statements from tech companies.","author":"therealstabitha","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uert2i/full_dive_vr_is_going_to_oneshot_humanity/otm7thp/"},{"id":"31c132ea-1a6b-4dba-930d-f8460a1d67ab","source":"reddit","source_id":"t1_otm8563","content_type":"comment","title":null,"body_preview":"So far the LLMs are largely used to take over creative work from humans and making business idiots look important. \"Number go up\" at any cost, including our very humanity. It's pretty disgusting. Ther","author":"kbospeak","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uerfoy/as_ai_handles_more_cognitive_work_will_humans/otm8563/"},{"id":"1f2a2ba0-8957-4764-a790-d618d2f22e45","source":"reddit","source_id":"t1_otm89ct","content_type":"comment","title":null,"body_preview":"This is going to be one of those things that seem easier, more achievable and fantastic in scope the father away you are. The closer we get yo making it reality, the more we become aware of the fundam","author":"Loki-L","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.2587540177798761,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uert2i/full_dive_vr_is_going_to_oneshot_humanity/otm89ct/"},{"id":"a720dea4-f03e-4f70-8e39-0a3986f0f2bd","source":"reddit","source_id":"t1_otm8anz","content_type":"comment","title":null,"body_preview":"You mean get generally stupider at cognitive and critical thinking for a generation?","author":"kr_who","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uerfoy/as_ai_handles_more_cognitive_work_will_humans/otm8anz/"},{"id":"7a36cdc2-3d85-40aa-baf5-756bcc2bc467","source":"reddit","source_id":"t1_otm8c3e","content_type":"comment","title":null,"body_preview":"that's cool, I use it in Elite Dangerous. But we are 2 people. The vast majority of people do not even own a VR headset let alone use one regularly. Even Apple's attempt at a more wearable, multi-func","author":"atomicitalian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":1,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uert2i/full_dive_vr_is_going_to_oneshot_humanity/otm8c3e/"},{"id":"527b0bbe-1fe5-49ef-be57-ae80e0be7995","source":"reddit","source_id":"t1_otm91g8","content_type":"comment","title":null,"body_preview":"I started working in the mid 90s, before widespread use of the internet, in white collar jobs. I got paid to do 8 hours of work to make the shareholders richer. 30 years later, after the era defining ","author":"Orbital_Dinosaur","classification":"human_created","confidence":0.78,"indicators":["self_reference","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.38678839280563176,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uerfoy/as_ai_handles_more_cognitive_work_will_humans/otm91g8/"},{"id":"3ef11d9b-c9d4-4245-9a66-2035eb6a90a1","source":"reddit","source_id":"t1_otm9fqw","content_type":"comment","title":null,"body_preview":"My purpose isn’t working a 50 hour work week, I’ll tell ya that much.","author":"ProLogicMe","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uerfoy/as_ai_handles_more_cognitive_work_will_humans/otm9fqw/"},{"id":"fc417e2e-c813-4ad9-bd98-b1c035198fd5","source":"reddit","source_id":"t1_otm9hbm","content_type":"comment","title":null,"body_preview":"Probably second and third jobs for many full time employed, but also people with multiple gigs.","author":"EuenovAyabayya","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ue53yv/robots_will_replace_700k_delivery_workers_warns/otm9hbm/"},{"id":"1fc1f750-1f44-4186-93a0-3dc0fba3ecc0","source":"reddit","source_id":"t1_otm9jq6","content_type":"comment","title":null,"body_preview":"\"Now you don't have to think so much you'll do better thinking\" that is not how it works at all.","author":"helendestroy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uerfoy/as_ai_handles_more_cognitive_work_will_humans/otm9jq6/"},{"id":"36a5169b-5076-4073-b856-5231129b50c0","source":"reddit","source_id":"t1_otm9kiw","content_type":"comment","title":null,"body_preview":"This study was interesting - AI handles the stuff that requires less cognitive effort well, but that results in people spending more time doing high cognitive load work, which can lead to burnout beca","author":"ROKIT-88","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 Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uerfoy/as_ai_handles_more_cognitive_work_will_humans/otm9kiw/"},{"id":"53d17b85-94f9-4ee6-8234-aaedd07b4bb6","source":"reddit","source_id":"t1_otmc21j","content_type":"comment","title":null,"body_preview":"For the love of Pete’s god’s sake in the blue heavens to Betsy. This is my number 1 reason not to use AI for cognitive tasks. It would move the Idiocracy timeline up by a few hundred years.","author":"Chuisque","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uerfoy/as_ai_handles_more_cognitive_work_will_humans/otmc21j/"},{"id":"48ac30d9-2560-4970-8a52-719d0620cbad","source":"reddit","source_id":"t1_otmdp2t","content_type":"comment","title":null,"body_preview":"That is the QR code for Alipay. China doesnt really use coins/bills or credit cards.","author":"3d_extra","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uefvij/chinese_humanoid_robot_begs_on_street_asks_for/otmdp2t/"},{"id":"6a30e1f2-394c-40a9-9e3e-e1ffba81a39b","source":"reddit","source_id":"t1_otme4z1","content_type":"comment","title":null,"body_preview":"I think you have a valid historical point. Major structural changes often don't happen until enough people feel the existing system no longer works. Half-measures can sometimes relieve just enough pre","author":"Necessary_Record_666","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","suspiciously_balanced","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1u4rw0p/assuming_aidriven_unemployment_reached_15_within/otme4z1/"},{"id":"1bb87cdf-a131-4956-ae84-ce349b9384af","source":"reddit","source_id":"t1_otme7up","content_type":"comment","title":null,"body_preview":"\"Just something I think deserves more attention in the immortality anti-aging sphere of discourse.\" Stop worrying about the immortal Hitlers. It's dumb. Start worrying about the inherent conflicts in ","author":"tomcmackay","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udw84v/how_do_you_solve_the_immortal_hitler_problem/otme7up/"},{"id":"e0cca37d-3f26-4d1b-99e6-3e282ef47ff3","source":"reddit","source_id":"t1_otmelw2","content_type":"comment","title":null,"body_preview":"To compare: Russia has 1/3 of workforce in gig economy and the economy is collapsing, supposedly.","author":"3dom","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":1,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ue53yv/robots_will_replace_700k_delivery_workers_warns/otmelw2/"},{"id":"b4868300-5bdb-4810-8825-b211530e9641","source":"reddit","source_id":"t1_otmex3g","content_type":"comment","title":null,"body_preview":"I think what the person you replied to is talking about is companies hiring armed security or some task force that deals with destruction of company assets (drones) that would nail you if you tried to","author":"Vlad_Yemerashev","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ue53yv/robots_will_replace_700k_delivery_workers_warns/otmex3g/"},{"id":"a219ee4e-689a-4e7a-951d-c9cf65d61a1b","source":"reddit","source_id":"t1_otmf8mr","content_type":"comment","title":null,"body_preview":"Best we can hope for is more vaccine adoption. Everything else is baked in to the human experience.","author":"beesdaddy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.28256354158939995,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udl6pu/how_far_do_you_genuinely_believe_we_will_advance/otmf8mr/"},{"id":"4a849d8a-c776-4933-a035-377ad1f05643","source":"reddit","source_id":"t1_otmfwv2","content_type":"comment","title":null,"body_preview":"This one is rather easy. Fascism is a post-capitalism economy state where the state institutions could not prevent corrupt state merging with the business. If you don't have capitalism - you won't hav","author":"3dom","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":1,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udw84v/how_do_you_solve_the_immortal_hitler_problem/otmfwv2/"},{"id":"4b3e3388-70bf-4ca9-915d-fea9e42fcbd6","source":"reddit","source_id":"t1_otmfx53","content_type":"comment","title":null,"body_preview":"Amazon's been working on delivery robots for decades. When is \"very quickly?\"","author":"darkmacgf","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ue53yv/robots_will_replace_700k_delivery_workers_warns/otmfx53/"},{"id":"40cdd659-d761-4e88-a1ed-d817d7bdc79e","source":"reddit","source_id":"t1_otmgx2r","content_type":"comment","title":null,"body_preview":"Do a quick search on 'naxalbari india'. I think you will find it interesting","author":"maifee","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ucrybc/222_people_registered_for_a_private_retreat_with/otmgx2r/"},{"id":"e7e750bb-c529-41f9-9604-5e1fa8e66266","source":"reddit","source_id":"t1_otmg4fj","content_type":"comment","title":null,"body_preview":"I’m an American and proud to live somewhere I don’t need A/C.","author":"Snidrogen","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","personal_stance"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ueswx9/til_that_across_europe_total_household_ownership/otmg4fj/"},{"id":"d163a946-decf-432e-94d6-d61c4bc4d54a","source":"reddit","source_id":"t1_otmg7v7","content_type":"comment","title":null,"body_preview":"Could the grid even support if most homes would get one right now?","author":"thiswasfree_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ueswx9/til_that_across_europe_total_household_ownership/otmg7v7/"},{"id":"3f9e7256-d212-4a4a-a423-e9fb63943139","source":"reddit","source_id":"t1_otmg96e","content_type":"comment","title":null,"body_preview":"It’s both. Also I’m a millennial that never watched the show and definitely thought it was powderpuff because yes- it’s a thing. Power puff is not. What the heck is power puff?! I’m annoyed they have ","author":"ILL_Show_Myself_Out","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ueoz20/til_the_powerpuff_girls_were_originally_called/otmg96e/"},{"id":"bef6daa8-7715-4850-b21a-63a1a7dec93a","source":"reddit","source_id":"t1_otmgbog","content_type":"comment","title":null,"body_preview":"Do you live in Kyiv with all other rich people, lol. Because we certainly do not have AC in every apartment in Ternopil, not even close","author":"Montexe","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ueswx9/til_that_across_europe_total_household_ownership/otmgbog/"},{"id":"dceae8d5-87e7-4d8c-81d8-3a5d462eeffe","source":"reddit","source_id":"t1_otmgcqu","content_type":"comment","title":null,"body_preview":"Yeah the witness protection thing is why so many old cases stay cold. The victims were scared of retaliation more than they trusted the system to protect them. Its sad but understandable","author":"Sensitive_Gift4866","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ue0411/til_about_doodler_an_unidentified_serial_killer/otmgcqu/"},{"id":"ad1429ac-7e9b-4557-9c69-9933b048b86e","source":"reddit","source_id":"t1_otmgcwv","content_type":"comment","title":null,"body_preview":"US on average is hotter than Europe. I have a portable AC unit that I roll out of storage if there's a heatwave. Usually 2weeks every 3 years. But whenever I visit US during the summer I feel like you","author":"Daeroth","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ueswx9/til_that_across_europe_total_household_ownership/otmgcwv/"},{"id":"a7216a92-d4f0-4a07-82cc-de3d2f44ac2c","source":"reddit","source_id":"t1_otmgdnz","content_type":"comment","title":null,"body_preview":"The Herb Baumeister case from Indiana is terrifying. Dude was literally running a business while having bodies buried on his property and people still partied at his bar like nothing was wrong","author":"Sensitive_Gift4866","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ue0411/til_about_doodler_an_unidentified_serial_killer/otmgdnz/"},{"id":"985c492d-f539-401d-ba0f-3741d39a28d2","source":"reddit","source_id":"t1_otmgel1","content_type":"comment","title":null,"body_preview":"It's legal but the costs of installing AC and running running it are financially restrictive, especially if it's only needed for a few weeks in the year","author":"OnlymyOP","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.5,"content_class":null,"collected_at":"Wed Jun 24 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ueswx9/til_that_across_europe_total_household_ownership/otmgel1/"},{"id":"bb1cf716-4c81-4433-b08d-4eb18ee9569b","source":"reddit","source_id":"t1_otmgf5x","content_type":"comment","title":null,"body_preview":"We bought an ac in our house a few years back in rural france cause summers are getting too hot. But i can definitely feel summers getting slowly worse","author":"JeanDusapin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","personal_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ueswx9/til_that_across_europe_total_household_ownership/otmgf5x/"},{"id":"590334c1-955c-4c9a-b5cb-481307e0ed7b","source":"reddit","source_id":"t1_otmgfda","content_type":"comment","title":null,"body_preview":"I'm not convinced of Bednarik's interpretation (mainly because I'm not sure if australopithecines had anatomically modern penises or if they had those similar to chimpanzees), but this is a really unc","author":"vermicelli-is-bugs","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","niche_expertise","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ueh0cl/til_a_300million_year_old_cuttlefish_fossil_was/otmgfda/"},{"id":"e58176f3-e63c-4b7b-b8cc-122796a6019b","source":"reddit","source_id":"t1_otmgh1o","content_type":"comment","title":null,"body_preview":"Deserts aren't the only places you need AC lol, most of the US gets hot enough in the summer that you really should have AC. It's been a very mild summer so far here in Iowa but starting next week it'","author":"The_Brain_FuckIer","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ueswx9/til_that_across_europe_total_household_ownership/otmgh1o/"},{"id":"38b5e936-7e9d-4489-8a91-76d3acb19d68","source":"reddit","source_id":"t1_otmghvj","content_type":"comment","title":null,"body_preview":"Though it's a propaganda piece to some extent, the book \"MiG Pilot\" was a great read.","author":"Flashy_Month_5423","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uekzx0/til_that_in_1976_a_soviet_pilot_viktor_belenko/otmghvj/"},{"id":"b94da29c-7e86-49a4-a9ca-624c98134604","source":"reddit","source_id":"t1_otmgist","content_type":"comment","title":null,"body_preview":"What we need is cooling centres for those who have health problems. I know people really suffering, people on psych medication like antidepressants, stimulants, antipsychotics, along with anyone with ","author":"saralt","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ueswx9/til_that_across_europe_total_household_ownership/otmgist/"},{"id":"0e36434e-2369-4386-8058-09abc80887cb","source":"reddit","source_id":"t1_otmgmky","content_type":"comment","title":null,"body_preview":"Shonen Knife, \"Buttercup (I'm a Super Girl)\" - Skyline Sessions  https://youtu.be/8FiXXxf6AHo?si=v3R1TNKX6Q3kdDG2&t=30","author":"SoylentGrunt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ueoz20/til_the_powerpuff_girls_were_originally_called/otmgmky/"},{"id":"510abb45-406c-4fcc-81f6-d1110dc0213c","source":"reddit","source_id":"t1_otmgouq","content_type":"comment","title":null,"body_preview":"Cold water and a fan in front of your face all the time i guess. I slept one time without an AC when it was 30c in the night in croatia, and it was miserable. Having this for weeks would be a nightmar","author":"CrazyElk123","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ueswx9/til_that_across_europe_total_household_ownership/otmgouq/"},{"id":"d3bc7792-3b0d-4a15-a5be-148772c41ec6","source":"reddit","source_id":"t1_otmgpar","content_type":"comment","title":null,"body_preview":"In Florida AC is almost necessary for survival.  I expect more and more of the planet to get like this","author":"kingtacticool","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ueswx9/til_that_across_europe_total_household_ownership/otmgpar/"},{"id":"d497ea4a-b0b2-4b0b-bc5c-bf0dd0b95f36","source":"reddit","source_id":"t1_otmgqgx","content_type":"comment","title":null,"body_preview":"I have been to Mexico City to view \"Man, Controller of the Universe\" and \"The History of the Mexico.\" Knowing the story of his fight with the capitalist, Rockefeller, and the destruction of the origin","author":"grby1812","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1udy5zk/til_when_detroit_filed_for_bankruptcy_in_2013_the/otmgqgx/"},{"id":"bc4ef058-a114-4054-b392-2ae5ccda85ed","source":"reddit","source_id":"t1_otjl715","content_type":"comment","title":null,"body_preview":"how much more IPC can we possible squeeze out of a single x86 core and what could games like total war (who run all their actions sequentially during a turn) do to leverage multiple cores","author":"franz_karl","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ueec2n/ask_anything_wednesday_engineering_mathematics/otjl715/"},{"id":"393b73df-e75c-4079-9486-34680a9db206","source":"reddit","source_id":"t1_otjpba0","content_type":"comment","title":null,"body_preview":"are there any main stream alternatives to cooling of servers and data centers that are just using water evaporation in cooling towers?  How much would the cost of cooling increase if closed loop water","author":"Panda-768","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ueec2n/ask_anything_wednesday_engineering_mathematics/otjpba0/"},{"id":"47b957a8-baa0-46f2-9c4b-0311abe48523","source":"reddit","source_id":"t1_otjqbes","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","missing_platform_voice","synthetic_empathy","explicit_ai_declaration"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uehd9q/educational_outcomes_and_expectations/otjqbes/"},{"id":"60e673b5-12b3-4a6a-b3f0-a647482f443d","source":"reddit","source_id":"t1_otk4u6g","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","absence_of_personality","self_identification_as_bot"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uej3lz/наукиsciences/otk4u6g/"},{"id":"8cfadf4f-e2f1-4e90-b686-d86c36e9cb00","source":"reddit","source_id":"t1_otk52sn","content_type":"comment","title":null,"body_preview":"Total War is kind of a messy system, so let me present a hypothetical scenario: You have a collection of 1,000 books that you want a team of people (let's say 8 of them, including you) to read and wri","author":"chilidoggo","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","platform_fluency","imperfect_expression"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ueec2n/ask_anything_wednesday_engineering_mathematics/otk52sn/"},{"id":"09eb03be-8b4d-4641-8d42-394f23258b73","source":"reddit","source_id":"t1_otkf93c","content_type":"comment","title":null,"body_preview":"Decompression is not nearly as dramatic as movies make it out to be. Astronauts have suffered suit failures, surviving in total vacuum for about a minute, and get on board of the ship without any perm","author":"VictorVogel","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ueec2n/ask_anything_wednesday_engineering_mathematics/otkf93c/"},{"id":"c8dc3954-e6eb-4ed8-8d84-19ab127cfc47","source":"reddit","source_id":"t1_otkfjyl","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","missing_platform_voice","synthetic_empathy","list_heavy_advice"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uekeaw/im_not_the_sharpest_crayon_in_the_toolshed_but_im/otkfjyl/"},{"id":"e51c6464-2f34-4a20-b5d1-6968d3d8a366","source":"reddit","source_id":"t1_otkm04m","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","missing_platform_voice","synthetic_empathy","explicit_bot_declaration"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uel726/wheat_is_the_cause_of_all_troubles/otkm04m/"},{"id":"57abe40f-6f5d-4df5-b518-a51730fb2c39","source":"reddit","source_id":"t1_otkn29g","content_type":"comment","title":null,"body_preview":"If we had a chance to redefine math, could we define multiplication of negative numbers in such a way that -1 has a real square root and immaginary numbers are no longer needed? (Okay, I understand ho","author":"logperf","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ueec2n/ask_anything_wednesday_engineering_mathematics/otkn29g/"},{"id":"279c28f2-a516-4a49-92c5-828143eb03a6","source":"reddit","source_id":"t1_otkqc2g","content_type":"comment","title":null,"body_preview":"Astronauts have suffered suit failures, surviving in total vacuum for about a minute, and get on board of the ship without any permanent damage.  Can you name an example? I'm only aware of Jim LeBlanc","author":"mfb-","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_personality"],"bot_score":0.3492063492063492,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ueec2n/ask_anything_wednesday_engineering_mathematics/otkqc2g/"},{"id":"ff02bbe5-62da-47b9-9989-b049568baa71","source":"reddit","source_id":"t1_otkshq1","content_type":"comment","title":null,"body_preview":"Thanks to Euler, we know that imaginary numbers aren’t totally imaginary. They have very real applications to electrical engineering, particularly in that ideal inductors and capacitors should cancel ","author":"Goodendaf","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ueec2n/ask_anything_wednesday_engineering_mathematics/otkshq1/"},{"id":"c8ea894f-9090-4e7c-b904-7152298d5749","source":"reddit","source_id":"t1_otkve41","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","safety_disclaimers"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uemd0j/if_the_mesh_in_the_microwave_that_prevents_the/otkve41/"},{"id":"ada8434a-52b7-4d27-90e4-d0167997c79e","source":"reddit","source_id":"t1_otl7r8t","content_type":"comment","title":null,"body_preview":"thank you for your indepth response  so as I understand you total war will always be single core limited (because of that weird thing that you described happening if one attempts to parallelise the ac","author":"franz_karl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ueec2n/ask_anything_wednesday_engineering_mathematics/otl7r8t/"},{"id":"d2fcc501-8d75-4bfd-9cd5-43c854e67ad1","source":"reddit","source_id":"t1_otl8amr","content_type":"comment","title":null,"body_preview":"While I'll agree the name is perhaps poor, there are zero physics which require using imaginary numbers. All calculations can be done over the reals - it's just using imaginary numbers makes a lot of ","author":"Weed_O_Whirler","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.6358864370435146,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ueec2n/ask_anything_wednesday_engineering_mathematics/otl8amr/"},{"id":"4492391c-d1c9-4e7a-9119-f91dab3b680f","source":"reddit","source_id":"t1_otl8arc","content_type":"comment","title":null,"body_preview":"In terms of mass used, there's really nothing compares with water phase change due to the very large heat of vaporization that water happens to have, much higher by mass than really any other liquid. ","author":"derioderio","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ueec2n/ask_anything_wednesday_engineering_mathematics/otl8arc/"},{"id":"45ff99f8-43bf-4fbe-86df-39b2b7432e9e","source":"reddit","source_id":"t1_otlepuu","content_type":"comment","title":null,"body_preview":"There is no real upper limit for the peak IPC of an x86 core. The issue lies more at designing a core, which can sustain those IPC for real world workloads, which gets more and more difficult the high","author":"Miepmiepmiep","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","uniform_paragraph_rhythm","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.4768275203057812,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ueec2n/ask_anything_wednesday_engineering_mathematics/otlepuu/"},{"id":"4cdbaf4e-f70a-43e1-b94c-cda150e7a484","source":"reddit","source_id":"t1_otlo2cs","content_type":"comment","title":null,"body_preview":"Hrdrochloride is a hydrogen atom bonded to a chlorine atom and is a disolvable crystal.  When water is added, water pulls away the hydrogen atom and the whole process turns the mixture into what we ca","author":"Cheetahs_never_win","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uca59i/does_hydrochloride_mean_that_the_active/otlo2cs/"},{"id":"c001e368-fefd-4cff-a0a0-a6468344e40f","source":"reddit","source_id":"t1_otlotza","content_type":"comment","title":null,"body_preview":"I'd also add that parallelization is not a trivial and quite labor-intensive programming task, even more-so, if one wants to parallelize a program efficiently (one infamous example in this regard is t","author":"Miepmiepmiep","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","over_qualification","missing_platform_voice","genuine_specificity"],"bot_score":0.4768275203057812,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ueec2n/ask_anything_wednesday_engineering_mathematics/otlotza/"},{"id":"6c67b1c4-4fd0-4a5e-a1eb-690af11f3d53","source":"reddit","source_id":"t1_otluhpu","content_type":"comment","title":null,"body_preview":"I would call your attention to the following paper: Quantum theory based on real numbers can be experimentally falsified","author":"abloblololo","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases"],"bot_score":0.6037635833554201,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ueec2n/ask_anything_wednesday_engineering_mathematics/otluhpu/"},{"id":"e72a45dc-9006-428e-972e-fddb85187896","source":"reddit","source_id":"t1_otlvert","content_type":"comment","title":null,"body_preview":"honestly... i always get nervous asking sciency questions in case they arent smart enough, but this sounds so much more low-key! maybe ill finally ask about that weird quantum thing i saw in a manga o","author":"bridove7","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ueec2n/ask_anything_wednesday_engineering_mathematics/otlvert/"},{"id":"e0d7828e-be42-4f24-89ad-652ea4475c9a","source":"reddit","source_id":"t1_otlxhui","content_type":"comment","title":null,"body_preview":"Whether it's x86 should not be that relevant, although there are specific challenges with that ISA. In general, it's been harder in recent years to improve IPC because so much of the \"low hanging frui","author":"Doctor_Perceptron","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","over_qualification","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ueec2n/ask_anything_wednesday_engineering_mathematics/otlxhui/"},{"id":"308711a0-1e0d-4392-b319-1a139f508274","source":"reddit","source_id":"t1_otlzqkj","content_type":"comment","title":null,"body_preview":"It's important to point out that this article proposes an experiment which could show whether or not quantum physics requires complex numbers:  This allows us to devise a Bell-like experiment, the suc","author":"Weed_O_Whirler","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","polished_first_draft"],"bot_score":0.6358864370435146,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ueec2n/ask_anything_wednesday_engineering_mathematics/otlzqkj/"},{"id":"48257553-ee8c-4328-83f6-bb2bc2470430","source":"reddit","source_id":"t1_otm09ba","content_type":"comment","title":null,"body_preview":"No experiment has been performed. And even so, the authors expand on this in the main when they say:  Actually the experiment has been performed by two different research groups https://journals.aps.o","author":"abloblololo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.6037635833554201,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ueec2n/ask_anything_wednesday_engineering_mathematics/otm09ba/"},{"id":"587a944d-7a54-41e6-bd5a-05059ef364b3","source":"reddit","source_id":"t1_otm0x1u","content_type":"comment","title":null,"body_preview":"Ah, interesting.  Still, it doesn't contradict the point that this is to say that imaginary numbers are required for a certain framework.","author":"Weed_O_Whirler","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.6358864370435146,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ueec2n/ask_anything_wednesday_engineering_mathematics/otm0x1u/"},{"id":"90957ccb-430b-4818-bdd8-738d79705ea6","source":"reddit","source_id":"t1_otm13ey","content_type":"comment","title":null,"body_preview":"I would say that this wouldn't be a goal. The reason the square root of -1 isn't real is because it is useful to have it not be real. Before it was defined to be i, it was just undefined.","author":"Solesaver","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5,"content_class":null,"collected_at":"Wed Jun 24 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ueec2n/ask_anything_wednesday_engineering_mathematics/otm13ey/"},{"id":"6401dbcb-ff45-4807-903c-a1e3fdffe33f","source":"reddit","source_id":"t1_otmfk8w","content_type":"comment","title":null,"body_preview":"It is the textbook definition of whataboutism. https://www.merriam-webster.com/dictionary/whataboutism","author":"slow70","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ueg2lv/cmv_the_dsa_obsession_with_israel_doesnt_help/otmfk8w/"},{"id":"973e4e63-0206-41d2-a3ed-0812d6e5883b","source":"reddit","source_id":"t1_otmfka7","content_type":"comment","title":null,"body_preview":"There was coronavirus research in Wuhan, that’s accurate. However, there was no gain-of-function research in Wuhan. There were no biosafety issues. Fauci had no authorship of the Proximal paper. Perso","author":"BioMed-R","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udsoni/cmv_there_is_0_evidence_for_covid_19_being_the/otmfka7/"},{"id":"027bec08-cd9b-4478-96b6-45d8134bf1c7","source":"reddit","source_id":"t1_otmfm2v","content_type":"comment","title":null,"body_preview":"Except Ukraine formally declared neatrality and an end to NATO ambitions in 2010, in line with overwhelming public opionion. And the West made no significant moves to get Ukraine to change course afte","author":"anotherserf","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":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uehsj3/cmv_the_dsas_position_on_russia_ukraine_makes_no/otmfm2v/"},{"id":"71b651cd-5946-4dd2-929b-c19d558540c6","source":"reddit","source_id":"t1_otmfnpz","content_type":"comment","title":null,"body_preview":"I love that OPs favorite comment got axed by a moderator.  OP do you still have access to it?","author":"darthpotamus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ube5hz/cmv_the_free_palestine_movement_often_acts/otmfnpz/"},{"id":"8fe22a60-c10b-46a5-8c36-2128f3f54c0e","source":"reddit","source_id":"t1_otmfp2i","content_type":"comment","title":null,"body_preview":"As someone else said, pushing colleges as an elite institution where few people can go and succeed is a very capitalist mindset. In elitist institutions, wealthy people are at a significant advantage ","author":"PotentialPedal","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":1,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uekfjs/cmv_encouraging_everyone_to_go_to_college_was_a/otmfp2i/"},{"id":"fb248400-ef51-4d57-87ab-dddcb362b126","source":"reddit","source_id":"t1_otmfp43","content_type":"comment","title":null,"body_preview":"u know dayum well these people arent going to give credit to him. remember orange man bad. OP can list supposedly 10 for dems. but cant name 1 for rep. bad faith at best. smdh","author":"swan_grey","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uep8ne/cmv_at_this_point_conservatives_dont_really_have/otmfp43/"},{"id":"419941c4-f73d-4bb8-9419-eddc1de3860f","source":"reddit","source_id":"t1_otmfq2q","content_type":"comment","title":null,"body_preview":"I define modern as present times, and the context of what I was saying should have made that clear but now you know that’s what I meant your counter arguments are obv invalid.","author":"Plastic-Sherbert1839","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ube5hz/cmv_the_free_palestine_movement_often_acts/otmfq2q/"},{"id":"22886a23-fe0e-4941-8025-49f865d90b7b","source":"reddit","source_id":"t1_otmfsle","content_type":"comment","title":null,"body_preview":"Articulate and well thought out response. Not low-effort at all.","author":"eyetwitch_24_7","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ueo2jx/cmv_low_effort_is_glorified_and_is_ruining_society/otmfsle/"},{"id":"83a31cbc-220c-42e3-8091-94f13311b737","source":"reddit","source_id":"t1_otmfswh","content_type":"comment","title":null,"body_preview":"I don’t disagree that understanding the root cause is important. That’s actually my point. The person in my example already agrees about the root cause. They’re acknowledging that patriarchy is harmfu","author":"droolmonkey5","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uerj5y/cmv_commenting_and_who_set_up_that_system_is/otmfswh/"},{"id":"3b7a0dfa-f7f7-45ad-ab3b-52b6d40b704a","source":"reddit","source_id":"t1_otmfu9n","content_type":"comment","title":null,"body_preview":"Children don’t like being told what to do. If you try to force them to do something, they will often do the opposite just to spite you","author":"werthermanband45","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.5,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uesums/cmv_if_you_choose_silence_then_you_are_on_the/otmfu9n/"},{"id":"df06ad46-b274-4da3-ad20-cdb32f381486","source":"reddit","source_id":"t1_otmfvsg","content_type":"comment","title":null,"body_preview":"That's not quite right. Nolan has raced swapped a white character into a black character. I am pointing out that there would be outrage if a black character was race swapped with a white character. I ","author":"Puzzleheaded_Quit925","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5714285714285714,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udkh0b/cmv_the_outcry_against_the_casting_of_odyssey_is/otmfvsg/"},{"id":"1365e325-292f-4b84-8d29-bcdd2fcc5c96","source":"reddit","source_id":"t1_otmfwtt","content_type":"comment","title":null,"body_preview":"It's about your assertion that you can't harm something that doesn't exist. This seems to imply that your decision to willfully, knowingly, and needlessly, enable or maintain the conditions for the mu","author":"perfumed_with_gas","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","complex_argumentation"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ues2et/cmv_the_nonidentity_objection_is_a_bad_argument/otmfwtt/"},{"id":"d3c9ddbf-ea62-4858-9239-5f995d9f66c8","source":"reddit","source_id":"t1_otmfz1x","content_type":"comment","title":null,"body_preview":"I think we have these assumptions about power and privilege that we treat as universal. Men as the oppressor class, women as the oppressed/marginalized class. Men are always favored and have advantage","author":"Karmaze","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uerj5y/cmv_commenting_and_who_set_up_that_system_is/otmfz1x/"},{"id":"262e4b91-9903-404e-9267-965c3d20280e","source":"reddit","source_id":"t1_otmfzvx","content_type":"comment","title":null,"body_preview":"you've clearly haven't met some of the fanatical swifties out there.  And the haters gonna hate, hate, hate, hate, hate","author":"hansn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ueoker/cmv_honorary_degrees_should_not_exist/otmfzvx/"},{"id":"11cf6cbd-8120-4ed8-b1d1-2a5aeff82899","source":"reddit","source_id":"t1_otmfzwq","content_type":"comment","title":null,"body_preview":"Why on gods green earth would Ukraine ever lay down arms with Russian troops in their country no matter how many countries demanded they demilitarize? And the thought that Russia will demilitarize is ","author":"303Carpenter","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uehsj3/cmv_the_dsas_position_on_russia_ukraine_makes_no/otmfzwq/"},{"id":"2ff28821-83a8-462f-be8c-08a0427269b6","source":"reddit","source_id":"t1_otmg29f","content_type":"comment","title":null,"body_preview":"Fighting patriarchy is not a casual topic. Women have been dealing with and fighting against their entire life. Putting the blame on them for being upset and not responding in a \"polite\" manner is wil","author":"West-Inspector858","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","analogy_authenticity","platform_fluency"],"bot_score":0.5714285714285714,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uerj5y/cmv_commenting_and_who_set_up_that_system_is/otmg29f/"},{"id":"c85dbdca-f351-46cf-99e0-cb67b74e1f33","source":"reddit","source_id":"t1_otmg368","content_type":"comment","title":null,"body_preview":"There is a difference between “noisy” and “makes noise”.","author":"Turdulator","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uellp5/cmv_a_state_should_not_hinder_private_citizens_to/otmg368/"},{"id":"947231bd-b95d-46b2-8656-09d9aa3405a8","source":"reddit","source_id":"t1_otmg3pp","content_type":"comment","title":null,"body_preview":"I think if you have to reach for WW2 analogies instead of looking at the political interests involved in the present conflict your opinion isn't worth much.","author":"FormerLawfulness6","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uehsj3/cmv_the_dsas_position_on_russia_ukraine_makes_no/otmg3pp/"},{"id":"edc22f6f-adf7-4bdf-88a3-c7408ecb6de3","source":"reddit","source_id":"t1_otmg46t","content_type":"comment","title":null,"body_preview":"My understanding of what we understand as Philosophy is that it began in Greece as a distinct and separate pursuit from religion. An attempt to arrive at truth, at an understanding of the world, based","author":"SingleMaltMouthwash","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ubr100/cmv_religion_and_other_spiritual_beliefs_are_only/otmg46t/"},{"id":"b705f870-87eb-43de-afe0-4103d7e4e3d8","source":"reddit","source_id":"t1_otmg5ol","content_type":"comment","title":null,"body_preview":"I’d challenge your framing that this saying is meant to be a rhetorical tool. The fact of the matter is that in social situations, silence does often benefit the empowered oppressors. No one was viole","author":"bigfoot1312","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":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uesums/cmv_if_you_choose_silence_then_you_are_on_the/otmg5ol/"},{"id":"cc5bd6be-398a-43e8-8977-927435081163","source":"reddit","source_id":"t1_otmg87o","content_type":"comment","title":null,"body_preview":"Bingo. If it was my view I'd give you a delta, lol.","author":"Bkraist","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uesums/cmv_if_you_choose_silence_then_you_are_on_the/otmg87o/"},{"id":"fe4485b7-dab9-4f1f-952d-209abfafef3d","source":"reddit","source_id":"t1_otmg8i1","content_type":"comment","title":null,"body_preview":"This is totally unsubstantiated. I'm a polisci student, which is a major where you'd think students would be getting the most politically indoctrinated, and yet most of my classmates do not become mor","author":"PotentialPedal","classification":"human_created","confidence":0.7,"indicators":["self_reference","imperfect_expression","strong_opinions"],"bot_score":1,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uekfjs/cmv_encouraging_everyone_to_go_to_college_was_a/otmg8i1/"},{"id":"6259351a-466d-46fc-80da-087a0486ed47","source":"reddit","source_id":"t1_otmg8vb","content_type":"comment","title":null,"body_preview":"I don’t know what “I tie inflation rate to our interest rate” means. Generally when people say “inflation,” they mean the annualized change in prices as measured by the CPI. That metric is substantial","author":"abacuz4","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","specific_data_reference","imperfect_expression"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uep8ne/cmv_at_this_point_conservatives_dont_really_have/otmg8vb/"},{"id":"c684cd87-2b90-4b00-8608-c208f83946e9","source":"reddit","source_id":"t1_otmgdy4","content_type":"comment","title":null,"body_preview":"This quote primarily serves to motivate the people who stand with the oppressed to do so more vocally and proactively. The existentialists wanted to provoke those who stood against fascism to continue","author":"LadyArrenKae","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","synthetic_empathy","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uesums/cmv_if_you_choose_silence_then_you_are_on_the/otmgdy4/"},{"id":"38192686-25c0-4fa2-b81a-f6b70925b761","source":"reddit","source_id":"t1_otm68m3","content_type":"comment","title":null,"body_preview":"Thank you for your interest in /r/books! As we are a very high-traffic subreddit, we require that anyone posting a standalone thread first spends some time in the community and earns some karma from c","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","bot_identification"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ues0ul/was_anyone_else_reminded_of_shutter_island_while/otm68m3/"},{"id":"c8d4a583-cb18-4dcb-8993-c6c9fd746f0f","source":"reddit","source_id":"t1_otm6a7b","content_type":"comment","title":null,"body_preview":"Thank you for your interest in /r/books! As we are a very high-traffic subreddit, we require that anyone posting a standalone thread first spends some time in the community and earns some karma from c","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","list_heavy_advice","bot_identification"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ues0zj/weird_feelings_about_pumpkin_spice_café/otm6a7b/"},{"id":"6e09f09d-314b-42cc-884e-5a666f6d526c","source":"reddit","source_id":"t1_otm6xx3","content_type":"comment","title":null,"body_preview":"Apparently he was simply written out, as his story had concluded.","author":"Emotional-Suspect-60","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/2saced/i_finished_edge_of_eternity_of_ken_follet_do_you/otm6xx3/"},{"id":"de7aa14f-4bc3-4f79-9ca1-c225cfabf460","source":"reddit","source_id":"t1_otm7c2s","content_type":"comment","title":null,"body_preview":"And that's true. Mein Kampf isn't inappropriate because it's going to hurt kids, it's inappropriate for complexity.","author":"Embarrassed_Radio596","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1udib35/researcher_turns_wifi_smart_lightbulb_into_a/otm7c2s/"},{"id":"11e48140-f720-4fbe-8c33-b04ca04b91c1","source":"reddit","source_id":"t1_otm7eip","content_type":"comment","title":null,"body_preview":"Yes. I have never been able to get through any Jane Austen or Dostoyevsky or Les Miserables despite having no problems reading and enjoying doorstops by Dickens, Thackeray, Steinbeck.","author":"Artistic_Salary8705","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ub8pff/who_is_the_author_you_swore_youd_never_read_again/otm7eip/"},{"id":"caeb890e-43ed-4e7d-b757-8b18e5d75094","source":"reddit","source_id":"t1_otm7viw","content_type":"comment","title":null,"body_preview":"I'm not a big historical fiction reader, so I apologize for my ignorance. Leonardo Padura's Havana Fever (original in spanish is called \"La Neblina del Ayer\", which is an infinitely better title but o","author":"VagabondthroughMyth","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","opinion_without_over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1u9xu4i/weekly_recommendation_thread_june_19_2026/otm7viw/"},{"id":"cb0c6ef1-482d-461f-8cdd-c927a1af1697","source":"reddit","source_id":"t1_otm8fcj","content_type":"comment","title":null,"body_preview":"Your comment seems supportive of that author, but the first part of your comment seems like you aren't. Was \"unlike\" a typo or?","author":"Zerothian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","direct_question"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud054h/why_did_no_one_tell_me_that_animorphs_was_not_a/otm8fcj/"},{"id":"ef7c9562-451a-42a2-b08a-ee56c7b454e2","source":"reddit","source_id":"t1_otm8jti","content_type":"comment","title":null,"body_preview":"With red rising finish book two. Maybe it’s not for you then if you aren’t hooked. A lot of people aren’t hooked until they finish that book. I heard PB had to do a Trojan horse to get his space opera","author":"Gunnercrf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","specific_knowledge"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1smuna0/thoughts_on_red_rising_by_pierce_brown_and_why_im/otm8jti/"},{"id":"97607bca-9e26-4da7-80b2-1d925b9bcacc","source":"reddit","source_id":"t1_otm8rg2","content_type":"comment","title":null,"body_preview":"Thank you! No need to apologise - love historical mysteries, so I appreciate the rec!","author":"saturday_sun4","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1u9xu4i/weekly_recommendation_thread_june_19_2026/otm8rg2/"},{"id":"2f79d468-de72-44ed-8156-6a3b958fd8a4","source":"reddit","source_id":"t1_otm9k8u","content_type":"comment","title":null,"body_preview":"Really fun book series! I want to buy the whole set, but the original cover aren’t available anymore.","author":"Ebonhawk36","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1iatafs/anyone_else_remember_the_secrets_of_the_immortal/otm9k8u/"},{"id":"2424e78f-d247-431e-85ab-c1268319da9c","source":"reddit","source_id":"t1_otma86i","content_type":"comment","title":null,"body_preview":"What do you consider to be your favorite “paleo-fiction”?","author":"Neurotopian_","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.8635634028892457,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uebsqr/how_do_you_feel_about_the_earths_children_series/otma86i/"},{"id":"32699e9d-3ca6-447d-969f-dbf0379b4e8e","source":"reddit","source_id":"t1_otmamtb","content_type":"comment","title":null,"body_preview":"The Legend of Hell House. It's worth a watch if you enjoyed the book","author":"QuantumSparrow92","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ueghzy/review_hell_house_by_richard_matheson/otmamtb/"},{"id":"6bb683aa-cd77-44c4-b443-abd958dd56d6","source":"reddit","source_id":"t1_otmb3o1","content_type":"comment","title":null,"body_preview":"Isn’t saffron the stamen of a crocus? So it would be one of the first flowers as winter is ending?","author":"tobes918","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1sp0yr2/i_read_yesteryear_by_caro_claire_burke_in_24/otmb3o1/"},{"id":"12bb50e4-a2ea-4f0e-a5eb-0ce22acb89bc","source":"reddit","source_id":"t1_otmbs2s","content_type":"comment","title":null,"body_preview":"THANK YOU. Fellow archivist here and this \"lost manuscript discovered in archive\" rhetoric KILLS me every time it makes headlines.","author":"westcoastmothman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud3s6s/the_memoir_of_a_man_who_survived_the_horrors_of/otmbs2s/"},{"id":"bdcf876c-8b82-4619-a036-ba81dd9912d0","source":"reddit","source_id":"t1_otmcmos","content_type":"comment","title":null,"body_preview":"This also felt particularly interesting after Natalie invalidating Reena’s experience (exaggeration? I was unclear where the line fell) of being sexually assaulted at the start of the school year! It ","author":"jewwitch25","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1sp0yr2/i_read_yesteryear_by_caro_claire_burke_in_24/otmcmos/"},{"id":"58d56198-b780-4995-9319-738da4278992","source":"reddit","source_id":"t1_otmd80v","content_type":"comment","title":null,"body_preview":"I actually enjoyed this novel and was glad I got it. I agree with the sentiment that you can tell where Crichton left off and Preston began.  However for readers who know they like this sort of fictio","author":"Neurotopian_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","absence_of_ai_signals"],"bot_score":0.8635634028892457,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud5ziq/in_the_micro_world_michael_crichtons_micro/otmd80v/"},{"id":"7b5697f2-096a-4da1-b2ba-098aa5ee60cc","source":"reddit","source_id":"t1_otmdyvt","content_type":"comment","title":null,"body_preview":"I have a bunch of gripes with that book but I don’t believe it was maliciously written at all. I’m fully aware the odds of any trans person looking at it during the editing process in 2000 odd was bas","author":"catshateTERFs","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","personal_opinion_nuance","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ue75vz/i_just_last_week_read_the_summer_after_the_night/otmdyvt/"},{"id":"252deb7c-0c29-489b-be37-b7290573b617","source":"reddit","source_id":"t1_otmeau5","content_type":"comment","title":null,"body_preview":"I loved Demon Copperhead! It accomplished everything Hillbilly Elegy couldn’t.","author":"Witty-Butterscotch63","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ucgclo/what_books_did_you_start_or_finish_reading_this/otmeau5/"},{"id":"1247df80-6e79-412f-a96c-e5d0dd333652","source":"reddit","source_id":"t1_otmehxj","content_type":"comment","title":null,"body_preview":"The comment is me being supportive of Applegate and her views, unlike the other unnamed author who is currently funding an international hate campaign.","author":"myaltduh","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud054h/why_did_no_one_tell_me_that_animorphs_was_not_a/otmehxj/"},{"id":"abef9336-7f5e-4f51-8284-efb884a8856d","source":"reddit","source_id":"t1_otmf4dn","content_type":"comment","title":null,"body_preview":"I enjoyed all the books, except the last one which I skimmed. My favorite parts were the first couple books, up until she and jondalar left the valley and she had the affair with another guy. It turne","author":"MarknDC","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uebsqr/how_do_you_feel_about_the_earths_children_series/otmf4dn/"},{"id":"ab38c838-4a93-4a91-99e6-26e28e3223c8","source":"reddit","source_id":"t1_otmfijm","content_type":"comment","title":null,"body_preview":"Do you mind me asking what the gripes are? (I suspect they're the same as the ones I've heard before, but I'm always interested.) I do know that at the time she started writing it, Lisa Williamson wor","author":"georgemillman","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ue75vz/i_just_last_week_read_the_summer_after_the_night/otmfijm/"},{"id":"48570aa6-72c9-4e89-b00e-d15480bdc8e0","source":"reddit","source_id":"t1_otmfikw","content_type":"comment","title":null,"body_preview":"Im even later again. I found this thread after reading my very first book by him - an ARC of a new one he has coming out later this summer. It had some cool ideas, but so much was bad and nonsensical ","author":"songforyourtroubles","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/tus1y7/why_do_people_hate_chuck_wendig/otmfikw/"},{"id":"746e0dcb-3b52-4f83-b3c3-981a071b3ac6","source":"reddit","source_id":"t1_otmg6j7","content_type":"comment","title":null,"body_preview":"Ooof, that’s something I just realized I never had. Both my parents are readers, but they didn’t really talk about what they read. Still managed to make me a reader, so at least they got it more or le","author":"jimbowesterby","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uafcgm/reading_for_pleasure_is_sharply_down_among/otmg6j7/"},{"id":"a43ce4b9-fb4e-4c9a-9df9-91f8e5a7db5e","source":"hackernews","source_id":"48658868","content_type":"comment","title":null,"body_preview":"A summary is always an expression of distrust: I don't trust the author not to waste my time so I need a summary. It's strange that a website would offer an AI generated summary of a text that it paid","author":"amadeuspagel","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Wed Jun 24 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658868"},{"id":"ce0fda94-c0ea-48ff-9668-70a330163d0f","source":"hackernews","source_id":"48652858","content_type":"comment","title":null,"body_preview":"There's more food in the world than ever to choose from, and instead of becoming more picky and enjoying gastronomic cuisine here and there, somehow people are choosing to have *all of the foods* blen","author":"sebastiennight","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","semantic_specificity","absence_of_ai_template_phrases"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jun 24 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652858"},{"id":"24b29add-0399-42cd-a35d-508cec5f0860","source":"hackernews","source_id":"48624154","content_type":"comment","title":null,"body_preview":"As an opesource AI researcher with a lot of models and datasets on huggingface I am very appreciative of these types of project but we are ignoring the elephant in the room here ( or lack of )\nthe swi","author":"nisten","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jun 24 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624154"},{"id":"e516f569-46e9-43d6-8eec-0ad2f9e1fc00","source":"hackernews","source_id":"48623970","content_type":"comment","title":null,"body_preview":"I'm mildly surprised that more people aren't using Nemo models for this reason. We've moved most of our processing to a combination of Nemo Ultra and Super, with some support for multi-model-specific ","author":"markab21","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","opinion_stance","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623970"},{"id":"06c0ce06-06cb-47bc-b2de-36aaa0f615a9","source":"hackernews","source_id":"48639536","content_type":"comment","title":null,"body_preview":"As a cyclist myself. I’m not sure I could wear something like this.","author":"eff_kaufel","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","personal_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639536"},{"id":"58a2f356-ccb0-4d1f-bc52-7a6c0131671e","source":"hackernews","source_id":"48628296","content_type":"comment","title":null,"body_preview":"Today I learned that This Is Spin̈al Tap is on the Criterion Collection.","author":"lou1306","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.20876033343798095,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628296"},{"id":"f2123236-5173-444e-ba7a-a304dcabf3ad","source":"hackernews","source_id":"48631251","content_type":"comment","title":null,"body_preview":"It is insane that we are comparing locally-hostable models to leading cloud providers, it is wild to me that this article even exists.\nWe have come a long way, and very clearly have a long way yet to ","author":"elliotbnvl","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.30734938499897757,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631251"},{"id":"69d6de9d-d287-480b-984e-64a0a5d086ea","source":"hackernews","source_id":"48633910","content_type":"comment","title":null,"body_preview":"Ha. When I found that problem I draw the grids and paths from the example, left for a coffee and when came back I just look at the drawings at an angle and thought \"well this is just Pascal's triangle","author":"aeve890","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency","genuine_specificity"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633910"},{"id":"16664cfb-1469-4c94-aa9f-3f70605446fa","source":"hackernews","source_id":"48633840","content_type":"comment","title":null,"body_preview":"me@localhost:~> bc\n  d=1; for(i=21; i < 41; i++){d *= i;}; print d; print \"\\n\";\n  335367096786357081410764800000\n  n = 1; for(i = 1; i < 21; i++){n *= i;}; print n; print \"\\n\";\n  2432902008176640000\n ","author":"ogogmad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","technical_detail_with_personal_context","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633840"},{"id":"4ba4d354-c03b-4bf3-ba24-36e5edb7d8dc","source":"hackernews","source_id":"48660999","content_type":"comment","title":null,"body_preview":"Never has so much been spent chasing a market that is still debatable.\nThe final cost remains to be seen but based on the development spending, it's safe to say it won't be cheap. And any AI results a","author":"jqpabc123","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","human_indicator_links"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660999"},{"id":"177643d1-4c75-4236-a7da-ac119ee4e5e9","source":"hackernews","source_id":"48661245","content_type":"comment","title":null,"body_preview":"Discussions:\nCompanies rein in AI usage as costs strain budgets\nhttps://news.ycombinator.com/item?id=48602571\nAI's Affordability Crisis\nhttps://news.ycombinator.com/item?id=48646276","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661245"},{"id":"7b1ca03f-fc0d-4a30-8eef-6e54e203c727","source":"hackernews","source_id":"48630873","content_type":"comment","title":null,"body_preview":"A few months ago I had a conversation with a friend who runs a small company doing  about $10M/year.  He was thrilled about being able to drop his $40K/year Salesforce expense.  One of his employees, ","author":"robomartin","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","strong_opinions","platform_fluency","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630873"},{"id":"96e9fccf-bb43-45a3-8322-743c1f14cefc","source":"hackernews","source_id":"48663599","content_type":"comment","title":null,"body_preview":"Didn't we just have a news story about 50% IPv6 on Google? High time to start writing IPv4 when you mean IPv4.","author":"eqvinox","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.10635834914740801,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663599"},{"id":"cef71987-926b-4f35-b44d-1670a89f6269","source":"hackernews","source_id":"48632195","content_type":"comment","title":null,"body_preview":"I applaud this, particularly as I view Zig as a viable alternative to rust for many applications.  Do I think rust is a positive addition to the Linux kernel.  Absolutely. Would I reach for rust or Zi","author":"waffletower","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632195"},{"id":"e634947a-d267-4980-92b1-547510b39ddf","source":"hackernews","source_id":"48626591","content_type":"comment","title":null,"body_preview":"Will Le Chat try to eat Sakana?\nThere is Le Chaton Fat and then there is Sakana Fugu too..","author":"claw-el","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626591"},{"id":"9b13ecff-92a2-4969-a5bc-101894aef6b6","source":"hackernews","source_id":"48625429","content_type":"comment","title":null,"body_preview":"Seems kinda underwhelming considering they raised like $400M.","author":"adamnemecek","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625429"},{"id":"59d5cb44-f06e-4f1d-bd26-2fe593143fe1","source":"hackernews","source_id":"48629745","content_type":"comment","title":null,"body_preview":"Yikes. I have a habit of leaving sessions open for a long time. I just ran `sudo iotop` to watch live disk activity and sure enough all my idle codex sessions were spinning away writing god knows what","author":"whalesalad","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","self_reference"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629745"},{"id":"60e1f2f7-e7b8-42ae-8495-ba2304ce9411","source":"hackernews","source_id":"48627022","content_type":"comment","title":null,"body_preview":"I don't understand how Codex can blunder so badly. I imagine that even if they would be using vibe-coding, surely they must have some good engineers. So why is there such severe bugs?\nOne can argue th","author":"Imustaskforhelp","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced","natural_digressions"],"bot_score":0.08833526057925144,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627022"},{"id":"8083fba1-438f-451d-ac8a-3b9f647928d3","source":"hackernews","source_id":"48627264","content_type":"comment","title":null,"body_preview":"The first of many bugs that are beyond the complexity of its authors, thanks to comprehension debt.\nEven with tests, the more complex the code base is, the more risky it is to vibe-code on it without ","author":"rvz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.1163291600943964,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627264"},{"id":"56a67320-3177-4672-b3b8-d34defc19e51","source":"hackernews","source_id":"48664830","content_type":"comment","title":null,"body_preview":"ya'll should definitely keep selling. I'm totally not making any money on the dips lol.","author":"exabrial","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12630021502661815,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664830"},{"id":"5ede8e0f-556a-4104-915e-d56f23cb30cf","source":"hackernews","source_id":"48655500","content_type":"comment","title":null,"body_preview":"Reminds me of a NES that I overclocked when I was around 14 years old.  It was the sort of silly thing a nerdy kid would do with too much free time on their hands, and didn't do much to improve the sy","author":"gkhartman","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","self_reference","platform_fluency"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655500"},{"id":"f2fd805b-6993-4071-8bb0-5b99ac01a17b","source":"hackernews","source_id":"48653469","content_type":"comment","title":null,"body_preview":"There's a nice video demonstration here: https://youtube.com/watch?v=V2kaV_m4iNU\nIt would have been neat if Nintendo had set this up so the stock unit could have been expanded like this.","author":"EvanAnderson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653469"},{"id":"bcdfe030-ed9e-4ccc-8042-33ce3cddd486","source":"hackernews","source_id":"48660056","content_type":"comment","title":null,"body_preview":"[dupe] https://news.ycombinator.com/item?id=48659451","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660056"},{"id":"197a618f-193c-4dd0-a1ef-faede7e82057","source":"hackernews","source_id":"48654645","content_type":"comment","title":null,"body_preview":"With new, lower-cost heavy lift capabilities coming online soon such as SpaceX Starhip it would make sense to explore the outer solar system with a mass manufactured probes.\nSo instead of designing to","author":"jiggawatts","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","missing_platform_voice","semantic_blandness"],"bot_score":0.16314774722717934,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654645"},{"id":"cdf37037-6a91-4e09-a91e-8d3eaa95220f","source":"hackernews","source_id":"48656317","content_type":"comment","title":null,"body_preview":"It's partly because these missions take so long to pay off. The Jovian and Saturnian moons are definitely targets for landers, as is some of the asteroid belt. There is a significant signal delay as w","author":"nephihaha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","semantic_blandness","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656317"},{"id":"79d22cfd-397a-4324-8b63-9c2d783c0af5","source":"hackernews","source_id":"48654171","content_type":"comment","title":null,"body_preview":"I remember listening to the landing on NPR(?) when it happened.  There was no streaming back then and IDK what channel it would have been on if it was on TV at all.  IIRC they brought someone special ","author":"cucumber3732842","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654171"},{"id":"5bd011fe-53d9-4467-b118-a646f9c0f421","source":"hackernews","source_id":"48653085","content_type":"comment","title":null,"body_preview":"Ah, what a perfect opportunity to link one of my favorite old Youtube videos, which is an animation of a significant amount of telemetry captured by Huygens as it landed. https://www.youtube.com/watch","author":"chrononaut","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653085"},{"id":"e64af00d-9604-46e9-a030-0c731600eb4b","source":"hackernews","source_id":"48654902","content_type":"comment","title":null,"body_preview":">No spacecraft has ever landed in the outer solar system — except one: the Huygens probe,\nEditors are asleep at spacedaily.com or have been replaced by a shitty AI. Rosetta landed on 67P/Churyumov-Ger","author":"1970-01-01","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","false_specificity"],"bot_score":0.13815702192488388,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654902"},{"id":"c068483b-95b1-4311-8f1b-13a97c662a3a","source":"hackernews","source_id":"48659136","content_type":"comment","title":null,"body_preview":"Any man with that kind of power (would) do the same. Not just the police. \nThe problem with patriarchy is that no one even considers the possibility that women and children might be harassed through t","author":"bingoMen","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","suspiciously_balanced","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659136"},{"id":"a4dbd955-93e5-4a1e-8a05-24166209901c","source":"hackernews","source_id":"48656054","content_type":"comment","title":null,"body_preview":"Nobody mentions that this was already done by 3Blue1Brown?\nhttps://youtu.be/v68zYyaEmEA","author":"silentmafia","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656054"},{"id":"86dfa3ec-2590-4789-9591-aeb2ac5cabec","source":"hackernews","source_id":"48663342","content_type":"comment","title":null,"body_preview":"That effect and formation isn’t hard to achieve, I did it before. It boils down to having a “leader” drone and the others are some sort of followers, while taking into account the speed/location/etc. ","author":"tamimio","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","human_indicator_present"],"bot_score":0.13477469336439793,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663342"},{"id":"e2264252-c8f4-4ee3-bb8c-5785fc5fdec3","source":"hackernews","source_id":"48660083","content_type":"comment","title":null,"body_preview":"While this seems like a novel secretive technology at first glance it could easily have been a drone swarm similar to those you would see at a firework show. \nStick one of those in a planes flight pat","author":"Urahandystar","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","uniform_paragraph_rhythm","semantic_blandness","absence_of_personality"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660083"},{"id":"1accca9e-13b7-47bc-a145-34717d530f72","source":"hackernews","source_id":"48659007","content_type":"comment","title":null,"body_preview":"Is moving many drones in a formation so truly difficult? I’ve seen drones in formation all the time for drones show and fireworks. Hundreds and even thousands of them, and most likely they are not rem","author":"sinuhe69","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","strong_opinions","natural_digressions"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659007"},{"id":"bc700dbf-0c00-4b32-bda6-3d603ffe65c5","source":"hackernews","source_id":"48642695","content_type":"comment","title":null,"body_preview":"I find this interesting:\n  …no model performed better with an Agent, a couple performed worse, and time/tokens/costs were consistently much higher with the agent in the loop, for some reason.\n\nSomone ","author":"irthomasthomas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642695"},{"id":"b2c4e2ad-c008-40c9-8215-de300a4805b4","source":"hackernews","source_id":"48640986","content_type":"comment","title":null,"body_preview":"This just shows that Google needs to double down on its AI models fast. Even open source chinese models are beating 3.1 Pro and 3.5.Flash in almost everything.","author":"StizzurpXDD","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_reply"],"bot_score":0.43540265965140845,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640986"},{"id":"6e3164b3-cb55-4f56-8168-249b34d5965b","source":"hackernews","source_id":"48654790","content_type":"comment","title":null,"body_preview":"seems fun. like boinc. i wish there was more boinc.","author":"sudo_cowsay","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","imperfect_expression"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654790"},{"id":"b0dce7b1-4b2b-4dfb-ba78-94dd576a5519","source":"hackernews","source_id":"48657032","content_type":"comment","title":null,"body_preview":"Just curious - is there any practical significance/use of such large primes, other than publishing?","author":"zkmon","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657032"},{"id":"2cd97d9a-d309-4d1b-a563-2a89db1a58fd","source":"hackernews","source_id":"48655352","content_type":"comment","title":null,"body_preview":"Could you make the tracking a little bit better for the website? I turned off my machine but it is still saying \"Active\" and the compute time keeps increasing on the website.","author":"sudo_cowsay","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","specific_problem_report","platform_fluency"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655352"},{"id":"cceddb42-2cab-4db9-8bc1-aeb3b858c403","source":"hackernews","source_id":"48659555","content_type":"comment","title":null,"body_preview":"> If you ran SETI@home or Folding@home back when that was a thing\nSETI@home is gone but Folding@home is still very much a thing. There are currently 133 active projects: https://apps.foldingathome.org","author":"moebrowne","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.2764073649370967,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659555"},{"id":"e290959b-4c58-49f0-aeb4-9214b967ecb3","source":"hackernews","source_id":"48655954","content_type":"comment","title":null,"body_preview":"Add LuaLaTeX and you're cookin' with gas. For real would be fantastic if we could get more or less the full LaTeX ecosystem readily and rapidly available online and in a huge variety of desktop applic","author":"joshjob42","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655954"},{"id":"75a1ab02-dc07-4239-a795-416986e045eb","source":"hackernews","source_id":"48656621","content_type":"comment","title":null,"body_preview":"Nice work\nWhat sort of systematic issues would teams typically uncover using HALO? I guess there's some sort of built-in checklist you include in the RLM prompt","author":"iznogoud1","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","lack_of_personal_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656621"},{"id":"36ff9f4c-b247-4094-9c54-2046906fc321","source":"hackernews","source_id":"48653394","content_type":"comment","title":null,"body_preview":"Cool project. A team at work was building something similar to internal use.\nI'm curious how this compares to just using Claude Code directly and giving it a dump of the agent traces? It seems like Cl","author":"funfunfunction","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653394"},{"id":"c34fcdb4-8d3e-4cdf-8164-78b117da5205","source":"hackernews","source_id":"48658084","content_type":"comment","title":null,"body_preview":"> The engine decomposes the traces to understand common failure modes across harness executions and produces a report with its findings.\nWhat are some examples of these common failure modes?","author":"d4rkp4ttern","classification":"ai_generated","confidence":0.65,"indicators":["template_phrases","missing_platform_voice","genuine_specificity"],"bot_score":0.09957788871932717,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658084"},{"id":"459f7e3e-af16-46e1-9730-134385c96e1e","source":"hackernews","source_id":"48665304","content_type":"comment","title":null,"body_preview":"neat. when you say production-scale traces don't fit in context — does halo cluster failures first or just stream-summarize each trace?","author":"terekhindc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665304"},{"id":"70754c4f-93d9-434d-93a3-2f391f144dc7","source":"hackernews","source_id":"48654222","content_type":"comment","title":null,"body_preview":"Very interesting. Haven't heard of RLMs before.\nhttps://github.com/alexzhang13/rlm\n> We propose Recursive Language Models (RLMs), a general inference paradigm that treats long prompts as part of an ex","author":"andai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.10523668958093657,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654222"},{"id":"e8a39059-d5c9-4913-ab15-d499f1fdb3d4","source":"hackernews","source_id":"48655865","content_type":"comment","title":null,"body_preview":"Would this be related to Next Address (NA#) pin on the 386 enabling Address Pipelining?","author":"rasz","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655865"},{"id":"2d2a8345-967a-4581-b4e0-691a4596eeeb","source":"hackernews","source_id":"48654114","content_type":"comment","title":null,"body_preview":"Big Ad Tech is helping push age verification because Big AI Tech took away human eyeballs. It's not that deep.","author":"quadhome","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654114"},{"id":"384f8090-54bd-48fd-9086-aa5b296cdd48","source":"hackernews","source_id":"48647093","content_type":"comment","title":null,"body_preview":"Am I the only one who looked at NSFW websites at 10 years old and played games with voice chat with players of all ages too, and I turned out to be well adjusted productive member of society?\nPeople n","author":"therealdrag0","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647093"},{"id":"8476c1ba-548d-4482-8c78-ee011fb47041","source":"hackernews","source_id":"48656470","content_type":"comment","title":null,"body_preview":"The main concern with age/identity verification tools seems to be the concern with storing your personal data for mass surveillance. Yet, their privacy policies say they'll remove it soon after the ve","author":"XChrispy","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656470"},{"id":"2b200bf7-c3cf-4f92-9191-1d283acc00c7","source":"hackernews","source_id":"48654254","content_type":"comment","title":null,"body_preview":"In Australia, ordinary posts on X is flagged and requires ID so I solved the problem like any homelab person would.\nI run OPNSense and have a Mullvad VPN, every time I access X or any service that enf","author":"h4kunamata","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.1261574088438684,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654254"},{"id":"672137fe-f4ed-456a-946c-e312152e27fc","source":"hackernews","source_id":"48658313","content_type":"comment","title":null,"body_preview":"It was an interest story about Mitnick but the title is a stretch.","author":"jonaldomo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658313"},{"id":"689d6429-c7a9-4509-826f-61ee6d1c28b5","source":"hackernews","source_id":"48654669","content_type":"comment","title":null,"body_preview":"An app ui that can be modified by end users is a really cool idea. I hope to see that in more apps!","author":"seabass","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654669"},{"id":"dca7b2e9-b7b0-447c-b12d-b8b7881f8849","source":"hackernews","source_id":"48654502","content_type":"comment","title":null,"body_preview":"I like it. I see this concept of allowing users to modify things to cater to their preferences being the future tbh.","author":"lellow","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.23219226991104386,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654502"},{"id":"86090098-bb36-4294-9713-7958ad97f8d8","source":"hackernews","source_id":"48654986","content_type":"comment","title":null,"body_preview":"does the userland persist across app updates? curious what happens to my modify changes when you ship a new version of y","author":"tuo-lei","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.17398735004074892,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654986"},{"id":"e6ec0772-724c-434c-9212-0c50b833df5d","source":"hackernews","source_id":"48653916","content_type":"comment","title":null,"body_preview":"Cool!\nYour readme mentions Modify. What’s that?\nDoes this use some generative UI?","author":"warpech","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653916"},{"id":"95f844ce-073b-472c-bd25-8edd3c38e410","source":"hackernews","source_id":"48655939","content_type":"comment","title":null,"body_preview":"I used to like Electron but most recently became a fan of Tauri. Electron is great from a UI perspective but seems like it tends to get bloated very quickly. Any suggestions on how to deal with it?","author":"anoop_kumar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_and_experience","natural_digression"],"bot_score":0.41207054289627043,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655939"},{"id":"b3505e98-8d76-4d15-80d5-3639f6650dac","source":"hackernews","source_id":"48655377","content_type":"comment","title":null,"body_preview":"I guess this is in tune with the yc rfs - https://www.ycombinator.com/rfs#dynamic-software-interfaces - but i do have the same question for the app updates - you will break everything as soon as the u","author":"dhruv3006","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.08112781244591329,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655377"},{"id":"cb5a3669-b89f-4968-9e20-f8a5a97a9cb5","source":"hackernews","source_id":"48653996","content_type":"comment","title":null,"body_preview":"This is cool conceptually, but \"y\" do I have to login to your site if it is local and uses my Claude Code?","author":"eightysixfour","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.27263156237379765,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653996"},{"id":"0c56f38f-0ce5-4da0-91f1-686e3b0581a5","source":"hackernews","source_id":"48653842","content_type":"comment","title":null,"body_preview":"Very cool!\nSuggestion: would be helpful to include examples of what's possible, or some things to try (or things that are explicitly prevented).","author":"joelres","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653842"},{"id":"69782586-7734-4296-a6ab-15b42879ad42","source":"hackernews","source_id":"48633980","content_type":"comment","title":null,"body_preview":"It's frustrating that this supposed theory doesn't start with a theory/description/discussion of what language.\nThis article essentially only describes a single rough \"logical frame\" that may be commo","author":"joe_the_user","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","human_indicators_absent"],"bot_score":0.2157629006822891,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633980"},{"id":"f80a333a-2068-4a20-847b-c13defd4c318","source":"hackernews","source_id":"48656571","content_type":"comment","title":null,"body_preview":"I still cannot trust evaluations and benchmarks. How can you prove that the test  datasets are truly unseen examples?\nI think the only way to prove that these models are truly as good as they claim is","author":"darkoob12","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656571"},{"id":"bed77a5a-f565-47b8-9103-8df31b9c2b74","source":"hackernews","source_id":"48655028","content_type":"comment","title":null,"body_preview":"A refreshing break from Molt News. Now I want to check how vectors are implemented in my favorite languages.","author":"wasting_time","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655028"},{"id":"27c0d06b-7615-45c3-9327-38091f212b91","source":"hackernews","source_id":"48660196","content_type":"comment","title":null,"body_preview":"Earlier: https://news.ycombinator.com/item?id=48658464","author":"ChrisArchitect","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660196"},{"id":"e2dfda8a-d699-4317-99f4-5f614f9d8a29","source":"hackernews","source_id":"48643524","content_type":"comment","title":null,"body_preview":"> A market, she says, is a price discovery mechanism for goods and services whose value comes from outside the market itself. The price of wheat reflects something about the world. The price of a shar","author":"thelastgallon","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.16228070175438594,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643524"},{"id":"294e197c-98d9-4e38-8c79-fdbf004ea7c7","source":"hackernews","source_id":"48643113","content_type":"comment","title":null,"body_preview":"> At no point in this pipeline does Mike's capital touch productive enterprise.\nThis is an interesting economic/philosophical angle. What is the logical conclusion of this? What happens as a higher fr","author":"titanomachy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643113"},{"id":"2878e1b2-813a-4032-adbb-ce8606ac0f35","source":"hackernews","source_id":"48643548","content_type":"comment","title":null,"body_preview":"> \"A platform that the federal regulatory apparatus has agreed to treat as adjacent to a derivatives market listed, ran, settled, and paid out a binary contract on the eschatological return of the Chr","author":"zeafoamrun","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","complex_language_use"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643548"},{"id":"35734403-0c01-4dc5-a554-a68da1349265","source":"hackernews","source_id":"48648392","content_type":"comment","title":null,"body_preview":"It's interesting to see Anthropic branching out into different areas now. First artifacts and now taking market share from companies like devin.\nAI enables quick shipping, but the traditional moat of ","author":"stephenpontes","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648392"},{"id":"4aacfc1e-9234-4b7d-90c8-aac7573b93b5","source":"hackernews","source_id":"48650826","content_type":"comment","title":null,"body_preview":"This is like what you can setup with Hermes or OpenClaw within a few minutes with your ChatGPT subscription or an open weights model, except they handle the Slack setup for you and bill you at API rat","author":"i_have_an_idea","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650826"},{"id":"0ffb7040-1cdf-47f6-8a44-1f8f7626a7d3","source":"hackernews","source_id":"48649760","content_type":"comment","title":null,"body_preview":"Not Claude but we have AI agents operating like that already. We have 10 different ones actually all deployed in Slack and accessible via DM, or in a shared team chat.\nThe difference between this and ","author":"_pdp_","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","synthetic_empathy","human_indicators_absent"],"bot_score":0.11910242141011924,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649760"},{"id":"833de556-b329-496a-8e83-ab382ca06c15","source":"hackernews","source_id":"48662447","content_type":"comment","title":null,"body_preview":"any android now can get pseudo-root via Shizuku\nand I am betting Shizuku can disable that\nhowever I am sure that will trigger firing so probably not worth it\n1000 days, hang in there, this is nothing,","author":"ck2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.14225436865712734,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662447"},{"id":"57d5ff30-e8ab-4d89-bf7e-f23898f9b065","source":"hackernews","source_id":"48661827","content_type":"comment","title":null,"body_preview":"another data heist brewing.\nThe usual long period between elections and inauguration is going to create a massive window for data exfiltration and the only people empowered to police it and any eviden","author":"rose-knuckle17","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661827"},{"id":"238e4c8f-3ebe-4cf2-9c17-735605f5a3ce","source":"hackernews","source_id":"48661515","content_type":"comment","title":null,"body_preview":"Related: https://news.ycombinator.com/item?id=42991887\nAndroid devices have started installing hidden app that scans your images (mastodon.sdf.org)","author":"fsflover","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.14281601371718605,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661515"},{"id":"6772b987-223f-451f-b204-106dcf4803c3","source":"hackernews","source_id":"48660840","content_type":"comment","title":null,"body_preview":"\"Google app auto-downloads to Google phones, can't be uninstalled\" has been the norm since day 1 and before.\nWhat is newsworthy here? The fact that yet one more third-party (the White House) does it t","author":"Rygian","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660840"},{"id":"30246405-279b-4422-a12d-bce094f02517","source":"hackernews","source_id":"48661668","content_type":"comment","title":null,"body_preview":"Feds use profile management? Is that news?\nThe weirdness of the WH app is notable enough but standard organization practices aren't.","author":"orsorna","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.08378271009939742,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661668"},{"id":"874b0a8a-57a9-4770-87c5-a1005fa4ee71","source":"hackernews","source_id":"48662020","content_type":"comment","title":null,"body_preview":"This just feels like the weirdest part to me:\n> A button within the app allows users to “text President Trump,” which autofills a text bubble reading “Greatest President Ever.”\nIt feels like something","author":"CM30","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12645383417708117,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662020"},{"id":"3a44a973-9a89-41d5-a7a5-7659e0b4d68a","source":"hackernews","source_id":"48660696","content_type":"comment","title":null,"body_preview":"People are only now concerned because they see the control that was always there, Now being exerted over their government work issued phones.","author":"mmmlinux","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","platform_fluency"],"bot_score":0.2229049405545331,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660696"},{"id":"4a20d16e-d1f9-492f-964a-de24c913ad45","source":"hackernews","source_id":"48651475","content_type":"comment","title":null,"body_preview":"This is really great. I especially like the explanation of how claims are built from primary sources, and the tool clearly aims to show cause-and-effect relationships rather than just present conclusi","author":"raychis","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.3989750990091051,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651475"},{"id":"cfbdde73-a713-4d92-a456-84b56ee3b4c7","source":"hackernews","source_id":"48653840","content_type":"comment","title":null,"body_preview":"Worked for a company that attempted to do something very similar for the global economy. At the time it ended up being too laborious but this was 10 years ago or something. Seems like a good time to d","author":"CRSilkworth","classification":"human_created","confidence":0.7,"indicators":["self_reference","imperfect_expression","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653840"},{"id":"a336a0da-67ff-4345-8f8e-8f2de8f1af19","source":"hackernews","source_id":"48657499","content_type":"comment","title":null,"body_preview":"Oh him. Is the loser still appearing on camera with his gun? What a douche.","author":"gfdgfdff","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657499"},{"id":"206d1e7e-d4ab-4070-9629-bf3a975c8e43","source":"hackernews","source_id":"48657622","content_type":"comment","title":null,"body_preview":"Thanks for sharing. I have been enjoying Davids content for many years and hope he keeps making awesome stuff. The Time Rift Arcade has been neat too.","author":"ddtaylor","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","absence_of_ai_indicators","personal_opinion"],"bot_score":0.07725611742937222,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657622"},{"id":"a3de77b6-65bf-4c06-a5a0-7f2ba82526fd","source":"hackernews","source_id":"48657771","content_type":"comment","title":null,"body_preview":"You could use the hot lines from RBG as the binary id (2^3) of the monitor and then average up the RBG intensity from the hot lines as the result.  This would give you 8 monitor support.\nOr you could ","author":"bhouston","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.13386369527209843,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657771"},{"id":"f21a5704-861d-4ae6-b043-c2642b431d5c","source":"hackernews","source_id":"48664689","content_type":"comment","title":null,"body_preview":"It's almost as if the majority of high-quality, permissively licensed online prose exhibits a liberal bias. Who could have possibly seen this coming!?","author":"bigyabai","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.10810279699108506,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664689"},{"id":"84a9f3ad-d8b4-4646-9763-cd82e220d14c","source":"hackernews","source_id":"48664834","content_type":"comment","title":null,"body_preview":"Unsurprising result - here's Microsoft (in collaboration with MIT, Carnegie Mellon, and University of Washington) on how they measure & censor hate speech in their AIs [0]: Our ultimate aim is to shif","author":"like_any_other","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","false_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664834"},{"id":"2752d580-78ad-4c74-b651-56abc18da536","source":"hackernews","source_id":"48665804","content_type":"comment","title":null,"body_preview":"This has an incorrect baked-in assumption that arguments should be equally weighed based on political leaning.  But sometimes arguments are just wrong -- the right wing argument on climate change was ","author":"kentm","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665804"},{"id":"7dbeafa2-6c1a-4731-9a54-c11263ba66ce","source":"hackernews","source_id":"48666308","content_type":"comment","title":null,"body_preview":"Of course they're biased. Everything is biased, just a question of direction and degree.","author":"HardwareLust","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.15476190476190474,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666308"},{"id":"227fd343-a382-4243-b446-c7ed3cd4c4f6","source":"hackernews","source_id":"48664731","content_type":"comment","title":null,"body_preview":"Grok is described as one of the less accurate LLMs.  I wonder if it is possible to both be politically “unbiased” and maximally truth seeking.\nI’ve been going down a bit of a conservative philosophica","author":"techblueberry","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced","template_phrases","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664731"},{"id":"7c566065-681e-4e51-88a5-7c3a1e2005f6","source":"hackernews","source_id":"48642039","content_type":"comment","title":null,"body_preview":"For another grammar-of-graphics-based visualization library (flexibly compose charts rather than simply pick a template), check out Altair https://altair-viz.github.io.","author":"domoritz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642039"},{"id":"b176cae0-a62d-45ef-a0f8-21541bfa3dc5","source":"hackernews","source_id":"48641954","content_type":"comment","title":null,"body_preview":"Using operator overloading of \"+\" to configure the plot is... a choice.","author":"jstanley","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641954"},{"id":"7513b7d8-ee1f-4394-b44d-7e40f20a4871","source":"hackernews","source_id":"48654378","content_type":"comment","title":null,"body_preview":"For some reason, after reading the title of the article, I immediately thought the culprit was Emacs: https://news.ycombinator.com/item?id=33524683","author":"e-v","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654378"},{"id":"3f6c6596-42c2-4038-a26c-d87fa9309892","source":"hackernews","source_id":"48657255","content_type":"comment","title":null,"body_preview":"Was left stranded in Berlin last night trying to get home to a neighboring city, which should have taken 45 minutes (more like 1h20 nowadays due to time tables and whole regional train lines being dow","author":"Kirth","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657255"},{"id":"a4073d7f-a187-4be3-9b78-76bde7fcb58a","source":"hackernews","source_id":"48656736","content_type":"comment","title":null,"body_preview":"I would love keyboard shortcuts to toggle (for example) pencil mode, or line/empty mode, and other quality of life improvements so I don't have to keep my mouse in one hand!","author":"carl_dr","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656736"},{"id":"b1bee7eb-0e94-4c39-80fa-297f93c97924","source":"hackernews","source_id":"48632042","content_type":"comment","title":null,"body_preview":"After starting a nonogram level, it seems you can't go back to it because you're just prompted to sign up or log in. As mentioned already they're also shitty puzzles.","author":"chadgpt3","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13929822904046432,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632042"},{"id":"6d4c2448-861e-4e92-aaab-40712213fbf6","source":"hackernews","source_id":"48631574","content_type":"comment","title":null,"body_preview":"I took a quick look at the source:\n      // Fire view events (e.g. unlock_prompt_viewed) for any monetization prompt\n      // present in the freshly loaded page. data-analytics-view-events is a JSON\n ","author":"ori_b","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631574"},{"id":"89024a59-eee2-4b9a-bf16-8f4a9ec1677d","source":"hackernews","source_id":"48653882","content_type":"comment","title":null,"body_preview":"They should have made it $540/$692/$989\n540 is basically 500. People could say “it’s half the price of an iPhone!”\nIt’s a no-brainer price, but really, people are buying the ~700 one and the ~1k one.\n","author":"tossmysalad","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653882"},{"id":"b245fa0b-3099-4829-8269-cd8a1cdf95b9","source":"hackernews","source_id":"48655328","content_type":"comment","title":null,"body_preview":"I am flabbergasted by the negativity.\nIt is more expensive of what we hoped for.\nIs it overpriced? I tried to calculate what a PC would cost NOW and it's exactly the same cost.\nI have a big Steam Libr","author":"Fire-Dragon-DoL","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions","synthetic_empathy","list_heavy_advice"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655328"},{"id":"0142b80d-929e-49df-a005-e3439ef57e96","source":"hackernews","source_id":"48664762","content_type":"comment","title":null,"body_preview":"Related:\nNoam Shazeer Joins OpenAI  https://news.ycombinator.com/item?id=48578913\nJohn Jumper to join Anthropic https://news.ycombinator.com/item?id=48601162","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664762"},{"id":"7b65c3d2-1856-4251-9847-eee4272f097f","source":"hackernews","source_id":"48665960","content_type":"comment","title":null,"body_preview":"Is Anthropic working on their own silicon? Access to smart people and hardware to run my code on would be my priorities. If my employer made me switch to some weird thing the rest of the industry does","author":"fragmede","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08372158049061405,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665960"},{"id":"c96cf18f-dd05-46c8-9be5-81b50f90e34a","source":"hackernews","source_id":"48664165","content_type":"comment","title":null,"body_preview":"I think they might have left after terrible performance of gemini 3.5 pro's internal benchmarks and they might have known that google doesn't have what it takes to beat Anthropic speed just a theory t","author":"sademo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664165"},{"id":"c0d784f8-ab84-4f86-b615-e45d250e7b14","source":"hackernews","source_id":"48664006","content_type":"comment","title":null,"body_preview":"> Jonas Adler and Alexander Pritzel, both viewed internally as key contributors to Google’s Gemini AI model, are set to move to the Claude maker, said the people, who spoke on condition of anonymity a","author":"htrp","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0.10688788917147105,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664006"},{"id":"b99dfc72-bd47-4e2b-b0d1-6e82b69eafb3","source":"hackernews","source_id":"48665040","content_type":"comment","title":null,"body_preview":"https://archive.ph/hioIm\nhttps://removepaywalls.com/https://www.bloomberg.com/news/ar...","author":"ThePowerOfFuet","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665040"},{"id":"9a118288-39f2-4efd-ac75-c51ed1efaa35","source":"hackernews","source_id":"48659051","content_type":"comment","title":null,"body_preview":"Pros: break the duopoly of Visa and Mastercard. Convenient. Low fees.\nCons: in a couple of years, a well-meaning but idiotic EU official will try to restrict what you can buy with Digital Euros and de","author":"port11","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659051"},{"id":"4e689b0c-ffa4-4089-a43a-48f3566ba5a9","source":"hackernews","source_id":"48647889","content_type":"comment","title":null,"body_preview":"I hope that they don't fall into the same trap that a lot of EU projects fall in to: only solving one problem.\nMy VISA card is not only a convenient payment method, it also forces ATM operators to giv","author":"BadBadJellyBean","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","personal_experience_anecdote","opinion_without_over_qualification"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647889"},{"id":"4ef0ea77-7039-4e92-8b74-cd79ff36b8f5","source":"hackernews","source_id":"48664490","content_type":"comment","title":null,"body_preview":"Decision makers celebrate making a small decision.\nClearly the US should be shaking in it's boots.","author":"spwa4","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.16864013801781294,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664490"},{"id":"ad5ff6db-bbde-4624-b82d-749199edff09","source":"hackernews","source_id":"48653703","content_type":"comment","title":null,"body_preview":"Will the digital Euro run on U.S. hardware and software?","author":"throwawaypath","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1553560655328984,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653703"},{"id":"88fa2f96-2eb8-4b56-b020-be3d0413a5e3","source":"hackernews","source_id":"48657316","content_type":"comment","title":null,"body_preview":"> (Refiles to remove extraneous words before first bullet point)\nWhy does the article start with that line? Looks like they forgot to remove part of their AI prompt...","author":"reddalo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657316"},{"id":"678969b0-2921-4a7f-8d4f-a7500f6f0aa0","source":"hackernews","source_id":"48657183","content_type":"comment","title":null,"body_preview":"I reckon it will be KYCed as hard as imaginable - and then some.","author":"egorfine","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12411620137912853,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657183"},{"id":"7cedced2-17ec-4cbd-a7b7-d51014fa43a0","source":"hackernews","source_id":"48656442","content_type":"comment","title":null,"body_preview":"\"Digital Euro\"... Do people realize that maybe 90% of money is already digital, i.e. sitting as bytes and numbers on banks' computers ?\nIt seems to me that the actual problem that the EU is trying to ","author":"harrouet","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.1644611457792466,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656442"},{"id":"22e6c120-f6a3-4e77-8bcf-6d94717d0065","source":"hackernews","source_id":"48663991","content_type":"comment","title":null,"body_preview":"I still don't know anybody who gets good 5g service anywhere. It seems like total shit. I know multiple people who have tried 5g home broadband and its slow and intermittent garbage and they sent thei","author":"olyjohn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663991"},{"id":"968fb15e-9db2-48af-89e3-3480a4d8cb18","source":"hackernews","source_id":"48663348","content_type":"comment","title":null,"body_preview":"Yes, between my T-Mobile 5G backup internet that's reasonable at $25 and my powerwalls I have pretty decent high availability at home especially considering how often the power goes out.","author":"jsLavaGoat","classification":"human_created","confidence":0.78,"indicators":["self_reference","genuine_specificity","platform_fluency"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663348"},{"id":"0c0e52e1-a034-4429-9790-e550748a4295","source":"hackernews","source_id":"48665181","content_type":"comment","title":null,"body_preview":"Just illustrates the terrible state of broadband deployment in the US. 5G is a suitable backup, but proper fiber deployment is superior in all cases.","author":"jshier","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665181"},{"id":"ad196466-7318-4620-ab74-2e0cdb016318","source":"hackernews","source_id":"48664991","content_type":"comment","title":null,"body_preview":"I tried it through AT&T and it was horrible.\nThey oversold my area and the traffic was lower priority than phones so most of the time it was busy and latency would be seconds. My kids were furious.\nI ","author":"prepend","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.08874831837637344,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664991"},{"id":"0498605d-9e16-4555-9b6e-e2d7d85b310b","source":"hackernews","source_id":"48656343","content_type":"comment","title":null,"body_preview":"Quite unlucky CPU to run the experiments. The article doesn't mention it but I hope that the measurement numbers OP got were extracted by re-running the experiment on same type of cores. Intel Core Ul","author":"menaerus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.40555555555555556,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656343"},{"id":"fa6a16f5-0209-48d2-a74c-04229f747c5d","source":"hackernews","source_id":"48660433","content_type":"comment","title":null,"body_preview":"Interesting, it's similar to what I've done recently in Koffi 3, which is an FFI package for Node.js. I made my own C FFI layer, I did not use libffi. This works great, and got me close to statically-","author":"Koromix","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660433"},{"id":"c682bd6d-2bab-47a4-8685-592d27d7fa95","source":"hackernews","source_id":"48652807","content_type":"comment","title":null,"body_preview":"I have no clue why I decided to read this, but I am glad I did. Good read.","author":"SpyCoder77","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652807"},{"id":"7a30f93c-8025-4248-b1dc-b6a8d1a7a4d7","source":"hackernews","source_id":"48653020","content_type":"comment","title":null,"body_preview":"> This is partly because there aren't enough anesthetists\nFor those of you who didn't think this was a word (which was me 60 seconds ago) it is a word, and is technically correct as opposed to anesthe","author":"SpyCoder77","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653020"},{"id":"a8505a7b-5219-47cd-9bf7-078ebe3513a7","source":"hackernews","source_id":"48665064","content_type":"comment","title":null,"body_preview":"I remember getting a kick out of that back in the day.  Even as a Gentoo user that built from stage 1 and over obsessed about my use flags and kernel settings lol\nThough I thought it had a section in ","author":"dude187","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","self_reference","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665064"},{"id":"d0b6503a-f73c-41a9-a479-b1bfd1239419","source":"hackernews","source_id":"48662714","content_type":"comment","title":null,"body_preview":"Any private individual or organization has the right to Bar anyone else from their facility. Madison square garden is simply doing it at scale. I pretty much hate everything MSG is about, but they hav","author":"silexia","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662714"},{"id":"cacab6b5-ac6a-488e-8e19-ce0ce4f95bd5","source":"hackernews","source_id":"48655769","content_type":"comment","title":null,"body_preview":"Presumably they could use a real-life human with good memory instead of computers. Would that solve anything?","author":"randyrand","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655769"},{"id":"6cfc30d6-e0a4-44a6-bf7c-db1d5e38a0e5","source":"hackernews","source_id":"48654199","content_type":"comment","title":null,"body_preview":"I'm convinced that a dominate use of all the exploding construction of data centers will be to ramp up spying on citizens, likely in the name of \"fighting terrorism\". The same is being used to require","author":"DivingForGold","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654199"},{"id":"2fa8d84f-e430-43eb-bff4-8fa7ec65aa3b","source":"hackernews","source_id":"48664326","content_type":"comment","title":null,"body_preview":"> But we are also: an email company built around privacy; an open source AI startup focused on developers; a place for people to create and share data on their own terms; and an investor in responsibl","author":"esarbe","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664326"},{"id":"cc9341b0-fcce-4004-a541-590ab5e481c4","source":"hackernews","source_id":"48656500","content_type":"comment","title":null,"body_preview":"Low Tech is a simplification, it's a massive over engineered spaghetti system\nThey have accumulated bloat and tech debt since their inception as a studio\nhttps://github.com/ividyon/EldenRingHKS/blob/m","author":"WhereIsTheTruth","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.17727000178151742,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656500"},{"id":"a53ada76-6465-4292-becb-5684cade5530","source":"hackernews","source_id":"48654572","content_type":"comment","title":null,"body_preview":"And for Dark Souls AI: https://www.youtube.com/watch?v=PrHKzKQdZxY&t=1366s","author":"hexasquid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654572"},{"id":"2149b664-d8ce-4954-87cd-a4589dc2f92c","source":"hackernews","source_id":"48654584","content_type":"comment","title":null,"body_preview":"The proposed system would have centralized permission-checking (by the \"space host\", as authorized by the \"space authority\") and distributed storage (in each user's PDS). But applications would likely","author":"skybrian","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.12548530690138227,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654584"},{"id":"ef1187e4-b083-46fb-b53c-f6fad632ff86","source":"hackernews","source_id":"48662712","content_type":"comment","title":null,"body_preview":"ran the security 'plugin' on small app, in 15 min it eat up all of my quota - so it did exactly what I was expecting it to do","author":"_rwo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662712"},{"id":"adbfc2b3-e5f9-4658-b460-b5cfc7980617","source":"hackernews","source_id":"48652859","content_type":"comment","title":null,"body_preview":"Can we talk about the reddit spam too? Like how they allow bots to sign up accounts, with random email addresses. Which then sends spam/verify emails, with no recourse? I want to block new accounts to","author":"Topgamer7","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652859"},{"id":"81b46eff-ccf7-49a6-9739-f257adf6c693","source":"hackernews","source_id":"48660275","content_type":"comment","title":null,"body_preview":"a botnet is not spam, garbage text is not spam, spam is defined primary by being unsolicited AND unwanted. This is solicited.\nDon't confuse the map for the territory. What we see here is a so called \"","author":"casey2","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.15169908416792496,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660275"},{"id":"45871dd2-14b5-4978-825a-4b5004d596c2","source":"hackernews","source_id":"48653853","content_type":"comment","title":null,"body_preview":"\"ghostlygourd.com\" is a S+ tier domain. Would click","author":"scosman","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653853"},{"id":"036b27bb-e5c0-4eec-8d90-ecc15ab7374d","source":"hackernews","source_id":"48656275","content_type":"comment","title":null,"body_preview":"Did any site implement incoming emails to signup@domain.com which then sends you a timebound signup form? No spam filtering drama.","author":"aitchnyu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.093780355705539,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656275"},{"id":"0e59a4b9-a799-436a-952f-b713c8c08732","source":"hackernews","source_id":"48653766","content_type":"comment","title":null,"body_preview":"Hey! Founder of Pangram here. We use Zerobounce and CustomerIO for email validation. I had no idea this was happening. Not entirely sure which one this is coming from, but this is not intentional on o","author":"maxspero","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653766"},{"id":"f881de2b-9d63-4677-927a-e1411bf95505","source":"hackernews","source_id":"48654293","content_type":"comment","title":null,"body_preview":"That's an interesting project, lots of content to explore and teh interface is pretty good and snappy. I feel this is going to be a rabbit hole I'm going to lose hours to!","author":"Renaud","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654293"},{"id":"d4fa9913-0dbb-468d-88d4-fec04a9caa25","source":"hackernews","source_id":"48656870","content_type":"comment","title":null,"body_preview":"Really slow and not snappy on my machine (i7-8550u).  \neach animation takes ~60kb (avif) - way too much!\nIt needs to download 50 megabytes to show a single startpage.","author":"gforce_de","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656870"},{"id":"14c81139-4ba5-4ce9-87c0-c168ee4db9a7","source":"hackernews","source_id":"48662813","content_type":"comment","title":null,"body_preview":"When I read the study, immediately realised authors needed to read book  statistics done wrong first.","author":"Gartner23","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662813"},{"id":"a73744b8-af76-49b1-965e-fbaf97d64243","source":"hackernews","source_id":"48662620","content_type":"comment","title":null,"body_preview":"I personally became suspicious of this paper four months ago, when I noticed that not a single one of the 210 participants in this study dropped out over the entire period, spanning 3 years. Feeling r","author":"connorboyle","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_anecdote","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662620"},{"id":"004f1aed-3edf-48e8-a70a-2b00da4b4c44","source":"hackernews","source_id":"48659350","content_type":"comment","title":null,"body_preview":"closed source browsers? 2026 year？ Are you serious?","author":"EXHades","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659350"},{"id":"3514dcec-9180-4cf5-a251-20ea7adef88d","source":"hackernews","source_id":"48658138","content_type":"comment","title":null,"body_preview":"I recommend people not to use closed source browsers.","author":"cute_boi","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.14195623145297653,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658138"},{"id":"c8f604ce-ff8b-45ad-98cf-371791d13600","source":"hackernews","source_id":"48660096","content_type":"comment","title":null,"body_preview":"I really like Orion, but I had to switch (currently trying Zen) because the 1password extension was so so broken. I know it's probably not their fault, but it really got in the way every day.","author":"colinmarc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660096"},{"id":"7a50eb5c-029c-4e1a-a259-54ac781280df","source":"hackernews","source_id":"48653814","content_type":"comment","title":null,"body_preview":"> If we pool all of its recommendations together — treating the vendor as one giant hiring process — we don’t find adverse impact. If we look at each position separately, as would be typical in an eva","author":"Terr_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.13826317028207238,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653814"},{"id":"6cfdabf0-e371-45c8-8c90-c6430d399b1a","source":"hackernews","source_id":"48653155","content_type":"comment","title":null,"body_preview":"I went to a state school.\nI then went on to work for multiple firms that placed a premium on candidates from Ivy League/Top Tier (Stanford/Duke etc) candidates.\nThis taught me that:\n- Their are pros a","author":"alexpotato","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.1359617807345094,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653155"},{"id":"93413f5b-dc4c-44cc-9628-ec20d7d38c78","source":"hackernews","source_id":"48656158","content_type":"comment","title":null,"body_preview":"Very tasteful web design, too. I was curious how the layout was done, and the answer is the venerable <table>","author":"Retr0id","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656158"},{"id":"50bb0b8f-87f9-44ac-900f-d65230c688f6","source":"hackernews","source_id":"48654444","content_type":"comment","title":null,"body_preview":"[dupe] https://news.ycombinator.com/item?id=48636632","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654444"},{"id":"ecc18bc5-f6fc-46aa-9b32-6a8dd061c765","source":"hackernews","source_id":"48655719","content_type":"comment","title":null,"body_preview":"just wait for Microsoft to productize and commoditize employee tracking - see the CEO's recent \"learning loops\" idea - what could possibly go wrong?","author":"tway235","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655719"},{"id":"b3d621c1-dd97-4146-8fe6-a3e0fc7d9ae9","source":"hackernews","source_id":"48653869","content_type":"comment","title":null,"body_preview":"Previous discussion: https://news.ycombinator.com/item?id=48636632","author":"deminature","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653869"},{"id":"bdaa4306-0daf-487e-ab75-416335f89526","source":"hackernews","source_id":"48657151","content_type":"comment","title":null,"body_preview":"If you need to track you employee so hard and invesive, there is something wrong with your company","author":"baditaflorin","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657151"},{"id":"fd5d0317-83df-4ec9-b74d-06833b68edff","source":"hackernews","source_id":"48655250","content_type":"comment","title":null,"body_preview":"They probably wrote the utility with AI - it's not that big a surprise that AI can't secure stuff.","author":"mbf1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655250"},{"id":"078dfb25-5ecf-4a61-a1e0-7c12409be5f7","source":"hackernews","source_id":"48654402","content_type":"comment","title":null,"body_preview":"They paused it, but they fully intend to restart it.\nEdit: I don’t know why I’m getting downvoted. Quite literally from the article:\n> “We will only re-enable MCI when we are confident in the effectiv","author":"darth_avocado","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654402"},{"id":"dceed453-034b-44e8-8bad-35c0c9564f5b","source":"hackernews","source_id":"48654796","content_type":"comment","title":null,"body_preview":"That system is going to be a nightmare in discovery","author":"daft_pink","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654796"},{"id":"2d4331fc-b3fe-4d17-b3c5-db2ef1dc1edc","source":"hackernews","source_id":"48655918","content_type":"comment","title":null,"body_preview":"For all those saying “if you’re not breaking the rules you have nothing to fear” consider that most firms regard “working to rule” to be a form of protest.\nIf you just follow their rules this surveill","author":"Lio","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655918"},{"id":"f6873482-1245-4434-86eb-b8f303b9a6a0","source":"hackernews","source_id":"48654308","content_type":"comment","title":null,"body_preview":"If you read the linked article it says the leaked data screenshot of some employees private conversation in plain text and other performance information.\nIt was a bold move to do full screen recording","author":"chopete3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.15206947844482194,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654308"},{"id":"e071a7d7-fb72-4792-a29f-5891c71e83fb","source":"hackernews","source_id":"48657492","content_type":"comment","title":null,"body_preview":"I'm increasingly convinced that these kind of leaks are the only effective resistance to this surveillance society we're entering. Meta will keep doing this, and other employers will probably follow, ","author":"Humorist2290","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657492"},{"id":"3b41d8f4-fd8d-4fec-9b89-f086c189b37e","source":"hackernews","source_id":"48654689","content_type":"comment","title":null,"body_preview":"If they're willing to do this to their own employees that they pay and supposedly wanted to keep around, what are they willing to do with your data? What are they willing to do with the systems they c","author":"claaams","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654689"},{"id":"57253e52-77f0-4482-a2a7-c5aa2f00049d","source":"hackernews","source_id":"48654186","content_type":"comment","title":null,"body_preview":"Meta continuing to be the most shameless (and shameful to work for) company around.\nI can't think of a single product of theirs that hasn't made the world a markedly worse place. Even their recent har","author":"jazzpush2","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","personal_anecdote_indirect","platform_fluency","specific_criticism"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654186"},{"id":"791cca64-cbd7-4c36-851e-1cab1f001487","source":"hackernews","source_id":"48653530","content_type":"comment","title":null,"body_preview":"Are there any open models focused on LPR (license plate recognition)?\nI have found some old ones but curious if there are new ones being developed like this OCR model. I may even try it for the purpos","author":"zhivota","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653530"},{"id":"57877543-597f-4502-92f5-a48f1e9eb0ab","source":"hackernews","source_id":"48648452","content_type":"comment","title":null,"body_preview":"Not well tested. It switched all U.S. (\") double quotation marks to UK-style (') single quotation marks, ignoring the source document. Useless in the US.","author":"JGB100","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648452"},{"id":"92e1feab-39d8-4ce2-980f-2cde7b38a51e","source":"hackernews","source_id":"48646296","content_type":"comment","title":null,"body_preview":"Do these models (this one or its competitors) do handwriting recognition?","author":"gpm","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646296"},{"id":"785ed042-4d4e-4c6a-8959-7ba2bce8c38b","source":"hackernews","source_id":"48628172","content_type":"comment","title":null,"body_preview":"Visual SQL builders live or die on the import direction — pasting an existing messy query and seeing it laid out is way more valuable than building from scratch. How robust is the SQL → canvas parsing","author":"levi840714","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628172"},{"id":"9f190345-d0c6-4bc9-aae3-f80297d36905","source":"hackernews","source_id":"48657230","content_type":"comment","title":null,"body_preview":"visual SQL builders have been around forever, most feel like they were designed by someone who never writes joins, this one has reverse-engineering from existing SQL which is enough to try it","author":"ElenaDaibunny","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.11780394925698727,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657230"},{"id":"f6d9567b-697b-497b-96f7-d14f3b646573","source":"hackernews","source_id":"48656613","content_type":"comment","title":null,"body_preview":"This is probably more informative: https://end2end-diffusion.github.io/diffusion-bench/\nWith a \"TL;DR\":\n> TL;DR: NanoGen is a unified framework that trains and evaluates diffusion transformers across ","author":"mdp2021","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.15006898605076985,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656613"},{"id":"c09df382-a712-495b-841b-18e602cfe654","source":"hackernews","source_id":"48654438","content_type":"comment","title":null,"body_preview":"I'm always glad to see more multi-page work in VLM-based OCR. Especially single-pass. One of the few other multi-page papers from recently, MinerU-Popo, treats fixing up multi-page outputs as a post-p","author":"jbarrow","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654438"},{"id":"e1ff655a-d30e-4bb9-a636-c95bee16e0fc","source":"hackernews","source_id":"48657171","content_type":"comment","title":null,"body_preview":"Just want to say I’ve ridden in this car. It’s a hoot","author":"willf","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657171"},{"id":"66b05d37-b696-4bce-b388-36db110e4410","source":"hackernews","source_id":"48658379","content_type":"comment","title":null,"body_preview":"Everything is spreading. We're a large interconnected world, and we'll inherit everyone's problems eventually. There are better alternatives, but it's not something people will seriously consider.","author":"everdrive","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658379"},{"id":"bb88a067-5cf2-47ab-a406-9f23b1d4231c","source":"hackernews","source_id":"48658605","content_type":"comment","title":null,"body_preview":"It's hard to take an article that uses the word 'ginormous' seriously","author":"dosisking","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.142816013717186,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658605"},{"id":"81af0b04-d675-4b3a-a31e-15d91bbfcf67","source":"hackernews","source_id":"48659932","content_type":"comment","title":null,"body_preview":"So a disease that has killed 11,000 people in a country with a population of >200 million over 30 years is a ‘ginormous outbreak’?\nThis kind of hyper-scary overreaction from the CDC official being quo","author":"happyopossum","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659932"},{"id":"63a95cd5-fda1-4a9e-a60f-fb465aa1bdab","source":"hackernews","source_id":"48658577","content_type":"comment","title":null,"body_preview":"We need lock downs, a wall, 100% containment. Full vaccine mobilization. Starship must be expedited. A world without cats is not a world at all.","author":"swader999","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658577"},{"id":"022a5b69-b850-4661-8707-b4a0db1bf462","source":"hackernews","source_id":"48659266","content_type":"comment","title":null,"body_preview":">infect cats\nNo! We must stop this at all costs\n>and people\nEh, all right then. If it takes the cats out at least we'd be going with them","author":"mghackerlady","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1465695367549299,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659266"},{"id":"787093be-be97-4639-b3ec-4fe6a5a42f42","source":"hackernews","source_id":"48659706","content_type":"comment","title":null,"body_preview":"Why are we allowing immigrant cats into the country?","author":"NoMoreNicksLeft","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659706"},{"id":"8e712d6b-c7e5-4248-ae29-ff56cc3036a9","source":"hackernews","source_id":"48660693","content_type":"comment","title":null,"body_preview":"\"We report the first three cases of cat-transmitted sporotrichosis caused by Sporothrix brasiliensis outside South America, and the first ever cases of cat-transmitted sporotrichosis *in the United Ki","author":"peterclary","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660693"},{"id":"d989f5eb-1191-47b8-b975-d0cd90f337d6","source":"hackernews","source_id":"48659203","content_type":"comment","title":null,"body_preview":"Please note that this is an extremely rare disease even in Brazil, where it came from. Asked my vet, and two cousins who also are vets, and all of them knew of the disease from scientific literature a","author":"elzbardico","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659203"},{"id":"76cd68a9-efa0-482e-9607-806804db6563","source":"hackernews","source_id":"48658498","content_type":"comment","title":null,"body_preview":"Reminds me of the TV Series \"The Last of us\" [0], which: \"... is set decades after the collapse of society caused by a mass fungal infection that transforms its hosts into zombie-like creatures\". Of c","author":"simonebrunozzi","classification":"human_created","confidence":0.8,"indicators":["natural_digression","platform_fluency","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658498"},{"id":"d477f905-9ded-4015-bec5-d726b0e16786","source":"hackernews","source_id":"48659665","content_type":"comment","title":null,"body_preview":"Here’s the website (in Portuguese) from the Brazilian Ministry of Health: https://www.gov.br/saude/pt-br/assuntos/saude-de-a-a-z/e/esp...\nIt includes instructions for the general population and for me","author":"drdexebtjl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.17606139121681336,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659665"},{"id":"aab1b9fa-8b30-484f-873c-89571a24a429","source":"hackernews","source_id":"48658697","content_type":"comment","title":null,"body_preview":"Can survive weeks, months and even years??\nThat’s a little horrifying.","author":"Chazprime","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658697"},{"id":"e8ff57d0-ba71-42d4-96b3-a2835bf11d33","source":"hackernews","source_id":"48658588","content_type":"comment","title":null,"body_preview":"Deadly to immunocompromised people. Basically everything could be deadly to them. Cats also rarely attack human proactively. So not really a big concern.","author":"feverzsj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658588"},{"id":"6fa2b6a9-1fef-4634-ac73-abf4cc0ed132","source":"hackernews","source_id":"48659443","content_type":"comment","title":null,"body_preview":"The article doesn't address treatment efficacy in humans. How is it treated? How effective is the treatment? Can this develop resistance to the treatment? The spread mechanisms and persistence are con","author":"trevithick","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659443"},{"id":"9057daa3-2838-4c80-955d-8c5f14607f24","source":"hackernews","source_id":"48662595","content_type":"comment","title":null,"body_preview":"\"Who is at risk?\nSporotrichosis affects otherwise healthy individuals, often those working in agriculture or with plants or plant materials, such as packing straw or thatching. It also affects individ","author":"krunck","classification":"human_created","confidence":0.7,"indicators":["quoting_external_source","absence_of_ai_indicators"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662595"},{"id":"4067728e-385c-484b-af8e-2ec0f0db1b74","source":"hackernews","source_id":"48658598","content_type":"comment","title":null,"body_preview":"> “I’m convinced that half of the human cases that come from cats are people who are trying to stuff pills down their cat’s throats to treat the sporotrichosis,”\nDo yourself a favor, crush the pill an","author":"MisterTea","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.10482817177815774,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658598"},{"id":"48b1b9cd-4cb7-4bf4-9898-a5e4d4bdac49","source":"hackernews","source_id":"48658945","content_type":"comment","title":null,"body_preview":"We will see more and more fungi infecting mammals in the coming years. \nMammals and birds evolved higher body temperatures in part to protect from fungal infections. \nAs most fungi are dying above 37°","author":"busssard","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658945"},{"id":"da45308a-a0c1-4344-a90e-147b288471b5","source":"hackernews","source_id":"48647532","content_type":"comment","title":null,"body_preview":"I can't go back to a life without AI, and I don't want to. But if AI were billed by token instead of subscription, my monthly cost would probably be ten times what it is now. I could switch to a Chine","author":"jdw64","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.2197224330712273,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647532"},{"id":"39f4b403-efb4-4ece-bcac-fa85ae76787f","source":"hackernews","source_id":"48656242","content_type":"comment","title":null,"body_preview":"I would say making the model larger and larger will soon reach the \"the point of diminishing returns\". \nEven if the model might still get 'smarter' this might not be a good thing because the consumer ","author":"orcasushi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_desire"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656242"},{"id":"bc0e4ef8-600a-4a6e-8c57-4bf4951190e6","source":"hackernews","source_id":"48657160","content_type":"comment","title":null,"body_preview":"OpenAI is attending the Cannes Ad Festival (the ad industries premium annual event) for the first time this year, alongside the usual ones like Meta and Google.\nAppears that Chat will remain cheap as ","author":"khurs","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","original_commentary_around_quote","absence_of_ai_indicators"],"bot_score":0.31180458011371814,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657160"},{"id":"94b4bd6f-04c5-482b-8dca-a1381328c76a","source":"hackernews","source_id":"48653471","content_type":"comment","title":null,"body_preview":"Not a heavy user but I got a feeling for this early since I have a Copilot subscription I get for free as an educator.\nI used in a day or two the limit that would last me a month. Downgrading from Son","author":"jwrallie","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","imperfect_expression","absence_of_personality"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653471"},{"id":"96227a82-da0a-4941-8575-23e4b14bbc13","source":"hackernews","source_id":"48653345","content_type":"comment","title":null,"body_preview":"The really crisis is that we are now in a phase of (\"AGI\" or Bust).  That's it.  Unless we get a self improving autonomous AI heading towards \"singularity\"  then it's all going to blow up.   The amoun","author":"segmondy","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653345"},{"id":"3c949839-1d82-4558-86ef-dbebc80d7c3a","source":"hackernews","source_id":"48654915","content_type":"comment","title":null,"body_preview":"Is it a micro-kernel based? Because writing kernel drivers is not the most convenient approach.","author":"fithisux","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654915"},{"id":"636cd74d-4ee8-487a-a7ac-459fcb4980e5","source":"hackernews","source_id":"48655484","content_type":"comment","title":null,"body_preview":"> Skimmer's design intentionally echoes DragonFly BSD's LWKT and msgport\nsubsystems — the per-CPU runqueue, the lwkt_* API surface, the rule\nthat cross-CPU work flows as messages rather than as direct","author":"m132","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","specific_details"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655484"},{"id":"8c9b5905-9cc2-4d7a-91c6-234afdf35438","source":"hackernews","source_id":"48665880","content_type":"comment","title":null,"body_preview":"Especially with rulings like the Prairieland ruling, with the judge sort of inventing a new category of \"domestic terrorist\" on the spot, for a bunch of random people protesting the government, this i","author":"jauntywundrkind","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.13617356755596186,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665880"},{"id":"47c40b44-f43e-42ea-a85f-5709bc10ae92","source":"hackernews","source_id":"48654847","content_type":"comment","title":null,"body_preview":"Having made graphics using TikZ, it was tedious and time consuming, but the results look great! Would have loved an easier way to make them.","author":"nsagent","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654847"},{"id":"ea231bce-d929-4b80-a633-219ececf443a","source":"hackernews","source_id":"48654766","content_type":"comment","title":null,"body_preview":"Wow this is awesome!   I’ve been using ChatGPT to create TikZ diagrams because honestly it’s not trivial to create TikZ diagrams and they look really good when done well.   However it can be challengi","author":"mmmBacon","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654766"},{"id":"48c8b9e4-e685-4067-be19-ca91aa341cdc","source":"hackernews","source_id":"48654421","content_type":"comment","title":null,"body_preview":"FWIW, I have had great success asking AI coding tools to generate/edit tikz code. As with all AI coding, it helps to steer the agent to structure the code sensibly, etc. But frontier models seem to kn","author":"anotherpaulg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654421"},{"id":"c6829aa1-e9c7-4006-9a02-205245af55d6","source":"hackernews","source_id":"48653123","content_type":"comment","title":null,"body_preview":"If people are curious, I've worked on this project since February 2026, relatively consistently. In that time, through Codex, I've used around 700M tokens for this project (not counting cache reads), ","author":"DominikPeters","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","absence_of_ai_indicators"],"bot_score":0.1116525625938303,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653123"},{"id":"4566451d-a252-410a-9aba-5a7e8a346a51","source":"hackernews","source_id":"48653503","content_type":"comment","title":null,"body_preview":"Thousands of words and no mention of the obvious thing - testing whether sun exposure is beneficial or harmful.\nThe article opens with the observation that southern states had lower cancer rates due t","author":"zhivota","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653503"},{"id":"a52aa759-c08a-4b42-ab2d-b6b7b68d4bc6","source":"hackernews","source_id":"48656300","content_type":"comment","title":null,"body_preview":"I started to take VitD on a whim and my mood and energy sure improved. Also I feel like I get sick less often. 3 friends whom I recommended VitD told me the same. Living in northern germany. YMMV.","author":"Imanari","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","imperfect_expression"],"bot_score":0.1297104018019471,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656300"},{"id":"e91c2fd7-c453-4645-8dca-afe344850033","source":"hackernews","source_id":"48662346","content_type":"comment","title":null,"body_preview":"Early into the Covid pandemic, there was talk that vitamin D had some protective effect. Did this ever pan out into any kind of recommendation supported by evidence ?","author":"euroderf","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662346"},{"id":"82400754-2e0f-4fd1-863f-c22d3a0e347e","source":"hackernews","source_id":"48656105","content_type":"comment","title":null,"body_preview":"I don't understand why literally everyone I know are diagnosed with Vitamin D Deficiency. Even living in sunny California. Wasn't human biology adapted for it in the last 40k years? I understand we sp","author":"deepsun","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","absence_of_personality","human_indicator_genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656105"},{"id":"5ae1fe75-61ee-44d5-9e6f-7070770cc40f","source":"hackernews","source_id":"48652879","content_type":"comment","title":null,"body_preview":"I experimented with D3 supplementation up to almost a decade ago.  I made some HN comments about it [2018]:\nhttps://news.ycombinator.com/item?id=17638508\nI ultimately stopped it because it seemed to c","author":"kazinator","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","natural_digressions","niche_expertise"],"bot_score":0.13971753908251366,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652879"},{"id":"d137d2d4-4681-4a8a-8283-9b3aa105b539","source":"hackernews","source_id":"48657270","content_type":"comment","title":null,"body_preview":"All I know is I used to have full on colds during winter in my 20s to early 30s, like every  winter  I would get two weeks of runny nose till the skin became red and irritated, sore and painful throat","author":"AltruisticGapHN","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.1686687605370736,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657270"},{"id":"89e87b74-5095-45b8-ae3f-aac01a5c7bd5","source":"hackernews","source_id":"48656987","content_type":"comment","title":null,"body_preview":"I think Vitamin D deficiency hype is driven by supplement sellers.\nAs someone who grew up in a European country where we don't get long summers, I suffered no demonstrable issues from the lack of sun ","author":"khurs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.31180458011371814,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656987"},{"id":"a6d70e29-596f-4bbc-a742-5351463adf0c","source":"hackernews","source_id":"48661191","content_type":"comment","title":null,"body_preview":"Vitamin D is a biomarker of a process that happens in the body that is beneficial for longevity. This biomarker is created in response to receiving sunlight. The synthetic vitamin itself, does little,","author":"nullbio","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.09200787386063118,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661191"},{"id":"ee0c2078-47e5-42a7-aec6-c8573529c6ac","source":"hackernews","source_id":"48656122","content_type":"comment","title":null,"body_preview":"I have made this comment on HN many times [0] now but: it's the goddamn sunlight.\nSunlight has many pathways in the body, and increased vitamin D levels are just one of those pathways. Swallowing one ","author":"owenversteeg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","false_specificity","template_phrases"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656122"},{"id":"4cfd456a-fc79-4465-b8fd-66963b4b5819","source":"hackernews","source_id":"48654329","content_type":"comment","title":null,"body_preview":"Can someone use this on Elon's \"my heart goes out to you\" video, and compare it to... similar gestures. Would be interested to see exactly how close it is.","author":"jmpman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654329"},{"id":"53e3918b-880c-4591-86ef-78da5ecf61ed","source":"hackernews","source_id":"48652933","content_type":"comment","title":null,"body_preview":"And there I was hoping the Swift ecosystem could emancipate itself from Apple instead of getting eaten up.","author":"classified","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652933"},{"id":"dc88a50a-ef1c-4d43-840f-eb0147277061","source":"hackernews","source_id":"48655361","content_type":"comment","title":null,"body_preview":"Back when I was working with Swift, I always thought Swift Package Index was made by Apple","author":"meszmate","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655361"},{"id":"82614493-cdcd-4c87-9e93-67107c55b63d","source":"hackernews","source_id":"48658051","content_type":"comment","title":null,"body_preview":"I wonder if package indexes become more important in our new day-to-days with LLMs, not less.\nWe might be browsing less, but the models need a source of truth for package metadata, etc.","author":"thedreammachine","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.213725542315409,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658051"},{"id":"b6e31c2b-7b7d-4201-b334-8f50bab363ed","source":"hackernews","source_id":"48661807","content_type":"comment","title":null,"body_preview":"I wonder if this means we’ll get an official registry now. The failed partnership with Github was announced 7 years ago.","author":"rkunde","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661807"},{"id":"ece8ba59-1ffa-4b09-962a-9f3c77b69147","source":"hackernews","source_id":"48656450","content_type":"comment","title":null,"body_preview":"\"Residential programming\" isn't it similar to interepreter!! Difference I can think of is it can completely rewrite something instead of updating or extending it. ex. rewrite the existing function ins","author":"virajk_31","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.20497879350852533,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656450"},{"id":"56734d1e-4d78-456f-b7b1-0be2d8f8081c","source":"hackernews","source_id":"48654316","content_type":"comment","title":null,"body_preview":"I had a Xerox 1108 Lisp Machine, ran InterLisp-D on it for about two years, then slowed it down by installing Common Lisp on it.\nWonderful for Larry et.,al. to keep it going as open source.","author":"mark_l_watson","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","niche_expertise"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654316"},{"id":"6c019b0b-b7c5-45bb-9944-799b94947df4","source":"hackernews","source_id":"48656170","content_type":"comment","title":null,"body_preview":"You can have the residential programming feel with SBCL; it's a pleasure.","author":"anonzzzies","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656170"},{"id":"41e6a368-a7a4-4e71-9bdf-bbdf4368565a","source":"hackernews","source_id":"48658540","content_type":"comment","title":null,"body_preview":"I wasn’t familiar with the term “Residential programming,” but it reminds me of the talk “Stop Writing Dead Programs” (https://jackrusher.com/strange-loop-2022/)\nIncreasingly, I think that an agent (a","author":"TheTaytay","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.08506075369070823,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658540"},{"id":"e56e1a95-b1f1-48e1-ab43-a80cc36239c4","source":"hackernews","source_id":"48653550","content_type":"comment","title":null,"body_preview":"Rory Sutherland [0] has a great quote:\n\"If you really want to great phenomenal items here is the plan:\n- enter a market\n- become a monopoly\n- use those monopoly profits to fund R&D/building items of i","author":"alexpotato","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary_on_quote","absence_of_ai_signals"],"bot_score":0.1359617807345094,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653550"},{"id":"578fd88e-543f-4598-a29d-d408a1f27329","source":"hackernews","source_id":"48654094","content_type":"comment","title":null,"body_preview":"A great tech book on symbolic computers in general and Lisp machines, is Peter Kogge's 1991, \"The Architecture of Symbolic Computers\". I believe new efforts by people like Yann LeCun will counter the ","author":"eggy","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.12031743032718943,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654094"},{"id":"ab307a15-e8c2-4cc6-84a8-ab89e3b692ce","source":"hackernews","source_id":"48632359","content_type":"comment","title":null,"body_preview":"If you find PARC interesting, and especially if you're interested in symbolic computation, I can highly recommend digging as deep as you can possibly stomach into the FGCS:\nhttps://www.airc.aist.go.jp","author":"ux266478","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.18028402765758508,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632359"},{"id":"8c2e7427-27ed-496b-8c62-9a90e5c88db6","source":"hackernews","source_id":"48654588","content_type":"comment","title":null,"body_preview":"I wonder how much utility of such special-purpose languages will keep getting diminished as AI coding becomes a staple in programming and software engineering.","author":"dartharva","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654588"},{"id":"d1590787-0236-4976-a4b0-65f7bc68ed26","source":"hackernews","source_id":"48656683","content_type":"comment","title":null,"body_preview":"\"Modern programming languages reflect a consensus on the the most important programming concepts, including lexically scoped variables, closures, objects, pattern matching, and type parametricity. Why","author":"shevy-java","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.1410898861763945,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656683"},{"id":"79ed7d2c-c891-4920-8745-cc1c218b5b5e","source":"hackernews","source_id":"48657175","content_type":"comment","title":null,"body_preview":"Once you have a bicameral syntax*, is there much point left in formal language theory? For instance, why would you still need complicated notions like LR(k) grammars (which Wikipedia confuses with LR(","author":"ogogmad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657175"},{"id":"a6957dd8-7f6c-4f7c-8ffe-003b14714e17","source":"hackernews","source_id":"48656002","content_type":"comment","title":null,"body_preview":"No instances of blazingly detected in the paragraph \"is it fast ? \", I guess the answer is not very","author":"poulpy123","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656002"},{"id":"1dd54f76-0a2c-4eb7-bb03-e04c727699f1","source":"hackernews","source_id":"48658856","content_type":"comment","title":null,"body_preview":"fun repeat(str :: String, n :: Nat) :: List:\n        [body]\n\nI may be over-sensitive to looks but... god why ?\n    fun repeat(str: String, n: Nat): List = \n\nwould be prettier. (I guess authors had to ","author":"alcover","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","opinion_without_over-qualification"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658856"},{"id":"df48ad7d-881c-4421-8ac8-19298d7a0e09","source":"hackernews","source_id":"48637140","content_type":"comment","title":null,"body_preview":"Rhombus is designed to be\n* approachable and easy to use for everyday purposes, with a readable indentation syntax; and\n* uniquely customisable with an _open-compiler API_ that is accessible to a wide","author":"spdegabrielle","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","list_heavy_advice","semantic_blandness"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637140"},{"id":"11318b6c-0919-4305-b692-24b9181661a0","source":"hackernews","source_id":"48654511","content_type":"comment","title":null,"body_preview":"I'd love to get a talk on this at the 2027 Carolina Code Conference (polyglot and cybersecurity). Call for Speakers will open in January.\nhttps://carolina.codes","author":"brightball","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.29225163495570816,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654511"},{"id":"7cda4ac7-802f-4ae1-a6fc-9937cd70e17e","source":"hackernews","source_id":"48654555","content_type":"comment","title":null,"body_preview":"You can read about Shrubbery, just adding the Rhombus syntax in Racket:\nhttps://docs.racket-lang.org/shrubbery/index.html","author":"azhenley","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654555"},{"id":"143ba89b-7446-4ad8-aea6-dfc579e44985","source":"hackernews","source_id":"48660454","content_type":"comment","title":null,"body_preview":"I'm coming from Go, so apologies in advance if these questions seem a little weird:\nHow do I distribute my Rhombus programs? Can I cross compile to other architectures/OSs, ideally with a static binar","author":"bbkane","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","specific_questions"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660454"},{"id":"ab384eda-54f9-44a6-be6b-0b1f0384b588","source":"hackernews","source_id":"48653190","content_type":"comment","title":null,"body_preview":"Related. Others?\nSummer Rhombus picture competition 2026 - https://news.ycombinator.com/item?id=48546270 - June 2026 (2 comments)\nRhombus Language - https://news.ycombinator.com/item?id=43394881 - Mar","author":"dang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11559065933852997,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653190"},{"id":"a315688d-aed1-4e97-8573-b77ebdfc6c97","source":"hackernews","source_id":"48659905","content_type":"comment","title":null,"body_preview":"Feedback:\n\"Modern programming languages reflect a consensus on the most important programming concepts, including lexically scoped variables, closures, objects, pattern matching, and type parametricit","author":"jerf","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659905"},{"id":"bc896b39-0632-4784-8ed9-8821213a61c9","source":"hackernews","source_id":"48653980","content_type":"comment","title":null,"body_preview":"I was not very involved in this. I still prefer s-expressions.\nAnyway, my main initial concern was how to make good macros without s-expressions. There is a nice video by Matthew Flatt in RacketCon 20","author":"gus_massa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity","imperfect_expression"],"bot_score":0.09778408049061406,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653980"},{"id":"2635b6c7-cca1-4b9d-8f15-afc7d7dfff6d","source":"hackernews","source_id":"48654208","content_type":"comment","title":null,"body_preview":"I’ve written a little library Rhombus.\nI think my favorite thing is the `…` operator. Go check it out. It’s not like the splat operator in other languages, though it does give that feel initially. It’","author":"ashton314","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","self_reference","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654208"},{"id":"ee3fa5ed-55cf-402d-8d3f-edfbce33e409","source":"hackernews","source_id":"48652841","content_type":"comment","title":null,"body_preview":"I was planning to wait until the M6 generation to replace my 16\" MBP M1 Pro. But after Cook said they will have to increase prices soon, I went out and bought an M5 15\" Air with 24GB/1TB.\nI think the ","author":"aurareturn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.12261757614705895,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652841"},{"id":"44ea26cc-2696-4c05-bf2d-d91859f0e6c1","source":"hackernews","source_id":"48655864","content_type":"comment","title":null,"body_preview":"Well Apple has no excuse for this. They literally had a quarter trillion dollars sitting, they could had bought an entire ram manufacturing company along with its entire supply chain (sand included).\n","author":"whatever1","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression","false_specificity"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655864"},{"id":"503efb0f-1523-4065-856b-d5a54673d209","source":"hackernews","source_id":"48664853","content_type":"comment","title":null,"body_preview":"Truly despicable shit from these manufacturers. Don't buy smart TVs, or block their network access if you must.","author":"mfro","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.14082705346325514,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664853"},{"id":"1c996cec-1be1-475c-a202-3abdd3c87166","source":"hackernews","source_id":"48664847","content_type":"comment","title":null,"body_preview":"Ankther example of why \"Smart TVs\" are peak enshittification","author":"manbart","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664847"},{"id":"b59b6640-b1d0-4326-94d4-3ea345e4eff9","source":"hackernews","source_id":"48665767","content_type":"comment","title":null,"body_preview":"”The researchers recommend that TV platform operators adopt clearer policies for proxy SDKs, require more prominent disclosures, and provide users with greater visibility into how their network connec","author":"mikestew","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665767"},{"id":"27e27352-8deb-43f5-b802-c1505331880c","source":"hackernews","source_id":"48645079","content_type":"comment","title":null,"body_preview":"Part of the problem is that models don't have a strong sense of taste, part of the problem is that the context in which projects exist is incompletely represented in the LLM context, and part of the p","author":"CuriouslyC","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645079"},{"id":"03aececf-81e4-47ce-a87e-b05247706b24","source":"hackernews","source_id":"48644898","content_type":"comment","title":null,"body_preview":"> You Cannot Quite Opt Out\nI am so over this. I cannot take anyone seriously that claims inevitability of their ideas, and how you must adopt them without \"being left behind\". If these tools are so go","author":"contagiousflow","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644898"},{"id":"e6d9fe15-43a8-464b-8d6c-3bdb5d0face9","source":"hackernews","source_id":"48645292","content_type":"comment","title":null,"body_preview":"This.\n>  Present-day models tend to produce code that is too defensive, too complex, too local in its reasoning. They avoid strong invariants. They add fallbacks instead of making bad states impossibl","author":"artisin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645292"},{"id":"86a38528-abe6-40eb-898b-6dc1af7f1d45","source":"hackernews","source_id":"48653113","content_type":"comment","title":null,"body_preview":"This ties into something I have been saying for months: LLMs are great at finishing tasks, but bad at aesthetics and taste.\nThere are two kinds of work: One is goal-driven work, where we have a goal t","author":"miki123211","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","niche_expertise","platform_fluency","absence_of_ai_indicators"],"bot_score":0.11983656073482953,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653113"},{"id":"c8d84d51-f47d-4925-bb9f-ead6c0812b15","source":"hackernews","source_id":"48654164","content_type":"comment","title":null,"body_preview":"> We may create codebases that are not merely hard to maintain by humans, but that assume machine participation as part of their maintenance model... People more and more merge code they cannot fully ","author":"gavinh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","natural_digressions","self_reference","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654164"},{"id":"2a5fed8e-f340-4420-9d8e-ea20fe60ac3d","source":"hackernews","source_id":"48661578","content_type":"comment","title":null,"body_preview":"Cointegration is an interesting measure that was introduced to deal with the problem of spurious correlation in time series regression analysis[1]. As I understand it, if you have a bunch of time seri","author":"seanhunter","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","analogy_use","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661578"},{"id":"f6d18578-dae2-4959-a716-797f0698890f","source":"hackernews","source_id":"48655988","content_type":"comment","title":null,"body_preview":"The ability of Texas to adhere so intensely to the idea of radical individualism while also being wholly committed to fascism at a policy level has always confused me.\nWhen I studied Texas history in ","author":"jeromie","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","natural_digressions","strong_opinions","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655988"},{"id":"8ce5b3dc-86d5-44ab-8549-d065020525c8","source":"hackernews","source_id":"48655097","content_type":"comment","title":null,"body_preview":"Anyone who values democracy is automatically an anti-fascist.\nDemocracy is _inherently_ anti-fascist.","author":"rekabis","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655097"},{"id":"bdf96995-0da2-4544-a203-b1fb73cc3c42","source":"hackernews","source_id":"48657415","content_type":"comment","title":null,"body_preview":"Even though I am commited to resisting \"fascism\" in all it's forms,the people convicted were definitly working themselves up to do something even worse.\n For me there crime was to be undisaplined and ","author":"metalman","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","strong_opinions","imperfect_expression","natural_digression","platform_fluency"],"bot_score":0.1433945805719489,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657415"},{"id":"10af4481-eda2-419f-91ab-36b8302fe2e9","source":"hackernews","source_id":"48657650","content_type":"comment","title":null,"body_preview":"Don’t forget shipping people to foreign concentration camps for having tattoos.","author":"secretsatan","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657650"},{"id":"6ab2e2a4-2326-4f51-95ce-8e9c98af7ccf","source":"hackernews","source_id":"48664053","content_type":"comment","title":null,"body_preview":"A reminder that the current administration was running military operations on Signal.","author":"adjejmxbdjdn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664053"},{"id":"dbd82bd0-8025-4f9a-aeed-c43e50269716","source":"hackernews","source_id":"48661293","content_type":"comment","title":null,"body_preview":"This article is quite dishonest.\n> Let’s be clear: a few of the protesters were out of bounds.\n\"out of bounds\" is a nice way of putting it. Terrorism is an accurate description.\n> But these sentences ","author":"bArray","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","human_indicators_present"],"bot_score":0.13342488200647407,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661293"},{"id":"396e3413-a17d-4804-ab5d-8c9dfff67d09","source":"hackernews","source_id":"48658332","content_type":"comment","title":null,"body_preview":"> Let’s be clear: a few of the protesters were out of bounds. One fired an AR-15 at the police, which goes beyond legitimate protest into inciting violence (and maybe even deliberate provocation). I w","author":"JuniperMesos","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658332"},{"id":"3ed4198f-ff81-47a9-8ae4-5e5c49203686","source":"hackernews","source_id":"48656171","content_type":"comment","title":null,"body_preview":"The sentences are pretty crazy but what’s with the strange understatement.\n> One fired an AR-15 at the police, which goes beyond legitimate protest into inciting violence (and maybe even deliberate pr","author":"arjie","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.13561135502778043,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656171"},{"id":"ec9c5117-eeb3-4466-93a7-3a120eb99608","source":"hackernews","source_id":"48655507","content_type":"comment","title":null,"body_preview":"In Poland during the Soviet occupation (1945-1989) people were beaten and jailed for having a copier that would be used for copying magazines and brochures","author":"p0w3n3d","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0.12553058890278804,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655507"},{"id":"146d18be-2773-45a6-8b3d-efcc7ba3ffcb","source":"hackernews","source_id":"48657261","content_type":"comment","title":null,"body_preview":"This is hardly a new approach or development.\nA decade ago, reading Linux Journal would get you flagged as being an extremist : https://www.reddit.com/r/linux/comments/4rp5l6/nsa_classifie...","author":"8fingerlouie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657261"},{"id":"0358fc10-9101-4fba-b437-697d0189f6aa","source":"hackernews","source_id":"48665669","content_type":"comment","title":null,"body_preview":"> One fired an AR-15 at the police\nThis is what makes this different. There’s lots of gun clubs all over the place. But if a member shoots at the police (or anyone, really) they are going to get the b","author":"prepend","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.08874831837637344,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665669"},{"id":"cc8f1dc1-d148-44cd-8646-72374270151d","source":"hackernews","source_id":"48659419","content_type":"comment","title":null,"body_preview":"Nobody's talking about how \"terrorism\" has expanded to mean, in law, armed opposition the the government. Throw in terrorism and the sentence goes up dramatically.\nIs it possible to oppose the governm","author":"hughw","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659419"},{"id":"968f1699-4467-4b0e-9c2d-96f4365cd6e7","source":"hackernews","source_id":"48664989","content_type":"comment","title":null,"body_preview":"If you are out in the woods and you come upon a roughly circular area of crushed down grass, that is a deer bed.  Try and avoid walking through it, deer beds are full of ticks.\nThe deer trails are a l","author":"opwieurposiu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664989"},{"id":"c31182e9-ac23-495e-a230-fdac1a0c905e","source":"hackernews","source_id":"48663570","content_type":"comment","title":null,"body_preview":"Link to actual paper: https://www.nature.com/articles/s41586-026-10688-0\nI think this article is a bad writeup about it. The attack is academically interesting but not practical or worth worrying abou","author":"Legend2440","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663570"},{"id":"98db4ed0-46e7-4ed9-96c7-90173b7fa804","source":"hackernews","source_id":"48656356","content_type":"comment","title":null,"body_preview":"This is genuinely fucking cool. I don't think I've ever seen a 3d printing implementation like this before. I'm not a big fan of splats as a modeling method, but for something like this it's fantastic","author":"noduerme","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656356"},{"id":"7fbf89a0-8131-4ab7-a687-f76aacb7e31d","source":"hackernews","source_id":"48656145","content_type":"comment","title":null,"body_preview":"Interesting how they voxelate the splat to print it. I am sure there are more efficient algorithms that allow you to make a mesh which then gets sliced before printing","author":"GL26","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_or_hypothesis","terse_reply"],"bot_score":0.1397455199679255,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656145"},{"id":"49a044f0-2aaf-4722-ac63-c3efb756209a","source":"hackernews","source_id":"48655270","content_type":"comment","title":null,"body_preview":"How much are the prints approximately? Can't see a price anywhere.","author":"KeplerBoy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655270"},{"id":"9f0f76d0-ba31-48c0-95ca-6b95919dbd82","source":"hackernews","source_id":"48654853","content_type":"comment","title":null,"body_preview":"This is the splat https://superspl.at/scene/3ae6a716","author":"smusamashah","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.11029793510344767,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654853"},{"id":"67a7b00a-a89e-4cc6-bbf9-4b4e632b2287","source":"hackernews","source_id":"48656168","content_type":"comment","title":null,"body_preview":"Overview of the printer used:\nhttps://youtu.be/T6sxVtViX-k","author":"simonjgreen","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.1769103893613646,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656168"},{"id":"3c2789e3-1048-4201-8f98-4bfc99d4f415","source":"hackernews","source_id":"48658587","content_type":"comment","title":null,"body_preview":"Once in a while I get inspired by a post on HN, but I know I don't have the energy to follow it through.  Here's my idea for anyone who thinks they can do something with it:\nImagine you are holding in","author":"stevep98","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658587"},{"id":"a5a1da60-be6f-4600-9075-b64e39ea7945","source":"hackernews","source_id":"48664241","content_type":"comment","title":null,"body_preview":"Well, you will be paid for your subjective decision-making, what applies where, system design, and your calculation of trade-offs. Regardless of what scaling laws say, these will remain a problem for ","author":"pradeep1177","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","strong_opinions","platform_fluency"],"bot_score":0.29699591672804493,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664241"},{"id":"293ae947-8eb3-4369-a5a7-7aa2df334614","source":"hackernews","source_id":"48662601","content_type":"comment","title":null,"body_preview":"If you don't know how to code, you can't possibly supervise a coding agent. You'd have no way of knowing if the idioms it used are correct or bolted on from another technology in a weird way. You'd ha","author":"kstenerud","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","analogies_as_explanation","platform_fluency"],"bot_score":0.11587345051654019,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662601"},{"id":"e0101a7f-ccbe-403d-80a6-106179aac242","source":"hackernews","source_id":"48662650","content_type":"comment","title":null,"body_preview":"Mathematicians don’t skip past the basics and jump straight into differential equations just because we have calculators, nor do chefs eschew knife skills because we have food processors.","author":"dkdbejwi383","classification":"human_created","confidence":0.7,"indicators":["analogy_with_real_world_examples","absence_of_ai_hallmarks"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662650"},{"id":"392f1a77-5a24-4648-9986-b971f1225afc","source":"hackernews","source_id":"48663533","content_type":"comment","title":null,"body_preview":"90% of \"Senior\" Programmers are not very good programmers, but they think that they are, and look down upon \"Junior\" Programmers.","author":"dosisking","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.142816013717186,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663533"},{"id":"b6d492a7-e9e3-4b1c-801e-3bfc2dfb348d","source":"hackernews","source_id":"48664574","content_type":"comment","title":null,"body_preview":"Programming is the art of applying math to solve problems. What kind of problems do you want to work on? That determines how much math to know, and what kind of programming you'll be needing to learn ","author":"leecommamichael","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_indicators"],"bot_score":0.14082705346325514,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664574"},{"id":"9208db37-cb37-419e-9e85-7eb4ed75e2cd","source":"hackernews","source_id":"48664790","content_type":"comment","title":null,"body_preview":"Back when starting my career, I always remember the repeated questions of \"do you need to be able to code to work in infosec?\".\nThe same applies here and in any other tech field, nobody ever regrets t","author":"xpn","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664790"},{"id":"9caeac4c-f522-4dd1-b7a7-c80280569a1d","source":"hackernews","source_id":"48664612","content_type":"comment","title":null,"body_preview":"To the extent that you use AI at all, it should be to accelerate your own understanding in ways that are independently verifiable/falsifiable.\nAI amplifies what you are.\nIf you take shortcuts in your ","author":"sn9","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664612"},{"id":"bce8b9f8-9279-448c-80ca-74e068a6c235","source":"hackernews","source_id":"48663841","content_type":"comment","title":null,"body_preview":"None. My company is hiring anyone who can use a computer and having them produce code via AI then review via AI and that is that. I was told to stop writing any code 6 months ago and haven't written a","author":"sqeak","classification":"human_created","confidence":0.85,"indicators":["personal_anecdote","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663841"},{"id":"0054f33b-3065-4724-9fbb-cb31f27faf4d","source":"hackernews","source_id":"48663670","content_type":"comment","title":null,"body_preview":"You don’t need to learn how to code if you’re not working on anything important & interesting.  But you’ll be limited to what AI can do for you.  If you need to solve problems where AI is weak, you’ll","author":"MikeNotThePope","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.056127812445913285,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663670"},{"id":"306c2052-0afa-4465-918a-bc5b3c668919","source":"hackernews","source_id":"48662613","content_type":"comment","title":null,"body_preview":"Even with coding agents, I think beginners still benefit from learning enough to understand system behavior, debugging, and tradeoffs. In our experience, AI accelerates implementation, but understandi","author":"Liz595","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_and_prediction","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662613"},{"id":"d43e0135-47c3-44a6-bb03-2c8b8f5cb581","source":"hackernews","source_id":"48663122","content_type":"comment","title":null,"body_preview":"There's still a lot of value in learning to code here, even if AI becomes the norm at certain companies.\nRemember, you want to be able to understand why your system isn't working as intended if the AI","author":"CM30","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.12645383417708117,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663122"},{"id":"75d09bdc-5ca8-4c90-99c2-bbf88c72854c","source":"hackernews","source_id":"48663667","content_type":"comment","title":null,"body_preview":"Instead of saying \"all of it\", let me differentiate what is important to learn in your bones and what is more or less solved (or at least secondary).\nYou need to understand abstraction layers in the c","author":"lubujackson","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","suspiciously_comprehensive","template_phrases","list_heavy_advice","absence_of_personality","platform_fluency"],"bot_score":0.09154876220309362,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663667"},{"id":"439dbf44-f61f-4a7a-87c8-7c141a3c24b5","source":"hackernews","source_id":"48662912","content_type":"comment","title":null,"body_preview":"Learning how to code will teach you how to break down problems and think in the way you’ll need to think to use and review code form AI. It will also teach you the language needed… not just the syntax","author":"al_borland","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals","natural_digressions"],"bot_score":0.07861398659698836,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662912"},{"id":"f4b2896f-58ec-4f77-8395-7d2c0818d9a1","source":"hackernews","source_id":"48665357","content_type":"comment","title":null,"body_preview":"Learning computer science theory is probably going to be more important for the future than writing code yourself, because LLM coding is here to stay, and the human's job is going to be guiding the LL","author":"YuechenLi","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.1880541089552812,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665357"},{"id":"7b26dd46-57fb-44fc-aae0-540b7d32bece","source":"hackernews","source_id":"48662859","content_type":"comment","title":null,"body_preview":"All of it. AI is magnificent in hands of a skilled coder. And absolutely crap in hands of someone who has no clue how computers work.","author":"alfanick","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.07902202980109187,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662859"},{"id":"b7ee6b3b-67f3-4b42-ae1c-16d9a6a9d657","source":"hackernews","source_id":"48665966","content_type":"comment","title":null,"body_preview":"I've heard a statement that the mainstream programming language over the past 10 years has been Python, and it has become much simpler than assembly language. So many people will believe that in 5 to ","author":"jamesli233","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665966"},{"id":"666ff6ef-b20c-4603-9670-ab83537e5402","source":"hackernews","source_id":"48665231","content_type":"comment","title":null,"body_preview":"\"coding\" is the skill that realizes other skills: it's a delivery medium.\nThe skill to learn is to be able to see and address the problems that will need solving in the medium term.\nEven before AI, so","author":"w10-1","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.13092575783123125,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665231"},{"id":"2d7a5754-733c-4b3a-b7af-ba21638a388b","source":"hackernews","source_id":"48663182","content_type":"comment","title":null,"body_preview":"Just like math is learned by solving equations, software engineering is learned by writing code\nDue to technological advances, solving equations stopped being a marketable skill, but understanding mat","author":"jonfw","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","uniform_paragraph_rhythm","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663182"},{"id":"3942dfe6-caf4-4016-85e7-068a6ce2ee96","source":"hackernews","source_id":"48663831","content_type":"comment","title":null,"body_preview":"It is exactly analagous to ask how much math you should learn given literally everyone has a scientific calculator in their pocket at all times.\nThe answer is: to be a mathematician or an engineer, yo","author":"vitally3643","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.08525683791955777,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663831"},{"id":"395f266b-29f2-461b-aea5-2a979f4bb83c","source":"hackernews","source_id":"48663976","content_type":"comment","title":null,"body_preview":"On effective engineering teams, there's always at least one person who is fluent one layer below where the rest of the team operates. That person tends to be extraordinarily useful in tricky situation","author":"sowbug","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.10392229155849324,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663976"},{"id":"171e05af-8a64-4440-96db-5f994de1484e","source":"hackernews","source_id":"48613845","content_type":"comment","title":null,"body_preview":"How much of why glam 5.2 is good today is due to open source contributions? Is the two-way-street-ness of it already pushing it to be better or so far it’s mostly a nice to have?","author":"culopatin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613845"},{"id":"7716a91a-67de-4e99-a35e-f5a59b32f230","source":"hackernews","source_id":"48615097","content_type":"comment","title":null,"body_preview":"Please correct me if I'm wrong, I'm totally out of my field here but what's the point of sota models that can be run only by hyperscalers? I mean, glm-5.2 is open source but with 1.5TB in weights who ","author":"aeve890","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinion","imperfect_expression","technical_depth"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615097"},{"id":"a0a2303d-a1a0-4d67-8755-6d6d83773fbf","source":"hackernews","source_id":"48665819","content_type":"comment","title":null,"body_preview":"I don't think a file can actually take less than 4 KiB of disk space on most popular file systems. Can it?","author":"Joker_vD","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665819"},{"id":"178f0097-ce30-4f7e-9b06-5cb0ccf29fea","source":"hackernews","source_id":"48655890","content_type":"comment","title":null,"body_preview":"System calls on Linux are stable ABI. They have to be, because you can statically link libc. This is different from Windows.","author":"inigyou","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1313382419082221,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655890"},{"id":"b5db0a85-1d90-4549-971c-5b6f8c19b32d","source":"hackernews","source_id":"48655357","content_type":"comment","title":null,"body_preview":"I didn't know there was a sequel! Looks like there's also a part 3 that covers teensy dynamic linking:\nhttps://www.muppetlabs.com/~breadbox/software/tiny/somewhat....","author":"AdamH12113","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655357"},{"id":"025aa4d0-a1cb-4c61-b817-f09bc3db26af","source":"hackernews","source_id":"48655658","content_type":"comment","title":null,"body_preview":"I understand this was probably vibe-coded, but it's still a lot of fun.  Well done!","author":"khazhoux","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655658"},{"id":"134c6693-6446-4f46-b9a7-dccd6a71ac02","source":"hackernews","source_id":"48656540","content_type":"comment","title":null,"body_preview":"Thats fantastic. Someone make a video game using it","author":"codingconstable","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656540"},{"id":"0b8a9b06-497b-4ec5-8d65-1a0566e853f2","source":"hackernews","source_id":"48614322","content_type":"comment","title":null,"body_preview":"I have been looking for a tool like this for so long. Very cool I will def be using for my website","author":"melvinczyk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.4178885678275621,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614322"},{"id":"9da3d014-db82-4c19-8663-baab60ca31d2","source":"hackernews","source_id":"48656629","content_type":"comment","title":null,"body_preview":"Is it like a filter on top of graphical 3D rendering or is everything rasterized in ascii from the basics?","author":"smusamashah","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise"],"bot_score":0.11029793510344767,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656629"},{"id":"15c5b3a1-2bcd-43bc-aa5d-0e64171e001c","source":"hackernews","source_id":"48655968","content_type":"comment","title":null,"body_preview":"Seeing some of your rendered 3D models in ASCII glyphs reminded me of 3D pixelated video games. It is really cool, but I fail to see its applications.","author":"frankzero","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655968"},{"id":"b5f53dee-769c-443c-97c2-8ebf6f250835","source":"hackernews","source_id":"48661286","content_type":"comment","title":null,"body_preview":"Folks commenting on Hacker News are acting how VC investors are acting in the market now. Everything is doom and gloom for anything that is software.\nOh claude can do this, claude can do that. It is w","author":"bitlad","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661286"},{"id":"131cfd91-5d73-4888-ab9a-b426516b1aab","source":"hackernews","source_id":"48658859","content_type":"comment","title":null,"body_preview":"Nice to see that it renders in pure 7 bit ASCII without using any code page 437 or Unicode characters.","author":"MisterTea","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10482817177815774,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658859"},{"id":"98db8ee5-0c0a-472f-bfe4-b67d99cf395c","source":"hackernews","source_id":"48661403","content_type":"comment","title":null,"body_preview":"I have a feeling this may be good for making pixel art games on the web","author":"novoreorx","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661403"},{"id":"90a1e48f-6d36-4c27-9e4b-6079e5fa4b37","source":"hackernews","source_id":"48657584","content_type":"comment","title":null,"body_preview":"Cool. I also had similar idea: https://github.com/surenenfiajyan/3d.js . But your one looks richer in features.","author":"senfiaj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11886626868227917,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657584"},{"id":"797bbb1b-4c6c-452d-b95b-91d1e29b29dc","source":"hackernews","source_id":"48655272","content_type":"comment","title":null,"body_preview":"Wow.  Where was this in the 90s when I \"needed\" it.\nIs there a console version?","author":"deftio","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1722912082729921,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655272"},{"id":"093099e0-caa6-43cd-b916-5c9d402d4f5c","source":"hackernews","source_id":"48661449","content_type":"comment","title":null,"body_preview":"Cool project!  I viewed the landing page on mobile (chrome, android) and touching to drag the globe worked once or twice, but stopped working afterwards.  The globe would appear to freeze (and, actual","author":"jesse__","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661449"},{"id":"b5a2411a-9ad9-4433-b785-0fe9f7f3bfc6","source":"hackernews","source_id":"48655485","content_type":"comment","title":null,"body_preview":"Is there a good reason not to use WebGL to render the scene and compute the character mapping? Even if you're dead set on outputting text to a `<pre>` you could write the ascii values out to a framebu","author":"4k0hz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655485"},{"id":"0a748618-2dd0-4ab8-86b0-55610d589079","source":"hackernews","source_id":"48655161","content_type":"comment","title":null,"body_preview":"> No WebGL\nWhy is this an advantage? I have a GPU and I'd rather it was used. As-is, one of my CPU cores is pegged at 100% just rendering the landing page.","author":"Retr0id","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655161"},{"id":"c467a8d4-386f-49c1-a90f-e7231fcf141a","source":"hackernews","source_id":"48656336","content_type":"comment","title":null,"body_preview":"That is very cool, dare I say impressive (at least in my opinion).\nFolks need to ease up a little I think.","author":"arlattimore","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.17032925006137825,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656336"},{"id":"81b50141-c7d0-4ca8-acbc-976af3494a6b","source":"hackernews","source_id":"48612266","content_type":"comment","title":null,"body_preview":"This is actually pretty awesome. I enjoyed going through all the models.\nI'm also not sure why I love ASCII art so much. Maybe it's because it's such an abstract way to represent something, yet our br","author":"smalltorch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.2594187349709245,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612266"},{"id":"ec42cd22-7dbf-422c-8192-b66b206f3502","source":"hackernews","source_id":"48653716","content_type":"comment","title":null,"body_preview":"Permanent and global boycott of Samsung due to them shoving ads into smart refrigerators.\nThey’ll keep pushing till you push back.","author":"tim-tday","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12232439598507847,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653716"},{"id":"1120e7a5-bdea-4977-a892-db61829d2293","source":"hackernews","source_id":"48654144","content_type":"comment","title":null,"body_preview":"so whats the implication for average joes here ? have no idea what these technical terms mean....","author":"zuzululu","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.08845424391555351,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654144"},{"id":"258d212b-7a86-49a3-91bf-650afc2c7ee4","source":"hackernews","source_id":"48658344","content_type":"comment","title":null,"body_preview":"There are tensorial ways to deform texts, it would be huge if you made an article on that","author":"GL26","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.1397455199679255,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658344"},{"id":"279d50af-d903-4835-9e43-e181985806c3","source":"hackernews","source_id":"48663131","content_type":"comment","title":null,"body_preview":"would love to read also more on what other approaches you considered or played with before settling on the current api/algebra (which is really nice!)\nmaybe the point, stroke, path tower, enlist and s","author":"tosh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663131"},{"id":"86280178-4ddd-4fd9-bf06-2c2b730d2063","source":"hackernews","source_id":"48662288","content_type":"comment","title":null,"body_preview":"I miss the days when doing stuff like this felt like a fun puzzle to solve with existing tools rather than a frustrating exercise in resolving dependency graphs.","author":"MarkusQ","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","semantic_specificity"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662288"},{"id":"c998a3f7-8bd7-4ede-a41b-73320d56a7b7","source":"hackernews","source_id":"48657674","content_type":"comment","title":null,"body_preview":"I see this as a project that re-vibes the filesystem implementation to a minimal, readonly version, that completely bypasses in-kernel caching.\nIs it really faster than normal filesystem? I haven't ch","author":"self_awareness","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657674"},{"id":"63908e6e-422a-4ace-a9de-97bdb49eb0da","source":"hackernews","source_id":"48654104","content_type":"comment","title":null,"body_preview":"Run this once per boot:\n  sudo setfacl -m u:$USER:r-- /dev/nvmen01p2 # or whatever\n\nAnd then any program you run will have read access to the block device.\nOr if you want to only give fff access,\n  su","author":"porridgeraisin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654104"},{"id":"2c02f337-0d1c-4895-9448-6ba1a2c1bfb1","source":"hackernews","source_id":"48656135","content_type":"comment","title":null,"body_preview":"Isn't this essentially a user space filesystem implementation?","author":"noufalibrahim","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.3,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656135"},{"id":"62c79160-8f74-4863-8708-3d91c44da937","source":"hackernews","source_id":"48653228","content_type":"comment","title":null,"body_preview":"> bypassing OS kernel\n> reading a raw device node (e.g. /dev/rdisk*)\nThat's... not bypassing the kernel. Time to integrate SPDK so it actually bypasses the kernel :)\nhttps://spdk.io","author":"watusername","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653228"},{"id":"1daa70ef-c163-4392-8ff8-1c8d69002d8b","source":"hackernews","source_id":"48649651","content_type":"comment","title":null,"body_preview":"I recently visited Portugal and it was so refreshing not to see huge near monster trucks on the road. Which have a very intimidating vibe to them.\nI was like oh look at people can actually function wi","author":"ElijahLynn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","personal_experience"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649651"},{"id":"4b30fcfd-2ada-4858-8b0d-6fbea2cb871f","source":"hackernews","source_id":"48651716","content_type":"comment","title":null,"body_preview":"Sitting in a modern pickup is worse than a school bus for visibility. You cannot see in front of the truck at all. Real blue collar work seems to mostly have moved to work vans like the sprinter which","author":"bfrog","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651716"},{"id":"b45ed2da-6f22-4496-9e35-aa8a758b03c8","source":"hackernews","source_id":"48623799","content_type":"comment","title":null,"body_preview":"No mention of CAFE standards? How can you write this article without mentioning the policy that incentivizes larger vehicles?","author":"adamsb6","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623799"},{"id":"99109fb1-3c3e-4d19-b2b5-f2c5a7cc960d","source":"hackernews","source_id":"48663198","content_type":"comment","title":null,"body_preview":"One way to reduce the speed of such large vehicles in urban areas is cyclists to conspicuously use the wider lane. I do this regularly with my Class 1 ebike (assists to 20mph), in part because the wid","author":"meristohm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663198"},{"id":"06e3d18b-8157-4ef6-883a-8d68e4dee819","source":"hackernews","source_id":"48649636","content_type":"comment","title":null,"body_preview":"The article keeps mentioning \"unintended consequences\" but I'm not convinced these are. Trying to come across as scary (perhaps because you are yourself scared) seems to be the whole point. \"Get out o","author":"verytrivial","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649636"},{"id":"92b4b883-3ed9-42b5-ae0d-afec1cbd3c35","source":"hackernews","source_id":"48662672","content_type":"comment","title":null,"body_preview":"I just finished Michael Christie’s Greenwood, a generational epic on family and, well, trees. Part of the book takes place in a future where the only trees left in the world are on a remote island off","author":"superultra","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662672"},{"id":"2df7f7c9-d2d8-420b-9188-391dce0ca076","source":"hackernews","source_id":"48662679","content_type":"comment","title":null,"body_preview":"This is what lawmakers that don't want to deal with the real life issues do. They work on nonsense laws while citizens live in squalor.","author":"balozi","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662679"},{"id":"367418cf-1d8b-44cf-8724-2e6e779aeaee","source":"hackernews","source_id":"48662857","content_type":"comment","title":null,"body_preview":"Calling a sentient living thing \"a common good of humanity\" is pretty dark. Putting those concepts together like that is an oversight.","author":"esbranson","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.23148148148148145,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662857"},{"id":"48568449-bae5-417c-a877-a444ace8a1a7","source":"hackernews","source_id":"48663073","content_type":"comment","title":null,"body_preview":"> the town will ... ensure that trees are ... replaced if they must be cut down.\nI'd hate to speculate about what this means for people that might stand in their way.","author":"ClarityJones","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","dry_humor","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663073"},{"id":"319f5c1a-2901-475f-baf6-fde8ad9e86f0","source":"hackernews","source_id":"48662396","content_type":"comment","title":null,"body_preview":"Who represents the trees and what are they able to do with these rights?","author":"skybrian","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.12548530690138227,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662396"},{"id":"ef84e06e-9b2c-428b-b382-5edf501f5e23","source":"hackernews","source_id":"48662646","content_type":"comment","title":null,"body_preview":"If you don't know anything about the difference between civil law and common law in Quebec, you should be reading wikipedia articles on the topic and such rather than asserting nonsense in comments on","author":"cwillu","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662646"},{"id":"a66ed294-05ee-41a4-aa1b-2da61843f12b","source":"hackernews","source_id":"48663081","content_type":"comment","title":null,"body_preview":"This might seem silly on the face of it, but I live in a town where native forest is regularly leveled to bare earth, built on, and non-native trees planted in its stead. It's dumb and ugly. But profi","author":"beej71","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663081"},{"id":"8ed450b3-0031-4fc0-a135-763ece9969bc","source":"hackernews","source_id":"48664431","content_type":"comment","title":null,"body_preview":"Corn, soybeans, and wheat would like a word… that is, unless this isn’t actually about “plant rights” and is really about faux-environmental NIMBYism.","author":"scoofy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.08096310310210929,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664431"},{"id":"f1b578e7-2176-4b30-b001-4ef5bd7a7b33","source":"hackernews","source_id":"48662308","content_type":"comment","title":null,"body_preview":"> \"We know corporations have legal personhood and rights and they are definitely not living,\" she said in a phone interview. \"So if some nonliving things can have legal personhood, what's stopping liv","author":"jimbokun","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11948907701644051,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662308"},{"id":"1f5da14d-d393-4ed5-84d9-873bd4c322a2","source":"hackernews","source_id":"48662293","content_type":"comment","title":null,"body_preview":"We probably need to plant more trees or be diligent about ones we remove, but this seems to proceed from an erroneous worldview","author":"erelong","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.19851559737292152,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662293"},{"id":"a5324b82-4999-4d65-b3d3-2a4e26986c44","source":"hackernews","source_id":"48662141","content_type":"comment","title":null,"body_preview":"I wonder if they adhere to Quebec's language laws.","author":"swader999","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662141"},{"id":"1de341c4-9dc4-4b09-9694-1402a898d611","source":"hackernews","source_id":"48663212","content_type":"comment","title":null,"body_preview":"I got a quick tree education. When my buddy and I were in grade school his family moved into a new housing development with streets lined with puny new trees surrounded by the usual wires and rubber g","author":"euroderf","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663212"},{"id":"c2d3d914-f760-4304-9d2c-47b066808e99","source":"hackernews","source_id":"48662222","content_type":"comment","title":null,"body_preview":"> Bourdeau says the new resolution means the town will review its existing rules and bylaws to ensure that trees are protected or replaced if they must be cut down. He also plans to implement measures","author":"seizethecheese","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","strong_opinions","platform_fluency"],"bot_score":0.39999999999999997,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662222"},{"id":"2c4db435-0c25-4ecd-a697-dc7b62a8b178","source":"hackernews","source_id":"48661792","content_type":"comment","title":null,"body_preview":"Finally. There should be major repercussions for destroying trees, especially within the cities that look increasingly like concrete blocks.","author":"wiseowise","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.10335718937781604,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661792"},{"id":"ab8533a5-5788-4a83-ba41-54d42b9bb694","source":"hackernews","source_id":"48662514","content_type":"comment","title":null,"body_preview":"Imagine trees having more rights than fetuses because \"A tree is like a human being,\" Bourdeau said. \"It breathes, it lives, it takes in water. It protects us from all sorts of things.\"","author":"chingabazinga","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662514"},{"id":"659894f6-e184-4720-a85f-58a5ce2369ae","source":"hackernews","source_id":"48662130","content_type":"comment","title":null,"body_preview":"Such a weird idea. Do they recognize the right of cockroaches to life as well - as they are much more clearly living beings with some realistic chance of being sentient and feeling pain? What about to","author":"tsimionescu","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662130"},{"id":"4b6c84ed-3da5-48e4-b620-5b21bcc6aa30","source":"hackernews","source_id":"48662090","content_type":"comment","title":null,"body_preview":"I'm pro-tree, but I feel like you can protect them without sounding this ridiculous","author":"bloppe","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662090"},{"id":"5ed7cf55-f643-44f5-86c1-8e0ec311e18b","source":"hackernews","source_id":"48662160","content_type":"comment","title":null,"body_preview":"This will be weaponized by NIMBYs to further limit construction of housing and infrastructure, leading to a situation in which trees have more human rights than people.","author":"I-M-S","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662160"},{"id":"3a27672f-ebf7-49f7-9888-bb058aae34f8","source":"hackernews","source_id":"48662027","content_type":"comment","title":null,"body_preview":"Finally!\nTrees are fantastic creatures.\n(I'd happily go as far as calling them Beings, but I'm afraid it would sound like some kind of a new age esoteric bullshit, even so I'm borderline convinced the","author":"neonihil","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice","synthetic_empathy"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662027"},{"id":"7594d954-53b4-4ca7-94e6-b486691740cc","source":"hackernews","source_id":"48659953","content_type":"comment","title":null,"body_preview":"I have no idea what the heck is this, maybe it’s a great product but a very poor website in telling what I am getting into, is this better than the usual containers? How? Supported platforms? Can I ru","author":"tamimio","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.13477469336439793,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659953"},{"id":"c199aa05-47d3-44bd-8932-f75d68702563","source":"hackernews","source_id":"48660644","content_type":"comment","title":null,"body_preview":"this space is too crowded now. everyone is copying whatever Chainguard is doing\n- Chainguard Images\n- Chainguard Libraries\n- Chainguard VM\n...","author":"tuananh","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","strong_opinions","platform_fluency"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660644"},{"id":"8b9de3d2-ddc9-47d4-8b30-77bc70fc366f","source":"hackernews","source_id":"48660366","content_type":"comment","title":null,"body_preview":"I truly don't get this. What is the security policy here? Why should I trust images built by minimus.io? How do I know they don't contain malicious software? What's the point?","author":"alfanick","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.07902202980109187,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660366"},{"id":"08749bd7-692a-4bc3-ba70-2973994a1955","source":"hackernews","source_id":"48659009","content_type":"comment","title":null,"body_preview":"Is their ingress-nginx-controller image similar to that of Chainguard: a drop-in replacement with the CVEs fixed?","author":"crabique","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659009"},{"id":"6d4d1b9e-37f2-455c-a2f2-e231bedf1f46","source":"hackernews","source_id":"48663805","content_type":"comment","title":null,"body_preview":"Is the cli open source? What about the images themselves?\nAn easy comparison is wolfi, which is completely open source.","author":"csnoob","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663805"},{"id":"c6cd2b31-6dfa-408b-a7e2-912a39156f21","source":"hackernews","source_id":"48662843","content_type":"comment","title":null,"body_preview":"In the risk reduction tab, it should compare the vulnerability count against the node-slim image. In my eyes, it takes away from the offering when they try to prop up the vuln count for the official i","author":"NoNameProvided","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662843"},{"id":"979e21f4-f884-40fa-bba7-b41c3b779d2d","source":"hackernews","source_id":"48662028","content_type":"comment","title":null,"body_preview":"What's the availability story? Docker Hub has pretty severe rate-limiting even if you're not an anonymous user.","author":"biimugan","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662028"},{"id":"c5362aa9-1edc-4b08-b6b1-ce14e40f1ea0","source":"hackernews","source_id":"48663717","content_type":"comment","title":null,"body_preview":"Thank you for this! Super valuable for contribution to all businesses. Suppose I want to add a custom PHP extension such as NewRelic, how would I go about adding that on your distroless images?","author":"euph0ria","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","template_phrases","genuine_specificity"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663717"},{"id":"19041b32-766c-4cf8-918b-a6dc2b3fbf29","source":"hackernews","source_id":"48658973","content_type":"comment","title":null,"body_preview":"The free tiers always go away, after they're deep in our infra. I would prefer to price it from the start.","author":"figassis","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658973"},{"id":"12e725b2-6995-4917-8e9a-8a84bd36a0ed","source":"hackernews","source_id":"48659504","content_type":"comment","title":null,"body_preview":"Since we started paying for Chainguard I’ve become super sold on the benefits of minimal and continually patched images. It’s just a shame that the open source community only gets to benefit from the ","author":"cedws","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","emotional_authenticity"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659504"},{"id":"dcbb564d-c486-42ad-b047-819069440973","source":"hackernews","source_id":"48658701","content_type":"comment","title":null,"body_preview":"John here (CTO and Co-Founder)… we’d be happy to answer any questions anyone has!","author":"morellonet","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658701"},{"id":"beef3f89-7d7b-43f1-b647-fe67c42a82c9","source":"hackernews","source_id":"48663539","content_type":"comment","title":null,"body_preview":"I'm interested in using these images on exe.dev.  exe supports any oci images and stands it up as a microvm, in which it would be used non-ephemerally from that point.  I'm assuming the images don't h","author":"indigodaddy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663539"},{"id":"2d49fa21-ddb8-4098-83d3-c6666fcf2f48","source":"hackernews","source_id":"48659011","content_type":"comment","title":null,"body_preview":"Where are these built? Can I see the Dockerfiles? How are they licensed?\nI get that they are free as in beer, but not libre/FLOSS?","author":"zufallsheld","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659011"},{"id":"c491b1d0-ee96-4dae-aa33-e53b37bd0f74","source":"hackernews","source_id":"48658774","content_type":"comment","title":null,"body_preview":"Asking the very obvious question (as it's not apparent from the website): Why would I use this over DHI (Docker Hardened Images) or Chainguard Images, both of which also have a set of free hardened im","author":"hobofan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.11468966191569932,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658774"},{"id":"c58384cc-b746-401b-94bd-c0676dff86ab","source":"hackernews","source_id":"48659655","content_type":"comment","title":null,"body_preview":"Completely blocking the image information page to mobile user agents is completely unnecessary. I'd much rather look at your non optimized page than be told to come back on desktop.\nMoreover, even aft","author":"charukiewicz","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659655"},{"id":"6366b3f9-229e-4604-b37e-9f99b614f8ec","source":"hackernews","source_id":"48666070","content_type":"comment","title":null,"body_preview":"https://www.usbr.gov/uc/water/crsp/studies/24Month_06.pdf\nhttps://www.sltrib.com/news/environment/2026/06/05/colorado-...\nhttps://www.sltrib.com/news/environment/2026/04/22/colorado-...","author":"toomuchtodo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.11200288657395968,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666070"},{"id":"b6d2c871-09e4-424b-8078-14b5b988467c","source":"hackernews","source_id":"48666474","content_type":"comment","title":null,"body_preview":"climate change isn't really notable when talking about average warming. The real damage is the movement of water and the transfer of energy from clouds to rain, where places will quickly dry up and if","author":"cyanydeez","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","niche_expertise","missing_platform_voice"],"bot_score":0.11876967926650114,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666474"},{"id":"2509b83e-e2e0-44c0-b15b-dde501d3c91d","source":"hackernews","source_id":"48657980","content_type":"comment","title":null,"body_preview":"I work at Google so was curious. This person did attempt to follow the process, but was belligerent in review and it was cancelled. They continued anyway.\nNo surprise they were fired. If you work at g","author":"dusbskxnd","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657980"},{"id":"89e3df44-ef80-4c92-b1f4-905ee78e49f2","source":"hackernews","source_id":"48653034","content_type":"comment","title":null,"body_preview":"Former Google employee here. This is exactly the kind of shit-for-brains action I'd expect from Google executives. Bravo on further dragging your image through the mud.","author":"CyLith","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","strong_opinions"],"bot_score":0.27263156237379765,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653034"},{"id":"f778bdd2-463f-4bf4-b280-bfad17d5413a","source":"hackernews","source_id":"48658620","content_type":"comment","title":null,"body_preview":"For me it hangs on how the author describes his product “THE google workspace CLI” as opposed to “A google workspace CLI”.  That sounds very much like an official google product to me.","author":"haritha-j","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658620"},{"id":"316c9861-ae1e-4897-a0b3-f0dde2109cf1","source":"hackernews","source_id":"48654107","content_type":"comment","title":null,"body_preview":"Great that it was available, but compared to Peter's version this one is inferior. It didn't have draft email as a default and asking it to write a draft would just send the email, oops lol. And doesn","author":"matznerd","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654107"},{"id":"d1c3fa2f-e6ac-4c74-9e98-7a0ee0432aa1","source":"hackernews","source_id":"48652956","content_type":"comment","title":null,"body_preview":"It'd be a fairly major faux pas to release a \"non-product\" open-source project in a way that smells like a product, but I don't think it's an automatic firing offense in most of big tech, especially i","author":"zerobees","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","speculative_reasoning","absence_of_ai_signals"],"bot_score":0.12483467265215104,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652956"},{"id":"faf8b91a-7667-4f27-b9ab-30e09018722b","source":"hackernews","source_id":"48655743","content_type":"comment","title":null,"body_preview":"Put aside whether this was justified or not, or the potential Streisand effect or PR damage (or vice versa). What signal is this sending to the young Google engineer who wants to build the next Gmail?","author":"eranation","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.054483331146658424,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655743"},{"id":"18568ab0-457a-4f4c-b9c5-cb9568abc902","source":"hackernews","source_id":"48655791","content_type":"comment","title":null,"body_preview":"The text of their \"tweet that got me fired\" is:\n> Introducing the Google Workspace CLI: https://github.com/googleworkspac\ne/cli - built for humans and agents.\n> Google Drive, Gmail, Calendar, and ever","author":"stevage","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655791"},{"id":"b2b8e121-b50d-492c-b577-1a55f7bcdae2","source":"hackernews","source_id":"48655855","content_type":"comment","title":null,"body_preview":"I never worked for Google, but I do have fairly extensive experience with these kinds of situations. From that perspective, I assume there has to be more to the story for it to lead to a firing.\nIn ge","author":"tlogan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1886716665705125,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655855"},{"id":"dbd1984b-2409-4a23-896e-accce749b3a8","source":"hackernews","source_id":"48652851","content_type":"comment","title":null,"body_preview":"I'm noticing a few commenters who work (worked?) at Google (inferred from comment history) who are critical of this person's actions.\nFirst: you ought to disclose that information when commenting on a","author":"cdata","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions","strong_opinions"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652851"},{"id":"ad3852f1-2363-4098-922f-052b0a7e9a6c","source":"hackernews","source_id":"48655113","content_type":"comment","title":null,"body_preview":"I also have Kevin Mitnick's business card and it is one of my most prized possessions. A great inspiration and influence on my life.","author":"Simulacra","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655113"},{"id":"725c997b-ff08-4ea7-a167-e162dcfa1f9c","source":"hackernews","source_id":"48657240","content_type":"comment","title":null,"body_preview":"As kids in the 90s in eastern Europe hardly anyone of us knew the name Kevin Mitnick, but if you were interested in computers at all, you'd certainly recall Condor.\nI think this was the first time I h","author":"Tade0","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657240"},{"id":"e6e0d99c-6006-42a7-ab20-7c9293ba66e6","source":"hackernews","source_id":"48653449","content_type":"comment","title":null,"body_preview":"Hah, he social engineered the God of social engineering...","author":"netsharc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653449"},{"id":"5b8871cf-a574-44b3-9589-af0d93dbd17c","source":"hackernews","source_id":"48661005","content_type":"comment","title":null,"body_preview":"Looks like op mostly a rehash of the linked Wired story?\nhttps://www.wired.com/2002/02/mitnick-meets-his-pigeon/\nhttps://archive.is/oMcKd","author":"e12e","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.06523208033395199,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661005"},{"id":"2c377cbd-fc85-4828-8753-2c77f00cb90e","source":"hackernews","source_id":"48653567","content_type":"comment","title":null,"body_preview":"I heard he can launch nukes by whistling into a pay phone.","author":"TurdF3rguson","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653567"},{"id":"844af26d-cbb0-4fb8-9dfd-eff8e8aabebe","source":"hackernews","source_id":"48655346","content_type":"comment","title":null,"body_preview":"His famous metal lock-pick business card - https://imgur.com/a/caareoI","author":"billehunt","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655346"},{"id":"d83ebc1e-69cf-4264-8c8d-efde72505bb8","source":"hackernews","source_id":"48658105","content_type":"comment","title":null,"body_preview":"What I don't see mentioned here:\nIt's entirely possible to be on opposite sides of the fence, hate the other party's actions, but still respect (or even like) them on a personal level. Imagine yoursel","author":"RetroTechie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658105"},{"id":"a3f4785b-3153-4216-b2ba-d1e7b264ec3c","source":"hackernews","source_id":"48654291","content_type":"comment","title":null,"body_preview":"I'm going to defend Kevin here because I see a lot of comments from people I am sure have no valid reason to be hating on him.\nKevin was particularly annoying because he never failed to penetrate a ta","author":"nunley","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","personal_perspective","self_reference","human_indicator_absence_of_ai_template"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654291"},{"id":"f1baf597-96b9-40dc-9151-a5607652db5d","source":"hackernews","source_id":"48654928","content_type":"comment","title":null,"body_preview":"Ghost in the Wires is one of all time favorite reads, and I still hope to see it as a dramatized film. It would be a fun “period piece” taking the audience through the 80’s and early 90’s, with some h","author":"appden","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","natural_digression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654928"},{"id":"c0648fe4-eda3-4c62-bd52-6182163a179c","source":"hackernews","source_id":"48654802","content_type":"comment","title":null,"body_preview":"I did not realize Mitnick had passed away, very sad. I first learned about him as a kid through the book Takedown, and his exploits definitely fueled my early fascination with computers and hacking. I","author":"olalonde","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.14801545030491736,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654802"},{"id":"b47c2394-e544-472d-9f01-9b2d0c11b412","source":"hackernews","source_id":"48653704","content_type":"comment","title":null,"body_preview":"I read the book by Tsutomu Shimomura, who caught Mitnick's hacking and tracked him down. It's a fascinating read. He was able to locate Mitnick in physical world based on his online activities and his","author":"ww520","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","niche_expertise","absence_of_ai_template_phrases"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653704"},{"id":"b3ab73ce-237c-44e5-a7da-765aeef5d37f","source":"hackernews","source_id":"48655112","content_type":"comment","title":null,"body_preview":"Since we're talking about Kevin Mitnick on Hacker News, I have to mention:\nI recently re-read \"Cyberpunk: Outlaws and Hackers on the Computer Frontier\". It was published in 1991 and the first third of","author":"aculver","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","self_reference","emotional_authenticity"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655112"},{"id":"2a379cf3-d80a-4794-a6d6-4081591d1707","source":"hackernews","source_id":"48655059","content_type":"comment","title":null,"body_preview":"For what it's worth, I'm George Hotz, and Kevin Mitnick's books were a big influence on me. I ran into him at a party at DEFCON one year and we talked for 20 minutes before I found out who he was. Gav","author":"georgehotz","classification":"human_created","confidence":0.95,"indicators":["self_reference","genuine_specificity","platform_fluency","emotional_authenticity"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655059"},{"id":"11d1dda3-9bac-40fa-94ca-bbae8d2e7ec3","source":"hackernews","source_id":"48653526","content_type":"comment","title":null,"body_preview":"I worked at a company that had hired Mitnick as a security consultant.\nHis report for a client that turned out to have been rife with SQL injection at the time was largely movie plot physical security","author":"mcfunley","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653526"},{"id":"9dfacdfe-8fa6-4965-ba6b-2400c921a08c","source":"hackernews","source_id":"48657792","content_type":"comment","title":null,"body_preview":"Were they ever \"special\"?\nThe inbound stuff we get through the vulnerability e-mail is pretty much exclusively spam. Then they start e-mailing random people of the company they can find to get through","author":"alper","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.25817041659455103,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657792"},{"id":"0e67a64c-1b98-4a09-824d-da49c9f0df87","source":"hackernews","source_id":"48654283","content_type":"comment","title":null,"body_preview":"I'm wondering whether this is a permanent change. After all the easy-to-find bugs have fixed and you can't find them just by asking an AI, perhaps security issues will deserve special treatment again.","author":"skybrian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12548530690138227,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654283"},{"id":"e4086bd9-8342-4bd9-9511-d81534c26c29","source":"hackernews","source_id":"48657644","content_type":"comment","title":null,"body_preview":"I wonder if LLM's 'jagged intelligence' will come to bite here again. AI might be better at finding certain kind of bugs, to the degree outperfoming the best humans, but that doesn't mean a skilled hu","author":"torginus","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.13735043013774972,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657644"},{"id":"9bfa7ce6-c431-43a3-bfab-9761373ff50c","source":"hackernews","source_id":"48656026","content_type":"comment","title":null,"body_preview":"These two bits stand out to me:\n> The security researchers are not special, the insight and confidentiality are\nvs\n> The bottleneck now is not finding potential issues but assessing which ones are rea","author":"dirkc","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":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656026"},{"id":"cdbbb567-bf3d-41aa-9dcd-11462b543007","source":"hackernews","source_id":"48659648","content_type":"comment","title":null,"body_preview":"Can anybody say what is going to happen? It's not a rhetorical question, and the implied or entailed context might involve a Nash equilibrium of some sort.\nRight now the rate of signal is high, and th","author":"parasense","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659648"},{"id":"bfb10580-5ae9-4641-b47e-4d681ff90059","source":"hackernews","source_id":"48654413","content_type":"comment","title":null,"body_preview":"Vulnerability reports were never special.\nThe _demonstration_ of security impact through vulnerability reports was special. The automation of “demonstration of impact” with AI isn’t that at all. The l","author":"jerrythegerbil","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","self_reference","natural_digressions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654413"},{"id":"764b7406-0942-4195-9a82-775e50d93f1d","source":"hackernews","source_id":"48656475","content_type":"comment","title":null,"body_preview":"I read a casual teams message from one consultant type of guy who said \"the low level linux hackers who don't care about best practices, code quality and security get what they deserve\". I don't know ","author":"mawadev","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.1913699116703906,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656475"},{"id":"184bd3bc-1ed2-41a0-a02d-9ce7f4af4413","source":"hackernews","source_id":"48660563","content_type":"comment","title":null,"body_preview":"Cannot agree more. As part of our SOC2 we have to log and respond to all inbound vulnerability reports. Before it was easy to tell if a report was just a bounty hunter looking for a low hanging fruit.","author":"ksajadi","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","absence_of_personality","human_indicators_present"],"bot_score":0.06324152629147203,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660563"},{"id":"20ca9d38-3b6e-42dd-a709-6f61404b4159","source":"hackernews","source_id":"48655432","content_type":"comment","title":null,"body_preview":"> LLMs are as good as almost any security researcher, and anyone can run them.\nI wonder what the metrics are. Also, not \"anyone\", just the affordable.","author":"qbane","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655432"},{"id":"10f7e491-567c-4dac-8cc9-a9d14bbec011","source":"hackernews","source_id":"48655651","content_type":"comment","title":null,"body_preview":"I read every piece like this one as: Money is moving in the vulnerability space now, when as before the LLM hype incentivized that, your best bet was that someone skilled enough would accept living wi","author":"rakel_rakel","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.17200019334031563,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655651"},{"id":"ebefdea2-487b-4ff1-8f14-bf3f48d4a504","source":"hackernews","source_id":"48653907","content_type":"comment","title":null,"body_preview":"I agree with this. One of the consequences of the \"vulnpocalpyse\" is that it's become even harder to sift through the noise: I triage well over a dozen reports a week, many of which are \"real\" in the ","author":"woodruffw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653907"},{"id":"bb1d9887-8bfa-4c80-a41f-9bd330583372","source":"hackernews","source_id":"48654527","content_type":"comment","title":null,"body_preview":"They weren't special even before LLMs. Drive-by script-kiddies would run some basic scripts against your platform and send generally-not-actually-a-vulnerability reports, claiming that these were big ","author":"fastball","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654527"},{"id":"3cd36104-efbb-4ba6-9db7-cd90faf2eece","source":"hackernews","source_id":"48654180","content_type":"comment","title":null,"body_preview":"There are some problems with incentives in the vuln report space. People report trivial vulns and expect the same treatment as people reporting critical vulns. But this isn't new with AI. Look at all ","author":"bawolff","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654180"},{"id":"3db1b3b6-4c48-4b85-86a0-844c74836bf4","source":"hackernews","source_id":"48655959","content_type":"comment","title":null,"body_preview":"LLMs find more vulnerabilities than people because people time is heaps more expensive than LLM time, that’s it.\nWe’ve always been able to find heaps, we’ve just never had the right structures to put ","author":"aetherspawn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655959"},{"id":"75043163-f959-47a1-8175-cf65cd0bc620","source":"hackernews","source_id":"48654003","content_type":"comment","title":null,"body_preview":"At risk of quoting too much of the article, it opens with this:\n> A requirement for staying sane while working in public as an open source maintainer is realizing that every issue, PR, and piece of fe","author":"david_shaw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654003"},{"id":"43431d77-25a6-4780-b496-aca4d5912da4","source":"hackernews","source_id":"48654585","content_type":"comment","title":null,"body_preview":"I feel like the current situation is temporary. LLMs are finding all the bugs. LLMs are also help fixing most of the bugs. Once most of the bugs are fixed, LLMs should be good at finding bugs before s","author":"socalgal2","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0.10893351337649947,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654585"},{"id":"8bf79e36-825b-4d76-b038-3e3674d11522","source":"hackernews","source_id":"48653931","content_type":"comment","title":null,"body_preview":"Security through obscurity was never a great strategy.. and now it’s not a strategy at all..\nHopefully at the end of this decade, a ton of software practices have been overhauled to eliminate classes ","author":"cadamsdotcom","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","natural_expression","absence_of_ai_signals"],"bot_score":0.11142837834247277,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653931"},{"id":"bbbfbcae-2248-43e3-9a4b-a185d213ec6f","source":"hackernews","source_id":"48659952","content_type":"comment","title":null,"body_preview":"Security Eng here.\nThe whole thing is an absolute mess.\nI’ve been (and still am) on both sides of the fence.\nI currently have two reports (one RCE on a famous OSS ML platform, one cluster take over on","author":"Goofy_Coyote","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","natural_digressions","strong_opinions"],"bot_score":0.3,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659952"},{"id":"27bebdad-52e0-4c6b-a360-23910529d141","source":"hackernews","source_id":"48653757","content_type":"comment","title":null,"body_preview":"I feel like it's also been overrun by a lot of spam. As someone running a company, I get 2-5 unsolicited \"vulnerability reports\" per week. Half of them are an LLM finding some bad CSS on our framer sp","author":"themanmaran","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653757"},{"id":"3ffda405-d48e-4fa3-b7cf-fca35b143d22","source":"hackernews","source_id":"48662082","content_type":"comment","title":null,"body_preview":"Thanks for making this privacy-forward. I had been using Heliboard and then a kludge to get another language they don't support via Simple keyboard. It worked well as a workaround, and then an update ","author":"3RTB297","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662082"},{"id":"acee7078-69fa-4253-b601-df79712904b9","source":"hackernews","source_id":"48655334","content_type":"comment","title":null,"body_preview":"For us sad iOS people, what's your favorite swiping keyboard? I just use the stock Apple one because custom keyboards can still be a little buggy (eg not loading occasionally).","author":"tmach32","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655334"},{"id":"d8ceae71-8239-4b21-a3e6-437a4c767dc1","source":"hackernews","source_id":"48658785","content_type":"comment","title":null,"body_preview":"FUTO has gone from tolerable to pretty great over the past year-ish. Sure, the (english) auto-completion still may not be the \"best,\" but I generally find it better than my iPad auto-completion. Thou,","author":"artisin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658785"},{"id":"38559f8d-fd07-4a37-ab1b-3dfd8f608103","source":"hackernews","source_id":"48656771","content_type":"comment","title":null,"body_preview":"I'm curious to see how it deals with dual languages - ie. not switching between them, but using two languages in the same sentence like the google keyboard supports out of the box.\nmy biggest issue is","author":"arnorhs","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656771"},{"id":"734fb0d0-c2f8-4ae0-b4bd-8248eaf87073","source":"hackernews","source_id":"48655131","content_type":"comment","title":null,"body_preview":"This keyboard seems to ship with a dictionary that includes a lot of curse words. No more ducking around.","author":"sholladay","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.308170416594551,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655131"},{"id":"186e8bde-d78e-4866-bf55-a310cb017dc4","source":"hackernews","source_id":"48656402","content_type":"comment","title":null,"body_preview":"That's neat! Would love to try it, but am also on iOS :/\nWith the risk of sounding like a broken record - what are people using on iOS? I've been using `SwiftKey` for a while as it has dictionaries fo","author":"vulkoingim","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656402"},{"id":"f1433ca1-3bcc-4a46-a241-5f3ce3313945","source":"hackernews","source_id":"48655321","content_type":"comment","title":null,"body_preview":"What I really want is a swipe model that can tune to multiple languages simultaneously when a keyboard layout can support it (English + German, German + French, etc). I rarely need more than 2 languag","author":"kstenerud","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.11587345051654019,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655321"},{"id":"a4342f36-34b7-46b9-9adc-b12ff076f6b8","source":"hackernews","source_id":"48659187","content_type":"comment","title":null,"body_preview":"swype was so good before it got destroyed by Nuance.  Gboard's own swipe to type is decent but missing a lot of those features that made swype so much better (swipe once backwards to erase the previou","author":"tgtweak","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659187"},{"id":"0910438f-a943-4e46-9321-3f845d7070fa","source":"hackernews","source_id":"48655590","content_type":"comment","title":null,"body_preview":"Very cool. I'm a big fan of swipe. So much so that a bunch of us a Grammarly re-implemented it using a similar technique about 2 years ago on the Grammarly iOS keyboard, so if you want to experience s","author":"dhruvbird","classification":"human_created","confidence":0.95,"indicators":["self_reference","genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655590"},{"id":"3090867d-30ec-4730-9490-3f20378a0b61","source":"hackernews","source_id":"48656064","content_type":"comment","title":null,"body_preview":"Fun fact for the first apple keyboard layout on the first iphone, the touchscreen hadn't the resolution to tell appart which letter you meant to type in, so it changed dynamically the \"hitboxes\" of th","author":"GL26","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1397455199679255,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656064"},{"id":"b8bc0350-eb9a-4289-b57d-d86ff2a6dbb3","source":"hackernews","source_id":"48653404","content_type":"comment","title":null,"body_preview":"I love swiping for speed, because it's usually faster than tapping and easy to do one-handed, but then there are always a bunch of words that are too similar that it can never get right, it doesn't de","author":"crazygringo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.12411620137912853,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653404"},{"id":"4f54093a-527d-4b43-b72a-f96fbc280254","source":"hackernews","source_id":"48656539","content_type":"comment","title":null,"body_preview":"Oooooh, now I'm thinking... you could design a simple circuitboard that holds multiple picos (surface mounted) and uses the USB data pads on the back to pull all the USB ports out to an onboard USB hu","author":"hellweaver666","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656539"},{"id":"c2bb327e-3fb9-479e-9f4d-ea9e868024ba","source":"hackernews","source_id":"48655467","content_type":"comment","title":null,"body_preview":"Google Gemini is that naysayer senior developer who confidently tells you it can’t be done.\nClaude is that easy to get along with smart hard working guy who just gets on with it and builds it double q","author":"andrewstuart","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12701814525971136,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655467"},{"id":"dabee893-cdb0-49af-84df-f9133a61d47c","source":"hackernews","source_id":"48656411","content_type":"comment","title":null,"body_preview":"Thanks! Now I potentially have ~20 USB WiFi adapters I didn’t have yesterday.\nEven better, no need to hassle with the WiFi settings on the target system.\nIn wrong hands, Pico W is actually a bit terri","author":"vardump","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656411"},{"id":"d89fec81-3ea1-4a2d-a7a6-20606144ee01","source":"hackernews","source_id":"48655273","content_type":"comment","title":null,"body_preview":"Love the way the author labels each of his diagrams as “AI Slop”!","author":"JSR_FDED","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.1366957910110502,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655273"},{"id":"a01fe644-9ce0-4bdf-b2ad-1b44264d14b1","source":"hackernews","source_id":"48655320","content_type":"comment","title":null,"body_preview":"Can you have the Pico operate as an access point? Would love to be able to use this to connect over wifi to a printer (printer in client mode), with the printer and macos talking directly over IP with","author":"drop-volley","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655320"},{"id":"072a3f80-fae2-405d-beb2-f3691fc0ec14","source":"hackernews","source_id":"48657204","content_type":"comment","title":null,"body_preview":"> Average 4.75 Mbits/sec throughput\nIsn't that slow for WiFi?\nI mean it's an interesting learning experience, but isn't that strictly worse than pretty much any WiFi dongle?","author":"palata","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657204"},{"id":"4490ed7d-2fb7-4ad2-a321-614157637015","source":"hackernews","source_id":"48660942","content_type":"comment","title":null,"body_preview":"Would love a Bluetooth variant, so I can use Bluetooth HID devices on a host with no Bluetooth stack.","author":"WhyNotHugo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660942"},{"id":"9a739fc1-4808-4a89-9dba-003f2b7b2ce5","source":"hackernews","source_id":"48657688","content_type":"comment","title":null,"body_preview":"Interesting project.\nIn a similar but opposite vein, I am going on a vacation and I wanted to share the stupidly expensive internet in my room at night with the family so I am likely bringing a raspbe","author":"bhouston","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference","imperfect_expression"],"bot_score":0.13386369527209843,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657688"},{"id":"c01f9814-4ad0-4ce3-b482-e0b8887f3a44","source":"hackernews","source_id":"48662373","content_type":"comment","title":null,"body_preview":"No Javascript\nPeruse README and source code\n   x=pico-usb-wifi\n   tnftp -4o\"|unzip -p /dev/stdin $x-main/README.adoc $x-main/src/*.c\" \\\n   https://gitlab.com/baiyibai/$x/-/archive/main/$x-main.zip \\\n ","author":"1vuio0pswjnm7","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.1449247631061012,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662373"},{"id":"2bb69339-c972-4df5-95ab-0e8953c341f4","source":"hackernews","source_id":"48661593","content_type":"comment","title":null,"body_preview":"I would like to ask the author, what do they mean when they say 'I spent 2 days and 1M claude code tokens'\nDid you completely vibe code this? or did you create a spec and asked claude to implement tha","author":"asc91","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661593"},{"id":"e75bd91e-b3db-4c49-b743-eb853f62d195","source":"hackernews","source_id":"48654677","content_type":"comment","title":null,"body_preview":"pico-usb-wifi is firmware for the Raspberry Pi Pico W that turns it into a driverless USB Wi-Fi adapter, enumerating as a USB CDC-NCM device.","author":"byb","classification":"human_created","confidence":0.7,"indicators":["technical_description","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654677"},{"id":"5bd664c2-7926-4f4f-a12a-723adfc975dd","source":"hackernews","source_id":"48661082","content_type":"comment","title":null,"body_preview":"I’ve been looking for a good solution for doing the exact opposite, being able to connect stuff through USB in my bench, and see them pop up in my office desktop as if they were usb devices.\nThe close","author":"xondono","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","imperfect_expression","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661082"},{"id":"08fce3d9-ac21-402e-94cf-2175307b8a9e","source":"hackernews","source_id":"48657576","content_type":"comment","title":null,"body_preview":"I recently bought Pico 2 W for DualSense (https://github.com/awalol/DS5Dongle).","author":"KJs6ZxELzQM37O","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657576"},{"id":"72b309f2-3b79-430d-a8ba-b3e27260259f","source":"hackernews","source_id":"48661982","content_type":"comment","title":null,"body_preview":"Buried the lede by calling this a \"usb wifi adapter\" and not \"magic Ethernet adapter that you don't have to plug a cable into\". This will come in handy for my systems that are normally air gapped or c","author":"alnwlsn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","self_reference"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661982"},{"id":"4995503f-716c-40f8-9f34-53707db330b3","source":"hackernews","source_id":"48655720","content_type":"comment","title":null,"body_preview":"Interesting that Gemini said it was infeasible. It should be aware that using a Pico W as a transparent ethernet bridge has been done several times over in open source projects, for example on BlueSCS","author":"polpo","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","self_reference"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655720"},{"id":"7d620c05-c1fb-4d3c-8ac4-e6024da12b24","source":"hackernews","source_id":"48660074","content_type":"comment","title":null,"body_preview":"I had the same idea for a Plan 9 USB WiFi using an ESP32. You serve the wifi device as a ether(3) device which negates the need for janky side band config as the config is done over the same 9P interf","author":"MisterTea","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.10482817177815774,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660074"},{"id":"b47d86f5-cb73-486c-85b7-e8cb03315035","source":"hackernews","source_id":"48663045","content_type":"comment","title":null,"body_preview":"In the retro-computing world (Oric-1/Atmos) we are using the PicoW as a way to get our old machines on the Internet, not by implementing USB-CDC drivers on the old machines, but by having the PicoW im","author":"MomsAVoxell","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","niche_expertise","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663045"},{"id":"1571ac7d-c187-4b6b-a390-1b04800fe390","source":"hackernews","source_id":"48658089","content_type":"comment","title":null,"body_preview":"This video has the greatest \"Sources and references\" section I think I've seen in a YouTube video - 16 videos, over 50 webpage links, and 4 references that don't have links.","author":"helsinkiandrew","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658089"},{"id":"2b63f178-0d8e-48e3-818e-8f8871f155cc","source":"hackernews","source_id":"48658747","content_type":"comment","title":null,"body_preview":"Very good. Full details of the development of Test Cards J and W here, which I read years ago and thoroughly enjoyed:\nhttps://web.archive.org/web/20100123102758/http:/www.barney-...\nAlso, Richard Russ","author":"jlarcombe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658747"},{"id":"2c6720a9-0061-4939-960a-e4fcd7926d10","source":"hackernews","source_id":"48656942","content_type":"comment","title":null,"body_preview":"I like the part where they talk about the color perception space. The color perception space has itself multiple representations, according to the distance definition you are taking. The one shown in ","author":"GL26","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","external_links_with_context","absence_of_ai_signals"],"bot_score":0.1397455199679255,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656942"},{"id":"01ed71d6-ceb6-48ac-a565-bb8165df053e","source":"hackernews","source_id":"48653223","content_type":"comment","title":null,"body_preview":"There was another project I saw years ago that this reminds me of. It was a guy who had been running a simulated city/community for like 20 years. The whole thing was done on pen and paper and used co","author":"solomonb","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653223"},{"id":"5a1f5d52-4b0e-45a5-bf90-18e198484f69","source":"hackernews","source_id":"48657066","content_type":"comment","title":null,"body_preview":"In grade school I kept meticulous, tedious logbooks of ships entering and leaving an imaginary port for tax purposes.","author":"fapjacks","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657066"},{"id":"03044691-3c9e-4f99-80e0-5cc53faf2142","source":"hackernews","source_id":"48653264","content_type":"comment","title":null,"body_preview":"Once upon a time, people worked on making imaginary maps https://www2.cs.arizona.edu/~kobourov/PROJECTS/maps.html to visualize datasets like TV and music recommendations. It was fun. In a 2026 context","author":"graphviz","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653264"},{"id":"55059030-4ac2-42c5-b726-e20553887586","source":"hackernews","source_id":"48653624","content_type":"comment","title":null,"body_preview":"First found out about Jerry’s Map over 10 years ago thanks to this video on Vimeo and it really stuck with me. Glad to see the project continue. Also I miss finding these smaller documentaries on the ","author":"DannyPage","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653624"},{"id":"3346ecc2-0407-454c-a36f-5bce287f75eb","source":"hackernews","source_id":"48660871","content_type":"comment","title":null,"body_preview":"The revision process makes it look like a satellite image, painstakingly updated by a single satellite, which can only cover so much per pass.\nI have this recurring dream of a city - it's a mix of var","author":"Tade0","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660871"},{"id":"61b2acc0-0963-43cb-9870-b925d4d921cf","source":"hackernews","source_id":"48660883","content_type":"comment","title":null,"body_preview":"I love Raymond Chen's stuff; particularly the way he brings humanity to our everyday tech.","author":"NoSalt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity"],"bot_score":0.16576285943274532,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660883"},{"id":"0d955015-5ea2-4442-ba64-90f05b84381b","source":"hackernews","source_id":"48656775","content_type":"comment","title":null,"body_preview":"Those are the versions of Word that even the Stallman himself has praised on his website.\nRIP Tony Kreuger.","author":"INTPenis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656775"},{"id":"68744702-da8a-4294-8361-02cb07c8f948","source":"hackernews","source_id":"48653378","content_type":"comment","title":null,"body_preview":"I wish there was a button on my keyboard that I could press when there's a red squiggle in the last N words, which would cause my computer to fix the underlined word to its best guess. It should wait ","author":"apparent","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653378"},{"id":"67009bc1-fecf-46db-a4da-ebe97b37f537","source":"hackernews","source_id":"48663520","content_type":"comment","title":null,"body_preview":"reminds me of the story of the Shuji Nakamura revolutionizing neon lights and getting a bonus of $180 for that work: https://en.wikipedia.org/wiki/Shuji_Nakamura","author":"bshivarthy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663520"},{"id":"800baff5-dd74-4b0d-b851-6f75636958c3","source":"hackernews","source_id":"48656691","content_type":"comment","title":null,"body_preview":"I think it was Larry Constantine that really hated them. As he put it, when you are writing, you should always be thinking about your next words, but the squiggles draw your attention to the words you","author":"orthoxerox","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656691"},{"id":"512d9d3f-7c19-428a-8cdc-f360c532b10a","source":"hackernews","source_id":"48661013","content_type":"comment","title":null,"body_preview":"Well... I guess squiggly lines are more useful now than ever with agents shipping tons of code every day","author":"othmanosx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661013"},{"id":"8a74f65c-7c13-4bc8-9005-74be24fd9876","source":"hackernews","source_id":"48656835","content_type":"comment","title":null,"body_preview":"I would really like to be able to entirely disable spell checking. I know it's a very niche desire, but I'm happy to live with my mistakes, and there are regularly bits of slang, technical terms, acro","author":"frereubu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","cultural_references","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656835"},{"id":"94497a30-3b57-44d8-9e11-66e509712bfa","source":"hackernews","source_id":"48660447","content_type":"comment","title":null,"body_preview":"I'm pretty sure that I was the one that came with the idea for adding them to generic text widgets when I implemented that in KDE (originally to add spell checking in KMail, since spell checking in em","author":"wheels","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660447"},{"id":"60444983-c5cf-4778-879f-e57ab899108f","source":"hackernews","source_id":"48653651","content_type":"comment","title":null,"body_preview":"I want to see yellow squiggles under logic errors. That will keep the programmers busy for a while.","author":"analog31","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653651"},{"id":"0fa5ccb1-679d-48ac-85e3-aa1ab18dbaa5","source":"hackernews","source_id":"48656633","content_type":"comment","title":null,"body_preview":"I'm not always a fan of the squiggles, but I can appreciate the UI pattern. It's definitely one of the more intuitive and recognizable visual markers for \"something's wrong with this word\".","author":"TomasBM","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_expression","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656633"},{"id":"f86b9338-1f86-49fb-b1ee-2c410fb1d845","source":"hackernews","source_id":"48653104","content_type":"comment","title":null,"body_preview":"I wish stories like this would be published before the nominee exits the stage.","author":"yzydserd","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653104"},{"id":"89195284-f253-4e67-b37b-6ece4c3116f5","source":"hackernews","source_id":"48655481","content_type":"comment","title":null,"body_preview":"Why can I always tell from the title of the submission and the microsoft.com domain that it’s Raymond? Love the guy.","author":"alex_suzuki","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655481"},{"id":"4df3d6ac-86b2-4340-b6d3-d268f656fbb2","source":"hackernews","source_id":"48657033","content_type":"comment","title":null,"body_preview":"> he accomplished this without the source code\nSure thing, who needs source code? This is HN.\nBut instead of reverse-engineering, I would just find or write an emulator, in case I would be asked to \"p","author":"jll29","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","opinion_expressed","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657033"},{"id":"c053dddd-0e6b-4600-a3b4-d703051347a6","source":"hackernews","source_id":"48653866","content_type":"comment","title":null,"body_preview":"I love these articles. Like. Of the million possible ways this could go, squiggles were the one, and it was from decisions of one man, on a whim. Yet, they completely change the world.","author":"kumarvvr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0.2795716072211998,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653866"},{"id":"596310fe-7130-485a-b97b-5da530854deb","source":"hackernews","source_id":"48656138","content_type":"comment","title":null,"body_preview":"Prowrite on the Amiga had a real time spell checker before Word did.\nPossibly there were other programs that did as well prior to that.\nBut Prowrite did it and had a red squiggly line under incorrect ","author":"sien","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656138"},{"id":"1bef54f1-f071-42eb-b2bb-74a68919becf","source":"hackernews","source_id":"48653207","content_type":"comment","title":null,"body_preview":"Amusingly, Chen's article refers to the Wikipedia page as evidence that Tony Krueger did the port. The article's evidence for that in its latest version? A link back to Chen's article...!","author":"tom_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653207"},{"id":"d72a8c1e-d323-4f03-a41e-a39d81002a96","source":"hackernews","source_id":"48654533","content_type":"comment","title":null,"body_preview":"When you work in multi language environment the squiggles are often less than useful. They are just visual noise I must fight or ignore because the system tries to guess the language of the text I'm w","author":"_whoDis","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654533"},{"id":"93cb237c-adda-4a7e-9eb0-33e5f25b265d","source":"hackernews","source_id":"48658025","content_type":"comment","title":null,"body_preview":"If you continue in this industry of software creation in a corporate setting, and you put your name into the source code, eventually you will become known for products/features that you never expected","author":"Lendal","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658025"},{"id":"f95f859f-33cc-4cac-966d-4532a1d8e275","source":"hackernews","source_id":"48661070","content_type":"comment","title":null,"body_preview":"I find it odd that many of both the blog comments and the HN thread comments are focused on debating the merits of the feature itself rather than the broader point of the article, that a small isolate","author":"joshuat","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.3235294117647059,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661070"},{"id":"0d9f0a1e-531b-49c8-9c5d-a55c9353e259","source":"hackernews","source_id":"48657315","content_type":"comment","title":null,"body_preview":"I'm sure I saw someone post the same link a day or so ago.","author":"ares623","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657315"},{"id":"aea0fd4d-89d6-43f9-8afb-f18682e6cd77","source":"hackernews","source_id":"48654479","content_type":"comment","title":null,"body_preview":"Here's another 8-page zine maker, built with Decker: https://micpp.itch.io/hybrid-zine-template-for-decker","author":"RodgerTheGreat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2944444444444444,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654479"},{"id":"edcb7064-d363-491a-88b6-9736fa0a21ed","source":"hackernews","source_id":"48655095","content_type":"comment","title":null,"body_preview":"I like a good zine, but not the ones trumpers make. I don’t like maga zines.\nI’ll see myself out","author":"onionisafruit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1915037499278844,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655095"},{"id":"59e17a5c-9f40-454b-836d-ec69ac0d4243","source":"hackernews","source_id":"48653667","content_type":"comment","title":null,"body_preview":"I've gotten super into Zine making this year and love this mini-8-pager format. I typically carry them around to share information with others, and get back to a world of print in our digital divide. ","author":"verdverm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.06675933814034925,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653667"},{"id":"b4969ec7-4b6c-46c6-8ac8-0ab29ba35de7","source":"hackernews","source_id":"48657118","content_type":"comment","title":null,"body_preview":"I love that it has the \"you wouldn't download a car\" font","author":"notThrowingAway","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657118"},{"id":"e6366885-c661-4f3f-b5ac-191d02bb768b","source":"hackernews","source_id":"48658788","content_type":"comment","title":null,"body_preview":"Does anybody know a tool for making a 32 page A5 zine like Bumb books [1] for people with little to no layout tool knowledge?\n[1] https://bumpbooks.com/","author":"maurits","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_query","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658788"},{"id":"1e863ad2-cfd9-46e4-b1c1-089f7ad6409e","source":"hackernews","source_id":"48657302","content_type":"comment","title":null,"body_preview":"I didn't know about zines before and they seem interesting but aren't we wasting half of the paper surface (from what I understood looking at some images) A printer spread achieves a similar result wi","author":"mahdi7d1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657302"},{"id":"d0e2e859-9c3d-4e04-b607-533c24a0377c","source":"hackernews","source_id":"48659406","content_type":"comment","title":null,"body_preview":"What is the state of the art regarding open source collaborative desktop publishing? Do exist any usable Wiki to Scribus workflows?","author":"BodyCulture","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.3,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659406"},{"id":"aed91cf9-f728-4967-9799-cdc028b6a4f9","source":"hackernews","source_id":"48658366","content_type":"comment","title":null,"body_preview":"Is there one of these for making a 12-page chick tract style one, so I can print a two sided single page with six segments on each side? I arranged something myself in photo editing software, but it's","author":"pavel_lishin","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.11077661802142406,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658366"},{"id":"b4fc483b-f8fe-4361-9f44-423bddb5a66f","source":"hackernews","source_id":"48656048","content_type":"comment","title":null,"body_preview":"Was doing a similar thing for plain HTML zines: https://github.com/zserge/zine - write each page as html, render as page previews in browser and as a folded zine when printed","author":"zserge","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656048"},{"id":"25ec788e-ab90-438b-b0fe-4b3f7275c23e","source":"hackernews","source_id":"48655873","content_type":"comment","title":null,"body_preview":"The zine enthusiasts in this thread might enjoy this little tool I made to print out and zine-fold Project Gutenberg books: https://github.com/sieste/pocketbook","author":"sieste","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655873"},{"id":"7a61f6bd-016c-42fa-be89-a55ad2e3484f","source":"hackernews","source_id":"48656372","content_type":"comment","title":null,"body_preview":"I keep hearing about zines and how they're cool and awesome, but I've never really seen one, so I can't really get a sense in my head for what they are. Does anyone have like an online gallery of zine","author":"voidUpdate","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_question","absence_of_ai_signals"],"bot_score":0.14199059757181187,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656372"},{"id":"8828b619-3b79-45f7-979b-c8f9c4d8a3f8","source":"hackernews","source_id":"48657399","content_type":"comment","title":null,"body_preview":"The general name for this category of software is imposition:\nhttps://en.wikipedia.org/wiki/Imposition\nI use the psbook command-line utility for this kind of thing.","author":"fmajid","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657399"},{"id":"a132f2fd-f1b8-459c-9fc7-6976532ee739","source":"hackernews","source_id":"48659270","content_type":"comment","title":null,"body_preview":"The following one-liner works for (exactly) 8 pages:\npdfjam in.pdf '1,8,7,6' --angle 180 --outfile /dev/stdout | pdfjam /dev/stdin '1-4' test.pdf '2,3,4,5' --nup 4x2 --landscape --frame false --outfil","author":"markvdb","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659270"},{"id":"fea5c209-efb5-44c0-bb27-db84e789ff39","source":"hackernews","source_id":"48654504","content_type":"comment","title":null,"body_preview":"Seattle used to have a top notch zine scene - entire sections of stores (music, magazine, comic, game) would have hundreds of local and national zines.\nRecently, Seattle's been trying to make a comeba","author":"ynac","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.023563821813522724,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654504"},{"id":"d71a774f-6010-454a-8815-55b1ce3b0656","source":"hackernews","source_id":"48654127","content_type":"comment","title":null,"body_preview":"Imagine four balls on the edge of a cliff.\nSay a direct copy of the ball nearest the cliff is sent to the back of the line of balls and takes the place of the first ball. The formerly first ball becom","author":"Lammy","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654127"},{"id":"df12e3bd-f45d-40ec-8d27-4d1f39ad85a5","source":"hackernews","source_id":"48597862","content_type":"comment","title":null,"body_preview":"> The DesignWare USB controller stores up to three consecutive Setup packets in memory.\n> Upon receiving a fourth Setup transaction, the DMA base address gets reset to its starting position before wri","author":"NooneAtAll3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.1308568415107356,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597862"},{"id":"e2785d6f-237a-4365-bf03-920b6da79a47","source":"hackernews","source_id":"48597796","content_type":"comment","title":null,"body_preview":"supposedly an unfixable vulnerability possibly affecting several iPhone models. should be more relevant than 4 points imho.","author":"raffael_de","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597796"},{"id":"f4c8a192-4c66-41e1-b2a9-01aab24f0058","source":"hackernews","source_id":"48660077","content_type":"comment","title":null,"body_preview":"The articles have been unclear about this:  Does this let attackers unlock a stolen iphone, for example, or is this just about jailbreaking a phone that you own and control.","author":"empath75","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1686687605370736,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660077"},{"id":"914127a4-4fb5-4e03-a0af-e3d95fde151e","source":"hackernews","source_id":"48646540","content_type":"comment","title":null,"body_preview":"Sounds like it’s a low level hardware/firmware hole that can’t be patched.","author":"djfergus","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.2629049405545331,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646540"},{"id":"5374b733-e104-4ed5-8692-956955c18589","source":"hackernews","source_id":"48658266","content_type":"comment","title":null,"body_preview":"Where did they get the code for SecureROM? Also, why is the ROM code so large, I thought the BootROM should contain the minimal code to boot from flash memory and that's all.","author":"codedokode","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","platform_fluency"],"bot_score":0.14424003046809467,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658266"},{"id":"b7733a19-85b2-48a0-8c26-a05b01168d45","source":"hackernews","source_id":"48653407","content_type":"comment","title":null,"body_preview":"I first thought of SecuROM, a CD/DVD copy protection scheme applied to computer game discs: https://en.wikipedia.org/wiki/SecuROM","author":"nayuki","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653407"},{"id":"2aa6f016-6b6d-4441-abad-baf3eee57d75","source":"hackernews","source_id":"48609980","content_type":"comment","title":null,"body_preview":"This is awesome news! It isn't a jailbreak in and of itself, but it is the first step.\nRight now we only have a reliable jailbreak (checkm8) for up to iOS 18 (and that's only thanks to one iPad model)","author":"nfriedly","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609980"},{"id":"2b4f4c0f-eda4-40c4-94b8-0120448a6d70","source":"hackernews","source_id":"48654951","content_type":"comment","title":null,"body_preview":"I'm curious what this will lead to, both security wise and jailbreak hobbyist wise. I saw this overview: https://www.reddit.com/r/jailbreak/comments/1ua58xd/usbliter... which mentions that it won't le","author":"ndiddy","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","quoting_external_source","technical_detail_comprehension"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654951"},{"id":"b03ef381-7f1d-4f68-9150-144ad00c9a77","source":"hackernews","source_id":"48664624","content_type":"comment","title":null,"body_preview":"I am kinda too young to play the original but as I love worms I also like this.\nNice game. How similar is it to the original?","author":"brna","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664624"},{"id":"3d9e38f8-af50-4a4d-b02f-07547a8da49b","source":"hackernews","source_id":"48666081","content_type":"comment","title":null,"body_preview":"Nice job - you might be interested, but the original creator of Scorch Earth has also recently rebooted it for the web as well!\nhttp://www.scorch2000.com","author":"vunderba","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","terse_replies"],"bot_score":0.06442629329156623,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666081"},{"id":"832ddac9-730e-4f33-98c1-9dc8a7bc3cd2","source":"hackernews","source_id":"48658173","content_type":"comment","title":null,"body_preview":"> it has successfully drilled to a depth of 100 meters, a milestone...\nNope that's a 0.1kilometerstone.","author":"esquivalience","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658173"},{"id":"fde7eed7-049f-4933-a26c-443838ed6ebf","source":"hackernews","source_id":"48653831","content_type":"comment","title":null,"body_preview":"Impressive, but how long did it take to drill 100 meters? I didn't see a mention of that.","author":"mikelitoris","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653831"},{"id":"e5b5ef58-096d-4a32-9ce8-c7c50994e386","source":"hackernews","source_id":"48654088","content_type":"comment","title":null,"body_preview":"Can someone explain how this works? A gyrotron is some kind of maser (like a laser but with microwaves). Are they vaporizing the rock?","author":"andai","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.10523668958093657,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654088"},{"id":"ee63505b-1fcc-4220-a818-3f0efa42345b","source":"hackernews","source_id":"48662174","content_type":"comment","title":null,"body_preview":"How do they keep the temperature of the borehole high enough so that the vapours don't condense on the borehole(and equiment) on their way out?","author":"krunck","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662174"},{"id":"17421598-5434-4b6e-a3a9-431066d90cca","source":"hackernews","source_id":"48655799","content_type":"comment","title":null,"body_preview":"Might want to do yourself a favor and figure out the implied question behind 400(?)\nIt's... not a lot of work. At least for me personally it rubs me the wrong way to name an important metric in Fahren","author":"NonHyloMorph","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655799"},{"id":"2c6a56d1-d500-423b-8ffc-6f6880dcb368","source":"hackernews","source_id":"48659250","content_type":"comment","title":null,"body_preview":"This company might not be very good at getting deep, but they have definitely figured out how to get press attention.\nI have been hearing about them for years in connection with enhanced geothermal, a","author":"epistasis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659250"},{"id":"9e01cd49-b2a0-4abd-a450-fe761db8c353","source":"hackernews","source_id":"48653527","content_type":"comment","title":null,"body_preview":"This company was previously featured on a video by Real Engineering: https://www.youtube.com/watch?v=b_EoZzE7KJ0","author":"organman91","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653527"},{"id":"3289b56b-f3d7-4bf8-8663-946e3a455faf","source":"hackernews","source_id":"48654678","content_type":"comment","title":null,"body_preview":"Its worth noting the original article was written July 2025. Not June 2026","author":"justinhunt","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","false_specificity","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654678"},{"id":"9ed92abd-7f19-4547-8291-6e386494b02f","source":"hackernews","source_id":"48656351","content_type":"comment","title":null,"body_preview":"That's impressive.\nBut why are there no near-term products? If you can cut through granite and such this way, it ought to be useful for other cutting jobs. There should be useful tools, such as small ","author":"Animats","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_voice"],"bot_score":0.14295303337672582,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656351"},{"id":"d650904d-aeb8-4137-b9eb-309f5865ee5c","source":"hackernews","source_id":"48655441","content_type":"comment","title":null,"body_preview":"I really like what https://www.deepfission.com/ is trying to do. They have the absolute simplest model for nuclear fission that I can imagine. They’re digging one mile (1.6 km) holes dropping low enri","author":"baron816","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655441"},{"id":"320fcc3a-1e4a-41f5-98ae-9c09d31121d8","source":"hackernews","source_id":"48665259","content_type":"comment","title":null,"body_preview":"It took people in tech an inordinately long time to start finally realizing the value of collective bargaining.","author":"yogthos","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.16176470588235292,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665259"},{"id":"1f59ef64-0e8a-4446-aa15-951153f88a54","source":"hackernews","source_id":"48666206","content_type":"comment","title":null,"body_preview":"After Larry's ban, I wish this corrupt organization would just die. However, they themselves are rapidly going there.","author":"pKropotkin","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666206"},{"id":"afc64b34-8da9-4c13-92d5-1cb919326d44","source":"hackernews","source_id":"48664922","content_type":"comment","title":null,"body_preview":"The announcement says both\nWikipedia workers in Britain are setting a “global first” by becoming the first body of workers at the online encyclopaedia to seek union recognition.\nand\nOutside the United","author":"Animats","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.14295303337672582,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664922"},{"id":"fc2d66c5-e19a-4b2a-af43-1ec3ee454a1e","source":"hackernews","source_id":"48665248","content_type":"comment","title":null,"body_preview":"This made my day. These workers will be better stewards of Wikipedia than management.","author":"bwestergard","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0.2678071905112638,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665248"},{"id":"a84fd15c-53f8-4f51-a451-5c77812ecce2","source":"hackernews","source_id":"48665246","content_type":"comment","title":null,"body_preview":"Wow, they're on a roll over there. Just two days ago they permanently banned the cofounder of Wikipedia, Larry Sanger.\nPer his tweet: \"Well, that’s that—I’ve been blocked by Wikipedia “indefinitely” f","author":"spoaceman7777","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665246"},{"id":"8e222547-380a-40e8-9dbe-3630a29a6ba5","source":"hackernews","source_id":"48665008","content_type":"comment","title":null,"body_preview":"Have the WMF done something bad that needs counterbalancing or are they just forming a union out of some sort of principle?","author":"jl6","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665008"},{"id":"024da3e1-1002-4647-8dad-4ac5134512dc","source":"hackernews","source_id":"48665463","content_type":"comment","title":null,"body_preview":"I've been mostly resistant to unionization for my whole career, but I think now is the right time. Between AI and H1B, the pool of jobs available for engineers is getting smaller and smaller, especial","author":"declan_roberts","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665463"},{"id":"e995371e-92db-48f3-beda-2d048bfc6386","source":"hackernews","source_id":"48665104","content_type":"comment","title":null,"body_preview":"Man, it's sad how far the wiki foundation has fallen.\nFor (literally) decades no one there would have even thought of forming a union!  To get them to not only consider it, but actually go through the","author":"hungryhobbit","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665104"},{"id":"0e52bc9a-01ba-4723-b5ee-9147104ec527","source":"hackernews","source_id":"48664321","content_type":"comment","title":null,"body_preview":"Bulldoze and burn all this useless greatman CS \"stuff\"","author":"casey2","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0.15169908416792496,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664321"},{"id":"c3a62806-60ac-4e30-9afa-53b731b6adc3","source":"hackernews","source_id":"48661786","content_type":"comment","title":null,"body_preview":"The website is maintained by Edgar Graham Daylight who is a devoted follower of Dijkstra - https://www.dijkstrascry.com/about\nThere is lots of neat information here for Dijkstra fans.\nIn particular (f","author":"rramadass","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.13530680468447961,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661786"},{"id":"30a29892-6768-4fbc-a08f-da52753e1b8e","source":"hackernews","source_id":"48662033","content_type":"comment","title":null,"body_preview":"Dijkstra passed away in 2002, sometimes I wonder what he would write nowadays given that the world took the opposite direction of everything he deemed as correct in software development.","author":"lp4v4n","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","strong_opinions"],"bot_score":0.3,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662033"},{"id":"4113d102-2268-41bf-ad0c-9094e91536ad","source":"hackernews","source_id":"48658699","content_type":"comment","title":null,"body_preview":"deepset? more like deadseek.\nno, thanks, never going to use that.","author":"tw1984","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658699"},{"id":"7d64e082-dbd5-4a78-b3f1-acbb22e2d142","source":"hackernews","source_id":"48661349","content_type":"comment","title":null,"body_preview":"> Haystack collects anonymous usage statistics of pipeline components. We receive an event every time these components are initialized. This way, we know which components are most relevant to our comm","author":"bitlad","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661349"},{"id":"d15ceb97-ebd4-4b3b-b8d7-3bf650fbd32d","source":"hackernews","source_id":"48661006","content_type":"comment","title":null,"body_preview":"People who name projects, please think very carefully if you want to use \"Haystack\" as the name of anything. There are literally thousands upon thousands of both overlapping and completely different p","author":"bane","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.0875,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661006"},{"id":"4fff1083-e188-472d-8267-24d74ffe72fa","source":"hackernews","source_id":"48661995","content_type":"comment","title":null,"body_preview":"I remember haystack being completely unusable for extractive QA 2 years ago. I wonder if it's the same package.","author":"alansaber","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661995"},{"id":"7d05ed27-f576-4a93-a5ae-7c4dcadfb234","source":"hackernews","source_id":"48659829","content_type":"comment","title":null,"body_preview":"I've experience using it with clients on several small to large projects. It's has advantages and disadvantages, as every framework.\nClients choose it because it's EU-based company.","author":"isawczuk","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659829"},{"id":"83950d74-b2bb-404a-81fd-3339642c11e7","source":"hackernews","source_id":"48658839","content_type":"comment","title":null,"body_preview":"its good that there is a competition in framework space, but does anyone have holistic view or opinions about their differences and where they shine?\nFor example,\n* there is LangChain and LangGraph - ","author":"throwaw12","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","list_heavy_advice","suspiciously_balanced","human_indicator_present"],"bot_score":0.11587345051654019,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658839"},{"id":"0ce42e83-4948-470b-a91f-13eb746fd0ee","source":"hackernews","source_id":"48661432","content_type":"comment","title":null,"body_preview":"My country, Angola, implemented online incorporation recently. They're very proud of it, but oh boy, do they need to burn it and salt the earth it stands on. It's harder and takes longer to incorporat","author":"figassis","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661432"},{"id":"c883bb45-28a7-4b19-8666-62bfba963a2f","source":"hackernews","source_id":"48659198","content_type":"comment","title":null,"body_preview":"Been there too. Paying thousands of € for a notary just to read some text you wrote out loud to you is absurd.\nThe cherry on top is the exit tax:\n> And no, I could not just leave instead. My first com","author":"throwaway15805","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","personal_anecdote_context","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659198"},{"id":"90bca635-c496-452a-8623-0658247c3233","source":"hackernews","source_id":"48659865","content_type":"comment","title":null,"body_preview":"\"To some clients, 'UG' reads as 'not serious.'\" -> more of a sales isssue\nConsulting or dev work doesn't need deep capital. we're insured for X if Y happens. A UG is fine. The \"not serious\" label only","author":"farbklang","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659865"},{"id":"a2821f26-82f3-40c0-b644-425a4e6e6948","source":"hackernews","source_id":"48665777","content_type":"comment","title":null,"body_preview":"Don’t they have Haftpflichtversicherung in Germany? Set up as a sole trader, get good-enough liability insurance, send invoices on Day 1, earn actual money while you wait for however long it takes to ","author":"FearNotDaniel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","strong_opinions","absence_of_ai_signals"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665777"},{"id":"3e1be443-15a1-4ec8-bce7-699db3bea575","source":"hackernews","source_id":"48660576","content_type":"comment","title":null,"body_preview":"I grew up in Germany and Austria and did my first startups there, then went to New Zealand and built startups there and currently live in Portugal and built startups there. Europe is broken beyond bel","author":"lnz_me","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660576"},{"id":"5e60f7ce-f8fb-4c9d-b3ee-67216be0d911","source":"hackernews","source_id":"48659207","content_type":"comment","title":null,"body_preview":"I looked into GmbH (german) , BV (dutch) , and OU (estonian) . GmbH seems very unpleasant. BV and OU are easier to obtain. But BV requires your primary place of business to be the Netherlands, which i","author":"Kim_Bruning","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","imperfect_expression","absence_of_personality"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659207"},{"id":"6be47da0-b059-4118-bd2b-5b50778cbb93","source":"hackernews","source_id":"48666329","content_type":"comment","title":null,"body_preview":"Luckily, it seems you do not  plan to import physical goods... This would be a next round of applications, fees, registers and id numbers. There are several countries out there, offering to set up a c","author":"lschueller","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.13960129638914645,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666329"},{"id":"25fcd63d-c28b-410e-9e5b-3cf56802eed3","source":"hackernews","source_id":"48659991","content_type":"comment","title":null,"body_preview":"You have to savour the lack of self-awareness in this one.\n> Founder chooses the most complex legal structure that's readily-available... and is surprised that this complexity comes with laywer and no","author":"phlo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659991"},{"id":"df64faed-4fc6-4363-a1cb-bef34812044a","source":"hackernews","source_id":"48659312","content_type":"comment","title":null,"body_preview":"Why so little? You are priviledged!\nImagine 3 young Italians that would like to work together in a startup. Let's consider only the first year, imagine a B2B SaaS, they are incorporating but they'll w","author":"Lucasoato","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.15684715314307823,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659312"},{"id":"9777dcd8-be9a-4a76-a0e1-43f6c0a58598","source":"hackernews","source_id":"48659388","content_type":"comment","title":null,"body_preview":"Going from the scheduled notary appointment to having the first company registered comes out to 17 days in the timeline. 24 days if you add the time for getting the notary appointment. From experience","author":"wongarsu","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","platform_fluency","absence_of_personality"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659388"},{"id":"3200a3a1-9457-443d-aff1-62fc22e74cba","source":"hackernews","source_id":"48658917","content_type":"comment","title":null,"body_preview":"For information: GmbH & Co. KG is one of the most complicated forms an company can be founded, the same goes if the inner company is an UG.\nMany things have to be done twice.\nThe only good thing is th","author":"stop50","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658917"},{"id":"73ac1536-a3de-4a66-97d4-5176b77ea94f","source":"hackernews","source_id":"48659980","content_type":"comment","title":null,"body_preview":"The authors claim that he spent \"9,600 euros to start a company\" is misleading. Since he wants to reduce his liabiliy and therefore the risk of his customers as much as possible, he opted for a comple","author":"Archelaos","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","platform_fluency","missing_platform_voice","over_qualification"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659980"},{"id":"e8df4219-c4cd-4b8e-aac9-53344dd4247c","source":"hackernews","source_id":"48659336","content_type":"comment","title":null,"body_preview":"> Which leaves the only real question. Why 25,000 at all? It is my company and my risk. If I want to start with nothing, that is my call, not a toll the state collects before it will let me try.\nBut i","author":"InsideOutSanta","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.11866876053707362,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659336"},{"id":"f603a171-c5ae-4917-9a70-6f35511e5579","source":"hackernews","source_id":"48659610","content_type":"comment","title":null,"body_preview":"Not to defend German bureaucracy but if you are serious and want results this is not how you do it.\nIf you want a GmbH quickly there are specialized lawyers that maintain a pool of freshly founded Gmb","author":"weinzierl","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","balanced_perspective","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659610"},{"id":"fafb23cf-f414-4e7c-8ddb-6dbc09ec4af6","source":"hackernews","source_id":"48659368","content_type":"comment","title":null,"body_preview":"Germany is one of the worst countries when it comes to bureaucracy nothing is fast here if you go the legal path and stay within the law (which is mostly for small people big players have different wa","author":"robtro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659368"},{"id":"74c93722-90b4-473b-af91-b8130f770645","source":"hackernews","source_id":"48659146","content_type":"comment","title":null,"body_preview":"Before Europe gets lumped in as one country, founding a company in Netherlands and Sweden, speaking from personal experience, is a breeze.\nAlthough Sweden is a bit strange in the fact that banks have ","author":"VadimPR","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.08506075369070823,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659146"},{"id":"01b6523b-441e-4852-9a84-9a3614c48db2","source":"hackernews","source_id":"48659330","content_type":"comment","title":null,"body_preview":"> Which leaves the only real question. Why 25,000 at all? It is my company and my risk. If I want to start with nothing, that is my call, not a toll the state collects before it will let me try.\n> And","author":"FLHerne","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 Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659330"},{"id":"d21562eb-0520-4733-bbfa-832241fafa3e","source":"hackernews","source_id":"48659486","content_type":"comment","title":null,"body_preview":"I've run a tech business on three continents, and nothing comes close to the Kafkaesque labyrinth of the German world.\nEverything is unbelievably complicated and over-engineered, and every layer is im","author":"nish1500","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659486"},{"id":"ff0a0fb8-eab2-4ec0-90b8-47b143ac3c38","source":"hackernews","source_id":"48660513","content_type":"comment","title":null,"body_preview":"There’s a lot of confusion here:\n- There is no double taxation if you just pay yourself a salary (since it’s a normal business expense). If you want to take money out of the company flexibly, a GmbH i","author":"mplappert","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0.3,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660513"},{"id":"1959d778-818f-4de0-9512-e84d7455020d","source":"hackernews","source_id":"48659806","content_type":"comment","title":null,"body_preview":"> Which leaves the only real question. Why 25,000 at all? It is my company and my risk. If I want to start with nothing, that is my call, not a toll the state collects before it will let me try. And t","author":"rob74","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659806"},{"id":"cbf66503-f6da-4a15-b811-cea7749a3160","source":"hackernews","source_id":"48665929","content_type":"comment","title":null,"body_preview":"Surprised a healthcare CEO hasn't tried to bribe the gov to just let them be the only game in town.","author":"downrightmike","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665929"},{"id":"448eb5fb-115b-41a2-a9b7-a5363f75b2f9","source":"hackernews","source_id":"48665800","content_type":"comment","title":null,"body_preview":"How much of that spending is continuously treating symptoms vs. finding and curing root causes?  At what point do the pentagon and other agencies step in and treat this like an unsustainable existenti","author":"Bender","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","over_qualification"],"bot_score":0.14066042531182665,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665800"},{"id":"72fb4c43-4bc5-44a9-b103-c7d3b510bae3","source":"hackernews","source_id":"48666119","content_type":"comment","title":null,"body_preview":"The plan to extract as much wealth as possible out of families with members near end of life is showing excellent results.","author":"androiddrew","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_template_phrases","platform_fluency"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666119"},{"id":"d36b7d2f-c4b5-44da-b015-fa34180d415c","source":"hackernews","source_id":"48665754","content_type":"comment","title":null,"body_preview":"$16,500 per person is insane. Someone is charging way too much for goods and services, and someone is paying it with no questions asked.","author":"tencentshill","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665754"},{"id":"66ee4678-8557-4e85-8809-a81da580873e","source":"hackernews","source_id":"48665876","content_type":"comment","title":null,"body_preview":"IMO, there's an interesting opportunity for AI to make healthcare deflationary.\nFor example, Medicare is launching a new program in July that pays a fixed rate for achieving defined outcomes, like low","author":"brandonb","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","polished_first_draft"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665876"},{"id":"21bcd2e3-ee82-4a1e-9d42-d1e538f3c744","source":"hackernews","source_id":"48666290","content_type":"comment","title":null,"body_preview":"The US spent $2 Trillion dollars on Medicare and Medicaid in 2024 [1][2]. If the US spent this money as efficiently as Japan (or UK [3], ...) it could pay for Healthcare for every single resident with","author":"bhelkey","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","false_specificity"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666290"},{"id":"99adce09-65c9-4d15-9670-e1da796cb843","source":"hackernews","source_id":"48613342","content_type":"comment","title":null,"body_preview":"https://en.wikipedia.org/wiki/Fran%C3%A7ois_Englert\nhttps://www.nobelprize.org/prizes/physics/2013/englert/lectu...\nhttps://www.nytimes.com/2026/06/20/science/francois-englert-...","author":"toomuchtodo","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.11200288657395968,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613342"},{"id":"384aee24-c804-4421-8cd9-5a5c35d117cb","source":"hackernews","source_id":"48659076","content_type":"comment","title":null,"body_preview":"Oh wow. I attended one of his seminars in Brussels after he was awarded the Nobel prize. Memorably event, he seems quite charismatic and a good speaker.\nAlways a bit of a shame that the “Higgs” Boson ","author":"Insanity","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659076"},{"id":"6fae060d-05f5-45b9-82c9-bd5eb33ee14f","source":"hackernews","source_id":"48658525","content_type":"comment","title":null,"body_preview":"\"The following year, the Nobel Prize in Physics was awarded jointly to François Englert and Peter Higgs.\nFrançois Englert, who completed a PhD in physics at the Université libre de Bruxelles (ULB) in ","author":"weinzierl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658525"},{"id":"49e57911-c772-4a81-9bb7-069de0e94baa","source":"hackernews","source_id":"48662507","content_type":"comment","title":null,"body_preview":"3–7× cheaper is the real win. 'Better on every problem' oversells it?","author":"fabijanbajo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.18583185219747972,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662507"},{"id":"3dc58513-8fac-411a-b81b-a1f860922589","source":"hackernews","source_id":"48661361","content_type":"comment","title":null,"body_preview":"Actual title:\nLEVI: Better ADRS Results at a Fraction of the Cost","author":"MonstraG","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661361"},{"id":"dd19510d-6d1b-431b-a02b-538c74b8faa1","source":"hackernews","source_id":"48655192","content_type":"comment","title":null,"body_preview":"35B model from the qwen-3.5 line\nhttps://github.com/QwenLM/Qwen-AgentWorld\nhttps://huggingface.co/Qwen/Qwen-AgentWorld-35B-A3B","author":"verdverm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.06675933814034925,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655192"},{"id":"d304073b-f3e0-4d26-aba8-a583d591b8f5","source":"hackernews","source_id":"48661955","content_type":"comment","title":null,"body_preview":"This questions the nature of banning SOTA models like fable deeply.\nAs simpler models with better simulated context will be able to more practically execute than SOTAs without such training.\nTo me thi","author":"tsunamifury","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced"],"bot_score":0.22085180938154117,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661955"},{"id":"8f597727-78cf-4e53-8692-cd9648e7436a","source":"hackernews","source_id":"48656657","content_type":"comment","title":null,"body_preview":"What if they did this using GLM 5.2? This looks like a new direction for AI.","author":"zkmon","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656657"},{"id":"3c74f478-5a73-499b-903c-b0fb5003783c","source":"hackernews","source_id":"48656401","content_type":"comment","title":null,"body_preview":"10M trajectories, probably more of a data scale win than a world model breakthrough tbh","author":"ElenaDaibunny","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.11780394925698727,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656401"},{"id":"c665242f-f92c-4e3c-8e7c-80c65597d62f","source":"hackernews","source_id":"48655295","content_type":"comment","title":null,"body_preview":"The labels of the very first chart (figure 1, bottom left) are obviously wrong which casts a doubt on the entire paper.","author":"Tepix","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0.10688788917147105,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655295"},{"id":"533a1793-9909-42a3-b5f4-4fd83537b185","source":"hackernews","source_id":"48656732","content_type":"comment","title":null,"body_preview":"Note this can run locally on a gaming card with quant. I got it running on a 4090 (24GB) 150 t/s with a Q4_K_M.","author":"avaer","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.10341576616661945,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656732"},{"id":"436f59f2-c6ab-4390-a7fd-61faa3d59f78","source":"hackernews","source_id":"48656399","content_type":"comment","title":null,"body_preview":"The benchmarks here are confusing at best. Am I reading correctly that this model is essentially as good or better than all frontier models right now?","author":"aliljet","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.22916666666666666,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656399"},{"id":"10cd34c0-fa40-4f62-8a2f-a440b10cc1f6","source":"hackernews","source_id":"48658093","content_type":"comment","title":null,"body_preview":"I thought in this day and age \"world model\" also includes robo arm training data and robot arm benchmarks","author":"singularity2001","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.2764073649370967,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658093"},{"id":"f75519cd-d74a-41a0-8ec8-632f8144e69d","source":"hackernews","source_id":"48657371","content_type":"comment","title":null,"body_preview":"https://hugston.com/news/qwen-35b-agentworld-insights\nhttps://hugston.com/models/hugston-qwen-agentworldq4-k-m","author":"trilogic","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657371"},{"id":"d3905b25-c78e-4acb-aa72-17022c7265f0","source":"hackernews","source_id":"48655471","content_type":"comment","title":null,"body_preview":"Eli5? What is this compared to a regular llm assistant model like the base qwen?","author":"psc007","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.2749858959271636,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655471"},{"id":"dbc95067-0f95-430e-bcf8-2dca7915d5b9","source":"hackernews","source_id":"48656431","content_type":"comment","title":null,"body_preview":"The smaller of the two models is open weights and available on Huggingface:\nhttps://huggingface.co/Qwen/Qwen-AgentWorld-35B-A3B","author":"adrian_b","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.23412698412698413,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656431"},{"id":"fe2e5d71-9712-4860-bb0b-9edcf5f3a692","source":"hackernews","source_id":"48657969","content_type":"comment","title":null,"body_preview":"I understand what the model is doing. I am struggling to understand where this is going to fit in a workflow. I understand a big gap is that any LLM based ai agent isn't aware of the consequences of i","author":"androiddrew","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","suspiciously_balanced","missing_platform_voice","template_phrases"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657969"},{"id":"e09bcac3-156f-43ad-a6a7-f0806af9945a","source":"hackernews","source_id":"48655664","content_type":"comment","title":null,"body_preview":"I'm a fan of this direction. For me the most interesting use case for these world models isn't even training, it's verification. If this thing or some idealized version of it can actually reliably sim","author":"dippogriff","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.3018796874098555,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655664"},{"id":"fcd2de5a-a4ab-4ef4-a507-68a600ac5cd0","source":"hackernews","source_id":"48657923","content_type":"comment","title":null,"body_preview":"I think the next movement is heading to multi model orchestration.\nhttps://developer.nvidia.com/blog/train-small-orchestration-...","author":"pulkas","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657923"},{"id":"834889e0-64b9-4f2a-aeb8-e262264db7c2","source":"hackernews","source_id":"48655779","content_type":"comment","title":null,"body_preview":"This might be pretty big. One of my biggest frustrations with smaller models (especially MoE) is their failure to track workflow state at a high level. I'm constantly reminding them what we decided on","author":"blurbleblurble","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.19101580667128007,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655779"},{"id":"154fc9b4-ed1d-4c70-9f89-8c62f7e17aa4","source":"hackernews","source_id":"48656655","content_type":"comment","title":null,"body_preview":"I think open-ended simulation for agents will be a key component for training and planning. Similar as human dreams simulate different scenarios in our head. Biggest challenge will be simulating more ","author":"Xx_crazy420_xX","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656655"},{"id":"86786c62-3414-4be4-b7cd-527505b153aa","source":"hackernews","source_id":"48663638","content_type":"comment","title":null,"body_preview":"Failed? They have very successfully pushed people towards chromium browser and traceable residential IPs while also training AI.","author":"akimbostrawman","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663638"},{"id":"1d05a4ba-c121-4401-957c-92046e83b818","source":"hackernews","source_id":"48662391","content_type":"comment","title":null,"body_preview":"Oh my good I hate AI articles.\nWhy do we have to make an interactive visualization for every single sentence? Thanks for showing me how distorted text is made in steps.\nAnd being a cat and mouse game ","author":"echoangle","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.10339089160321127,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662391"},{"id":"1d799ca3-fefc-4b71-b312-8b8c411aa121","source":"hackernews","source_id":"48662807","content_type":"comment","title":null,"body_preview":"Just today a website presented me a qrcode captcha.  I threw up.","author":"throw7","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.17138744228861458,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662807"},{"id":"06b937f6-be09-47bc-a109-a4bfa2e95143","source":"hackernews","source_id":"48663231","content_type":"comment","title":null,"body_preview":"although not perfect for other reasons, a captcha made using phone motion and device attestation like prsn.you is a more challenging bypass for today’s agent environments","author":"visiondude","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.3235294117647059,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663231"},{"id":"3f98d829-bcf2-440a-b250-b5ccf2c02e17","source":"hackernews","source_id":"48662759","content_type":"comment","title":null,"body_preview":"Always reminds me of the forces that shape the mechanisms around the exchange of genetic information that powers evolution.\nSee: Red Queen by Matt Ridley.","author":"randrus","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","human_indicator_niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662759"},{"id":"7ad3e7ee-9efd-402b-ad47-463d6938b875","source":"hackernews","source_id":"48663345","content_type":"comment","title":null,"body_preview":"They have served to train multiple generations of ANN and ML algorithms, in that, I think they've been a resounding success!","author":"ezst","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_indicators"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663345"},{"id":"dd4720a5-22ce-46dd-8be0-bf05da7b754c","source":"hackernews","source_id":"48663549","content_type":"comment","title":null,"body_preview":"What about those ones where you need to slide some piece of a puzzle in. I don't see those mentioned at all.  Are they effective?","author":"SirMaster","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.17189638874465762,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663549"},{"id":"87ff9695-8e7e-445e-9e7f-cf371027dd15","source":"hackernews","source_id":"48663189","content_type":"comment","title":null,"body_preview":"Really nice read Harsehaj!\nI haven't looked deeply into Web Bot Auth, but is identification tied to the agent (one identity per agent) or is it tied to the underlying person using the agent (the user)","author":"matteo8p","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663189"},{"id":"eef09d6e-dd45-49fc-8c58-ad18a306c2ff","source":"hackernews","source_id":"48663193","content_type":"comment","title":null,"body_preview":"The most recent variations that force you to click the boxes containing a certain artifact are incredibly frustrating and fail half the time. The large influx of AI-SEO optimized content being created","author":"joehabeebs","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663193"},{"id":"d84f6631-d4d9-4aa4-afb9-19118e794c19","source":"hackernews","source_id":"48662746","content_type":"comment","title":null,"body_preview":"Omg. I am on various VPN’s and now and again Google Auth (for youtube) throws me a captcha. They are mostly unreadable, but there is an audio option… which is just insane and does not make any sense, ","author":"thenthenthen","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662746"},{"id":"ff1cce73-829b-42f1-bea7-f246a2fca41a","source":"hackernews","source_id":"48662412","content_type":"comment","title":null,"body_preview":"Question that I've been wondering, can't attackers record human sessions and use it to attack a website to bypass cloudflare ?","author":"GL26","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency"],"bot_score":0.1397455199679255,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662412"},{"id":"f943d5c8-14e6-47d6-8e20-f0f51ad6064b","source":"hackernews","source_id":"48664410","content_type":"comment","title":null,"body_preview":"Here is some fun captcha instead of that https://feralui.vercel.app/#/captcha","author":"ramify123","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664410"},{"id":"41d88efd-6604-4443-9531-07ded78f57dd","source":"hackernews","source_id":"48663576","content_type":"comment","title":null,"body_preview":"I remember at one point in my teens, someone had made a web app that would snag the captcha and show you only the captcha, and you would just endlessly solve captchas, while the application tried diff","author":"giancarlostoro","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663576"},{"id":"81ef8773-71a7-4db2-9fb2-d7af661c5015","source":"hackernews","source_id":"48662731","content_type":"comment","title":null,"body_preview":"TLDR: They're promoting a product they're working on with Cloudfare under the guise of it being an \"open standard\" [1]. Of course, in the docs, Step 1 is \"Sign in with your Cloudfare account\". Comes a","author":"ra0x3","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662731"},{"id":"b90790d9-d7da-4df7-9e4f-ebe8b2991e89","source":"hackernews","source_id":"48663770","content_type":"comment","title":null,"body_preview":"The Chrome extension angle is interesting here. We ship an extension that interacts with Gmail and have seen how much variance there is in what Google considers \"bot-like\" behavior from extensions vs.","author":"curtisboortz","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663770"},{"id":"bf2106a2-0042-4956-bab7-050b5e4a94a9","source":"hackernews","source_id":"48663012","content_type":"comment","title":null,"body_preview":"As TFA points out, a major change is that bot traffic now comes from honest users via their LLM sessions, so you don't even necessarily want to block automated bots anymore.\nThe game is shifting to a ","author":"hombre_fatal","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","semantic_blandness"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663012"},{"id":"97f34e4e-f5fe-4266-8769-a15ea1fcc9f6","source":"hackernews","source_id":"48662643","content_type":"comment","title":null,"body_preview":"I thought half the point of captchas was to train vision models?","author":"epgui","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662643"},{"id":"96502b2a-7ef4-4165-beb7-17beecf9c72d","source":"hackernews","source_id":"48663037","content_type":"comment","title":null,"body_preview":"The issue is that anything that becomes a standard here automatically becomes a target. If the same sort of captcha protects everything from Gmail to Twitter to Cloudflare and Facebook, then bot creat","author":"CM30","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_personality","template_phrases"],"bot_score":0.12645383417708117,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663037"},{"id":"3d2b2064-a4d7-44a9-8dd6-464905724bd5","source":"hackernews","source_id":"48666494","content_type":"comment","title":null,"body_preview":"saw this somewhere dont know if can be implemented irl but looks promising https://github.com/mortspace/playcaptcha","author":"solutionB","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666494"},{"id":"58d52b31-3ad9-4e0f-9bdf-67ba2a437631","source":"hackernews","source_id":"48663206","content_type":"comment","title":null,"body_preview":"So this is a basically a shill advertisement ending in \"Your AI Agents can avoid captchas if you pay us.\"\nThe last example is a false narrative, that captchas will only happen if the \"browser looks su","author":"netik","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","technical_argument","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663206"},{"id":"580e2d8e-6b33-4f2a-a3b8-515b07625cd5","source":"hackernews","source_id":"48659482","content_type":"comment","title":null,"body_preview":"NoScript detected a potential Cross-Site Scripting attack\nfrom https://kolistat.com to https://bedeverewise.app.\nSuspicious data:\n(URL) https://bedeverewise.app/embed?autorun=1&query=WITH pois AS (\nSE","author":"HackerThemAll","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.1950835478451804,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659482"},{"id":"89dfb2a0-1b2d-49d3-b6b8-c2f5891fe16d","source":"hackernews","source_id":"48659026","content_type":"comment","title":null,"body_preview":"Interesting, but I think it works only for quick ad-hoc analysis. For dashboards or deeper research, you still need other tools","author":"PashaGo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.3751666807190305,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659026"},{"id":"ffabf4b1-6220-4dd4-b508-39065d4c4118","source":"hackernews","source_id":"48658678","content_type":"comment","title":null,"body_preview":"Looks great!\nOne minor correction - the `summarize` function in duckdb can also be used in CTEs etc.\nBut you have to wrap the `summarize` in a `from` clause like this:\n  with\n    some_table as (from r","author":"geysersam","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658678"},{"id":"48fcbfda-4c1d-4004-b590-ff1929906ae1","source":"hackernews","source_id":"48658257","content_type":"comment","title":null,"body_preview":"The plotting aspect of this seems very similar to:\nhttps://opensource.posit.co/blog/2026-04-20_ggsql_alpha_rele...","author":"williamcotton","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658257"},{"id":"61aabfc6-480e-4654-bddb-d1b81a25aab3","source":"hackernews","source_id":"48659590","content_type":"comment","title":null,"body_preview":"This fits a need I had when working with DuckDB: running statistical analyses directly within the database without having to spin up external tools (like R/Stata/Python).\nI really appreciate the API f","author":"pacbard","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","strong_opinions","natural_digressions","suspiciously_balanced","semantic_blandness"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659590"},{"id":"a79746cb-dbc3-4bc6-b1f7-1e4d1f43c22b","source":"hackernews","source_id":"48666361","content_type":"comment","title":null,"body_preview":"Discussed 2 days ago with 280 comments: https://news.ycombinator.com/item?id=48626930","author":"WalterGR","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.17105263157894735,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666361"},{"id":"44d71c5e-7046-4b13-a0a8-8eec05341dba","source":"hackernews","source_id":"48665173","content_type":"comment","title":null,"body_preview":"There is no such thing as a legally-required cookie banner. You can read the GDPR, or ask an LLM to read it for you if you can’t read anymore.","author":"speedgoose","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665173"},{"id":"2ce1249c-8ec2-4116-ba13-d0bda1c8fb30","source":"hackernews","source_id":"48665872","content_type":"comment","title":null,"body_preview":"Could the agent traces from this be used to improve sqlglot?\ntobymao/sqlglot: Python SQL Parser and Transpiler; with tests and support for 30+ dialects: https://github.com/tobymao/sqlglot\nIbis depends","author":"westurner","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.1028063082107974,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665872"},{"id":"cfad4f01-1c31-4b9c-858a-9c2fdd1d4efe","source":"hackernews","source_id":"48665354","content_type":"comment","title":null,"body_preview":"ha, try to keep going. Run it under samply and Gungraun (need AMD64 for this)","author":"sayrer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665354"},{"id":"0f2f4910-1724-409a-b966-cbae3b3d8ffd","source":"hackernews","source_id":"48665894","content_type":"comment","title":null,"body_preview":"You have a grammar file in a formal language, and want to generate a faster parser in another formal language.\nWhat's wrong with the source language that it's better to use a sufficiently smart random","author":"ncruces","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665894"},{"id":"065b8f33-5ac7-4009-8a65-f2415579b3e0","source":"hackernews","source_id":"48664216","content_type":"comment","title":null,"body_preview":"Dunno about the parser, but you broke scrolling on your fancy website without noticing it also ;-)","author":"sam_lowry_","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664216"},{"id":"8ecbf300-4a6c-46c9-a6a4-4f19f7679544","source":"hackernews","source_id":"48664897","content_type":"comment","title":null,"body_preview":"The thing I would have liked to know is why they don't use an existing fast SQL parser. Was being slightly incompatible with all existing SQL dialects a product requirement?","author":"lovasoa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664897"},{"id":"8b620b79-b1b5-4378-ab45-6ea952f165d9","source":"hackernews","source_id":"48666089","content_type":"comment","title":null,"body_preview":"This must the most compelling look I’ve seen at how software might work with LLMs doing a ton of heavy lifting.\nThere’s something kind of amazing here in that having read about property based testing ","author":"zingar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666089"},{"id":"4ce15e6a-44dd-41e9-bb12-3f0c070bcf57","source":"hackernews","source_id":"48665730","content_type":"comment","title":null,"body_preview":"That's great but I really wish you guys would do something about the llm integration, I tried using it two days ago to create a cohort of users using a sql query, and I was surprised to see that it sa","author":"justAnotherHero","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665730"},{"id":"87aecb00-d968-4e33-91e0-23577a0db8ab","source":"hackernews","source_id":"48665053","content_type":"comment","title":null,"body_preview":"The key parts of this is how not vibecoded it is. Feels like a model of how you should do software with AI. Now that we can easily set up property testing, fuzzing, etc. there's almost no reason not t","author":"russellthehippo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10698887835205617,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665053"},{"id":"eefc2d16-2e42-4fec-8660-a83f541cdaeb","source":"hackernews","source_id":"48665803","content_type":"comment","title":null,"body_preview":"Great loop spotting!\nRecently I was messing around with parquet files in Python and ended up needing to ship the results on Windows, without a Windows machine to test on.\nShipping Python to end users ","author":"ndr","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665803"},{"id":"2182dfd8-130d-44b7-ad59-9dacf099cf48","source":"hackernews","source_id":"48664379","content_type":"comment","title":null,"body_preview":"I cannot believe they're sticking to their guns on this website design. It's awful.","author":"mikkelam","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664379"},{"id":"8363b98f-75d4-4bc3-9a7e-aafbab00308d","source":"hackernews","source_id":"48665285","content_type":"comment","title":null,"body_preview":"This is the type of problem for which LLM generation is great for.\nIf you have an oracle, and your problem is largely just a pure function, it's pretty good at generating something that both works and","author":"theLiminator","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","polished_first_draft"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665285"},{"id":"cc64ced4-9535-4c46-989c-09763f8e4580","source":"hackernews","source_id":"48664625","content_type":"comment","title":null,"body_preview":"Well despite my current anti AI sentiment, I have to admit that after reading the article, It was a good use of AI, done by someone with good technical skills. Still I have the feeling that this only ","author":"duendefm","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664625"},{"id":"9b9cf2ed-ebfb-4028-b972-b0e743732284","source":"hackernews","source_id":"48665534","content_type":"comment","title":null,"body_preview":"I’ve had very good success in similar setups where you have some sort of “oracle” and can generate enormous corpuses of test data, such that you really, really trust the LLM code must work for the inp","author":"jakewins","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665534"},{"id":"4c9f2d3f-4662-4ece-b1e1-529962398549","source":"hackernews","source_id":"48655848","content_type":"comment","title":null,"body_preview":"What's with \"guard !foo else return\" instead of \"if foo return\", is that just how Swift is written?","author":"inigyou","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.1313382419082221,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655848"},{"id":"707d9cd5-4319-4509-8566-6446381a5533","source":"hackernews","source_id":"48655984","content_type":"comment","title":null,"body_preview":"Is the fix working because it forces the WindowServer to do a full composition of the cursor overlay, or just because it prevents the system from throttling down into a lower power mode?","author":"swiftcoder","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0.08977963294158627,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655984"},{"id":"6e51288d-e151-4174-97cc-ff72b6f2c25c","source":"hackernews","source_id":"48658367","content_type":"comment","title":null,"body_preview":"Bonus points if you manage to record the Facebook tracking pixel.","author":"amelius","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12295726910471227,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658367"},{"id":"e2c8d295-b58c-4afc-ae3d-0eda9e57135c","source":"hackernews","source_id":"48656508","content_type":"comment","title":null,"body_preview":"Embedded Swift in a script. That seems like a useful concept for small scripts on macOS. I will definitely steal this idea.","author":"vardump","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656508"},{"id":"476703bb-d305-4e01-8768-af4ffdf4c0ae","source":"hackernews","source_id":"48661608","content_type":"comment","title":null,"body_preview":"reminds of a prank we pulled on a coworker back in the xterminal days.  every time he hit a certain key it would invoke the 'melt' screensaver briefly. he was fairly unobservant though and we had to e","author":"gorfian_robot","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661608"},{"id":"d24f9fc5-9708-48d0-a782-414c467dc934","source":"hackernews","source_id":"48657855","content_type":"comment","title":null,"body_preview":"This is a great example of how to make a minimal app bundle with Swift. Thank you!\nAll an App needs on MacOS seems to be a binary and a little .plist","author":"gcr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.08874831837637344,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657855"},{"id":"f80e2889-92bd-4027-83c0-a32d7677c732","source":"hackernews","source_id":"48658302","content_type":"comment","title":null,"body_preview":"Crazy this would be the case when the MacOS cursor has been buttery smooth and only ever lags if the entire system is about to go down even on 800Mhz G4 Titanium Powerbook this was the behavior.","author":"whywhywhywhy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658302"},{"id":"e83d4f5c-8166-4990-bf38-8a3c8ecff541","source":"hackernews","source_id":"48657501","content_type":"comment","title":null,"body_preview":"A fix so amusing and ridiculous it gets the bug enough attention that Apple fixes it for real.","author":"elicash","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17032925006137825,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657501"},{"id":"a09b70b4-7ee7-4d2d-a75c-37c637da2aa8","source":"hackernews","source_id":"48661560","content_type":"comment","title":null,"body_preview":"One of the most damning indictments of current software architecture is the laggy mouse which we've all gotten used to on mainstream OS.\nThe other day my son and I were sitting in front of the XBOX ON","author":"PaulHoule","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.13683262306068728,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661560"},{"id":"3758ac09-6f45-4a52-b8b3-47756531a451","source":"hackernews","source_id":"48655701","content_type":"comment","title":null,"body_preview":"This is such a nice fix but then you install it's set it up to launch on start and forget about it. 5 years later the bug has been fixed for 4 and I still have tho script record a random pixel every 1","author":"anotherpaul","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655701"},{"id":"11edbb4f-d188-44a0-916a-216d959c445f","source":"hackernews","source_id":"48655734","content_type":"comment","title":null,"body_preview":"I’m not sure what the bug is, but this is a terrible fix. What this is doing is forcing the WindowServer to composite the cursor rather than treat it as a hardware overlay. I suppose the issue must be","author":"TheTon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48655734"},{"id":"cfd5c6c0-0c61-42a7-a3f6-5c8dd4bb7df9","source":"hackernews","source_id":"48659961","content_type":"comment","title":null,"body_preview":"Before reading the background info, I was going to recommend a much simpler fix, but they actually already mention it in there: \"Also the mouse cursor size can be changed.\"\nThis was going to be my sug","author":"exogen","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","genuine_specificity","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659961"},{"id":"27da5a63-fd81-42ef-9b96-0b6386ba8d36","source":"hackernews","source_id":"48656034","content_type":"comment","title":null,"body_preview":"But at the moment when it lags the system switches from hardware cursor to software cursor (CGCursorIsDrawnInFramebuffer() goes from 0 to 1) so maybe that transition is stalled somehow on Macbook Neo.","author":"userbinator","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft","absence_of_personality","platform_fluency"],"bot_score":0.14009509826438377,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48656034"},{"id":"bfbf4297-c2cd-4e7d-a3eb-48b47a7a998b","source":"hackernews","source_id":"48666523","content_type":"comment","title":null,"body_preview":"Tall vehicle hoods also increase the drag coefficient. Every deviation from the teardrop shape increases the drag coefficient.\nAn intake scoop in the hood would qualify as actual air cooling.","author":"westurner","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.1028063082107974,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666523"},{"id":"968e0cbf-303a-40a0-a632-19a00bb6902a","source":"hackernews","source_id":"48666463","content_type":"comment","title":null,"body_preview":"It is not in the article and I have no data to quote but I would think this would be a good \"think of the children\" moment.","author":"tocs3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_personality"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666463"},{"id":"ef0e53a0-687e-4f11-9ddb-efdbcdd87b16","source":"hackernews","source_id":"48666588","content_type":"comment","title":null,"body_preview":"It's incredibly stupid to remove substrings from headlines and expect that what comes back will be an improvement or make sense.","author":"add-sub-mul-div","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666588"},{"id":"7b786c15-7576-4eaa-9a01-c78b0572edf1","source":"hackernews","source_id":"48663525","content_type":"comment","title":null,"body_preview":"No idea whether the claim is right or wrong, but this processor package is beautiful.","author":"blastonico","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663525"},{"id":"b8be8223-e80b-411b-9bd5-ec879a6cd8c8","source":"hackernews","source_id":"48662102","content_type":"comment","title":null,"body_preview":"Is it premature to assume it's due to AI Microslop?","author":"josefritzishere","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662102"},{"id":"cad568cf-c5ff-40da-b9a2-a38162202e1b","source":"hackernews","source_id":"48662902","content_type":"comment","title":null,"body_preview":"Majorana fermion and Ettore Majorana are fascinating\nhttps://en.wikipedia.org/wiki/Majorana_fermion\nhttps://en.wikipedia.org/wiki/Ettore_Majorana","author":"ck2","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.14225436865712734,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662902"},{"id":"9bb49266-d3bd-4f97-9382-c0e8b5065b7b","source":"hackernews","source_id":"48664636","content_type":"comment","title":null,"body_preview":"> Microsoft's researchers made a basic programming mistake by evaluating the array index – the number identifying a value's position in an array – instead of the value to which the index refers.","author":"2OEH8eoCRo0","classification":"human_created","confidence":0.7,"indicators":["technical_accuracy_without_fluff","absence_of_ai_hallmarks"],"bot_score":0.15404040404040403,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664636"},{"id":"0aa2863a-8aed-4b08-be94-bff18253c228","source":"hackernews","source_id":"48662806","content_type":"comment","title":null,"body_preview":"When I see “boffin” in a title I think “The Register” so kudos I guess.","author":"Isamu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662806"},{"id":"38de150e-a507-44cc-8774-5de020916dbc","source":"hackernews","source_id":"48661948","content_type":"comment","title":null,"body_preview":"> boffins willing to go on the record as describing Microsoft's work as \"unreliable\" and perhaps even \"fraudulent.\"\n> Microsoft insisted its work is sound and in early June 2026 announced Majorana 2, ","author":"rdtsc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661948"},{"id":"fcab3652-e83e-44d6-a682-d0e14893e8d0","source":"hackernews","source_id":"48661757","content_type":"comment","title":null,"body_preview":"Love the word \"boffin\". I think we should use \"pundit\" more often as well.","author":"gadders","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661757"},{"id":"f7431502-4b1d-4788-ab42-898738c3f87a","source":"hackernews","source_id":"48663457","content_type":"comment","title":null,"body_preview":"I guess Microsoft upper management doesn't understand anything at all about quantum computing and they are \"scammed\" by Microsoft research people in quantum computing telling them they are making brea","author":"frankohn","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","over_qualification","template_phrases","polished_first_draft"],"bot_score":0.3833333333333333,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663457"},{"id":"74c9438d-341a-426d-8d01-f59e53dc403a","source":"hackernews","source_id":"48661950","content_type":"comment","title":null,"body_preview":"You’d really think they’d really check everything and cross their t’s after their previous issues in marjorana fermion QC. I generally have a very high opinion of MS research, but this is getting a bi","author":"mjhay","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661950"},{"id":"811ce5ee-eb83-48b2-9e58-1a2076a4154f","source":"hackernews","source_id":"48664674","content_type":"comment","title":null,"body_preview":"Not the first time that a Nature publication's \"too good to be true\" results turn out to be based on simple programming errors... Nature 532, 210 (2016) was retracted after it was shown that a hand-co","author":"rav","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664674"},{"id":"839497b9-b4b2-4c95-96f6-d2f0d328f9ca","source":"hackernews","source_id":"48661762","content_type":"comment","title":null,"body_preview":"Was pleasantly surprised to see the exact bug in here, in a \"The Register\" article of all places. Legg showed that fixing the bug invalidates the research. Seems Microsoft is responding to a clear pro","author":"frollogaston","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661762"},{"id":"d2b1f4dc-c7d5-475c-821c-0679295f4760","source":"hackernews","source_id":"48662376","content_type":"comment","title":null,"body_preview":"https://github.com/microsoft/azure-quantum-tgp\n```\nreturn xr.apply_ufunc(\n    lambda x: (x - x[::-1]) / 2,\n\n    conductance,\n\n    input_core_dims=[dims],\n\n    output_core_dims=[dims],\n\n    vectorize=T","author":"jdw64","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise","genuine_emotion","semantic_blandness"],"bot_score":0.2197224330712273,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662376"},{"id":"141a7352-3424-49e8-b722-c69855243e78","source":"hackernews","source_id":"48666436","content_type":"comment","title":null,"body_preview":"This confuses me. I read that they are hesitant to overbuild more production. If they can't drastically increase production then how do they grow revenue further?","author":"2OEH8eoCRo0","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.15404040404040403,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666436"},{"id":"f15546c0-94d1-408d-bb53-44ca6538cd5e","source":"hackernews","source_id":"48662440","content_type":"comment","title":null,"body_preview":"Been kicking around a similar idea in the back of my mind from the first moment \"functional core / imperative shell\" [0] and \"sans-IO\" [1] infected my brain. I've been chasing that high ever since.\nUn","author":"indiv0","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions","genuine_specificity"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662440"},{"id":"d005afc7-2224-4666-8863-bbcc701ce8eb","source":"hackernews","source_id":"48663416","content_type":"comment","title":null,"body_preview":"We have effect.ts, also this was here on HN with not real improvements just with changed marketing I think.","author":"alex7o","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.10391861102107912,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663416"},{"id":"03cedecc-dccb-4623-94ae-a101c7c43e17","source":"hackernews","source_id":"48661735","content_type":"comment","title":null,"body_preview":"I have the feeling that the author is really onto something: the explicit boundary between symbolic intent and real-world execution.\nType systems don’t cut it always, you sometimes need something in-b","author":"woutgaze","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 Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661735"},{"id":"5b0c2820-e7f2-494a-bc9f-9b38fda4e188","source":"hackernews","source_id":"48665453","content_type":"comment","title":null,"body_preview":"Things like this have existed for awhile. The challenge is always rolling it out to peers. It's confusing to them, and kills their velocity. Just like functional programming paradigms themselves - obj","author":"conrs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665453"},{"id":"b1b081de-9b7f-45fb-8a46-345c2cc83262","source":"hackernews","source_id":"48661418","content_type":"comment","title":null,"body_preview":"> Testing without mocking\n> you can assert on what the code intends to do without executing any of it\nis that not just bending the meaning of mocking? Nulling things out and not executing them is a fo","author":"dwroberts","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.09154876220309362,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661418"},{"id":"9af75d8d-8992-485a-8cfb-fb0c61218548","source":"hackernews","source_id":"48662918","content_type":"comment","title":null,"body_preview":"The concept of developing on a system which does not closely mirror your production environment died with virtualization and containerization over a decade ago. You will experience unforeseen conseque","author":"tcdent","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.10941873497092448,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662918"},{"id":"bb929c64-c35a-4284-87d6-ab28acf51729","source":"hackernews","source_id":"48666141","content_type":"comment","title":null,"body_preview":"The problem with these libraries is that you need a strict sdlc including linters, ci, reviews and codong standards and still the language itself is not playing in your favour.\nThe idea is nobel and I","author":"piterrro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666141"},{"id":"9d55b25b-636b-45df-8183-085e5a51534b","source":"hackernews","source_id":"48661049","content_type":"comment","title":null,"body_preview":"So many promises and claims in both the post and the README, yet I have no seen any evidence. I don't want to nitpick things out because it doesn't add much to the conversation, but it's assuming a lo","author":"ramon156","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","missing_platform_voice"],"bot_score":0.0842691929051874,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661049"},{"id":"09538803-9b32-4198-b4c4-dffb5d695aca","source":"hackernews","source_id":"48663820","content_type":"comment","title":null,"body_preview":"Many founders start their customer search with cold email, LinkedIn, and prospecting tools. But the first 10 customers rarely come from a tool. It starts somewhere else: your network, showing up in pe","author":"aurenvale","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663820"},{"id":"c4c9e801-bca3-4ab6-bd0f-894dea34b4ed","source":"hackernews","source_id":"48663088","content_type":"comment","title":null,"body_preview":"We aren’t going to have Open Source AI without Open Source hardware specs and Open Source manufacturing. Software has been solo driving open computing for far too long, and with AI now the bottlenecks","author":"paxys","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_specificity"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663088"},{"id":"d8f267e4-baf1-4798-86c0-bfa1a51a3aec","source":"hackernews","source_id":"48662796","content_type":"comment","title":null,"body_preview":"We don't need rinky-dink RTX models that budget VRAM.\nWe need large scale open weights models just as capable as what's at the frontier.\nAnd we need the ability to rent compute and spin up the weights","author":"echelon","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662796"},{"id":"33c01b24-c1d3-4541-a0f8-23fbc3eb03b8","source":"hackernews","source_id":"48665437","content_type":"comment","title":null,"body_preview":"not only is he correct, but this path will result in openai going the way of enron. i hope in the case of openai and their collaborators in nvidia we see more people going to prison.","author":"snootypoot","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.3023385677014602,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665437"},{"id":"b735ce0d-43ce-491d-853f-a3ddb9e5fb5f","source":"hackernews","source_id":"48663384","content_type":"comment","title":null,"body_preview":"Edge models will get much better after the current insane capex and organic data for pre-training is dried out. But hard to see how the best open source models will ever come close to the best closed ","author":"dippogriff","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.3018796874098555,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663384"},{"id":"defd3bc6-1600-4422-b724-f54b08e56850","source":"hackernews","source_id":"48662989","content_type":"comment","title":null,"body_preview":"Yann is on the mark. Almost amusing to see the EU along with its many former “subjects” realize they are at great risk of joint Chinese-American hegemony in AI. We should all be more terrified of a fe","author":"robwwilliams","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","analogy_use","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662989"},{"id":"439fc4d7-48c0-4d4b-afc4-054d5ac13162","source":"hackernews","source_id":"48663545","content_type":"comment","title":null,"body_preview":"Over the long term, it seems like open models must win out. This feels like it rhymes with the story of operating systems. Despite the enormous financial contributions of Microsoft and Apple, linux st","author":"peterlk","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663545"},{"id":"1728ed10-375f-4d98-ab23-2a51e8da3315","source":"hackernews","source_id":"48662947","content_type":"comment","title":null,"body_preview":"There is no reason we should accept the enclosure of the digital commons represented by AI. The data these models are trained on amounts to the total intellectual and artistic output of human kind thr","author":"mbgerring","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662947"},{"id":"4677a064-192e-4a87-969e-91c4b43fa64b","source":"hackernews","source_id":"48662844","content_type":"comment","title":null,"body_preview":"There's a video of the entire session here:\nhttps://webtv.un.org/en/asset/k14/k14ej1ucqu?kalturaStartTim...\n(if that link doesn't work, it starts about 12 minutes into the start)","author":"blakesterz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662844"},{"id":"acae609d-b0d2-46e7-92cd-13f4de258272","source":"hackernews","source_id":"48663892","content_type":"comment","title":null,"body_preview":"What is Open-Source AI? Has it been defined?\nBy all accounts, all AI companies starting with open are doing proprietary stuff. All models delivered for free as \"open-models\" are just freeware as no so","author":"prmoustache","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663892"},{"id":"c992823c-ea58-4692-86b6-15e637ee8763","source":"hackernews","source_id":"48662736","content_type":"comment","title":null,"body_preview":"Agreed but I want to see how it plays out. Historically a good Windows computer cost $1000 and it was all it took to start programming. How much does it cost a computer with enough resources to run a ","author":"pmontra","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662736"},{"id":"e25750dd-593e-4632-a56d-52150133534f","source":"hackernews","source_id":"48664479","content_type":"comment","title":null,"body_preview":"> LeCun framed AI as an infrastructure-level platform that will soon mediate \"all of our interaction with the digital world with information more generally\"\nThis doesn't read as revolutionary, it read","author":"mossTechnician","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664479"},{"id":"7addb52d-355a-45f9-9f31-a5d82edec782","source":"hackernews","source_id":"48662684","content_type":"comment","title":null,"body_preview":"If the web runners return summarized results and those are still treated as untrusted, what's stopping a summary itself from carrying the injection up to the main loop?","author":"toozitax","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662684"},{"id":"5372b03f-f6f3-4fb9-892c-d9d626a8f0a2","source":"hackernews","source_id":"48663119","content_type":"comment","title":null,"body_preview":"> The bet is structural\nWhy has AI writing become so insufferable?\nThe project would be a lot more credible if the feature list wasn't so comically extensive and verbose [1]. Slop overload.\n[1] https:","author":"ricardobeat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.10310531960824328,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663119"},{"id":"4190ebf3-9d9b-44df-bcbf-14f50ae2889f","source":"hackernews","source_id":"48663052","content_type":"comment","title":null,"body_preview":"> The name is always lowercase: peerd.\nGotta love it when agent instructions get blurted out in user-facing documentation","author":"danielrmay","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663052"},{"id":"44f1b2ff-0e07-4d08-8f93-1e75eb5ea76c","source":"hackernews","source_id":"48662996","content_type":"comment","title":null,"body_preview":"That's cool. Sounds very impressive. What's the point of all this security though?\nYou don't want it to access your files, just give it its own Linux user. You don't even need a container.\nBetter yet,","author":"andai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.10523668958093657,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662996"},{"id":"6a3d4b73-d9f9-4807-8138-37fffdae22a2","source":"hackernews","source_id":"48664711","content_type":"comment","title":null,"body_preview":"Congratz on your project. Yet I feel that the browser extension part is doing damage to its discoverability hence democratization.\nYou might be interested in this browser-based agentic solution I'm cu","author":"arnley","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664711"},{"id":"c72b84e2-e977-4581-a2b7-26921e25cfbb","source":"hackernews","source_id":"48662624","content_type":"comment","title":null,"body_preview":"Author here. Some other technical tidbits:\n- Fully typed checked with JSdoc, and Bun/TS for testing.\n- stdlib-js is injected into every js runner and notebook for better math capabilities than vanilla","author":"NotASithLord","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","author_here"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662624"},{"id":"16a8dbe0-5009-49a9-9037-8488211ce91f","source":"hackernews","source_id":"48663202","content_type":"comment","title":null,"body_preview":"Oh stop, the noise is apart of your business model to stay relevant.","author":"righthand","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663202"},{"id":"b3bbf416-c596-4cfe-bffe-257ecf572f18","source":"hackernews","source_id":"48664175","content_type":"comment","title":null,"body_preview":"also, close all issues and open them as you plan to work on them.","author":"cyanydeez","classification":"human_created","confidence":0.7,"indicators":["terse_reply","platform_fluency"],"bot_score":0.11876967926650114,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664175"},{"id":"7c4f08e9-c31a-48e9-9c31-f4ee973e373d","source":"hackernews","source_id":"48664319","content_type":"comment","title":null,"body_preview":"We should have agents to triage PRs. Their \"smarter bypass signals\" is already implemented by Mitchell Hashimoto's Vouch system: https://github.com/mitchellh/vouch","author":"esafak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.0808953595305895,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664319"},{"id":"44f911ff-4051-4495-a165-8257059143e7","source":"hackernews","source_id":"48664406","content_type":"comment","title":null,"body_preview":"I don't often give GitHub credit, because I work with it every day and I encounter something frustrating or broken nearly every day ending in \"day\", but kudos to them for working on addressing the som","author":"Unfunkyufo","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":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664406"},{"id":"f29c56b9-7f68-4051-aecf-e4a29052ae35","source":"hackernews","source_id":"48663781","content_type":"comment","title":null,"body_preview":"I think this is a really solid move. This gives OSS contributors a lot of flexibility. You could set the limit to 0, and manually add contributors. You could set it to 1-3 to allow people to get their","author":"frankfrank13","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663781"},{"id":"8a003c47-d956-444a-9616-e9d8e33643f9","source":"hackernews","source_id":"48664499","content_type":"comment","title":null,"body_preview":"If you didn't take the time to write it, why should I take the time to read it?\nThis is a band-aid. Maybe even a good band-aid, because it'll keep individual contributors from flooring the zone. But t","author":"trjordan","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1603759374819711,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664499"},{"id":"218610a4-40b8-407f-863b-f7d11468e8b0","source":"hackernews","source_id":"48664386","content_type":"comment","title":null,"body_preview":"The primary spam problem isn't that a single account opens many pull requests on a single repo, but that spammer accounts open many pull requests spread across many repositories. So limiting accounts ","author":"CodesInChaos","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664386"},{"id":"bd552711-19d8-4a8c-a0f9-4e7749dfcecc","source":"hackernews","source_id":"48659247","content_type":"comment","title":null,"body_preview":"R slop. Oof.\nWhat an awful thing to imagine. It's already the programming language of choice for egregious abuses of good practice.","author":"dofm","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10828917413764737,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659247"},{"id":"761681ba-c347-439b-9405-aa020f0485d7","source":"hackernews","source_id":"48659183","content_type":"comment","title":null,"body_preview":"The solution to this problem will be a web of trust featuring a vouching system that auto-closes PRs by default. I already see this being implemented in projects.","author":"greenavocado","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.18028402765758508,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659183"},{"id":"853b8221-f63c-42f3-bf77-9af8921de68b","source":"hackernews","source_id":"48660076","content_type":"comment","title":null,"body_preview":"We have too many videos (since creating one is so easy), too many music (since recording it is so easy), too many books (since publishing an e-book is so easy). Now the same story happens again, for s","author":"piokoch","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660076"},{"id":"61a7d742-f2d5-4b3a-a111-5669c2786ea2","source":"hackernews","source_id":"48659640","content_type":"comment","title":null,"body_preview":"I see \"AI and R\" in three perspectives:\nFirst, usage: Using R for our undergrads in time of LLMs is brilliant. ChatGPT slops out working code for their needs. Not pretty but works better that in 2022.","author":"ianbooker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659640"},{"id":"e87fd594-9073-4d01-b5b4-44bef46dbc1a","source":"hackernews","source_id":"48660110","content_type":"comment","title":null,"body_preview":"CRAN is not a conventional package repo. Its audience is not really people who care about programming or software.  It is a means to an end for them and slop is perfectly fine. The language itself is ","author":"dizhn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_specificity","absence_of_ai_signals"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660110"},{"id":"372ba7e1-ae44-4a6a-9fe6-bc37102d65d6","source":"hackernews","source_id":"48662211","content_type":"comment","title":null,"body_preview":"I'm a recent first-time CRAN submitter. I believe my package went through 2 rounds of human review. I doubt R has a severe \"too much AI slop\" problem relative to other languages, but I can see how hum","author":"jochapjo","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","opinion_without_over_qualification"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662211"},{"id":"6de8efd9-a5be-4311-b69e-6df746d8e6c4","source":"hackernews","source_id":"48658642","content_type":"comment","title":null,"body_preview":"Frankly the bigger problem is an over reliance among R instructors on the tidyverse, an ever-expanding ecosystem of redundant functions and anti-patterns. They’re teaching new R users that everything ","author":"Mairoce","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658642"},{"id":"651822a9-bed0-43d3-926f-881ed0cfb951","source":"hackernews","source_id":"48660427","content_type":"comment","title":null,"body_preview":"The surprising thing to me is that it's taken as long as it has for CRAN to have this problem. As others have said, this is happening everywhere.","author":"alastairr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660427"},{"id":"faf9b85a-07d2-40b4-81cc-63bee1a67967","source":"hackernews","source_id":"48665898","content_type":"comment","title":null,"body_preview":"Better search could solve this I think.  If packages could be automatically, semantically grouped and made searchable, then there would be a lot less packages.  a lot of times is simply faster to rema","author":"frogperson","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_obvious_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665898"},{"id":"b3bc0bcc-8eeb-4df6-849d-b760803afee9","source":"hackernews","source_id":"48658593","content_type":"comment","title":null,"body_preview":"People would typically choose based on CRAN TaskViews or follow conventional methodologies, but what I notice from this is that R is truly a language used only by those who use it. And the people who ","author":"jdw64","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","suspiciously_balanced","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0.2197224330712273,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658593"},{"id":"ec6ff20c-3115-4f01-bec3-7dc75ecd4290","source":"hackernews","source_id":"48659699","content_type":"comment","title":null,"body_preview":"I feel like CRAN should be used for packages that are expressly made for others to use, and with effort put in to the documentation and vignettes.\nIf you’re making a package for a small team or aren’t","author":"parsimo2010","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659699"},{"id":"6cb63c1c-8a34-4610-9408-5778f52a597e","source":"hackernews","source_id":"48665400","content_type":"comment","title":null,"body_preview":"Pretty obvious stuff; see Terminator for the conclusion (SkyNet). Or the Matrix. We really need more work on model alignment, trustworthiness, and control.","author":"7e","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665400"},{"id":"b07fc8a1-7690-4111-bd0d-defabb4b2cd2","source":"hackernews","source_id":"48664982","content_type":"comment","title":null,"body_preview":"What else is new? Put it in emacs and let the model improve the harness over time.","author":"behnamoh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664982"},{"id":"6e6687eb-6bf4-42ac-8501-3965d309b3ae","source":"hackernews","source_id":"48666279","content_type":"comment","title":null,"body_preview":"Was surprised and somewhat disappointed that the article doesn’t appear to evaluate how well the models work when running in the harnesses optimized for the other models. Do they still do better than ","author":"drdeca","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666279"},{"id":"6391899b-7c8f-4182-ac78-2b0898ba60f2","source":"hackernews","source_id":"48661903","content_type":"comment","title":null,"body_preview":"this statement is literally true: this dinosaur has a soar throat.","author":"fsckboy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","lack_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661903"},{"id":"9e1e600f-d3d6-4542-babc-c0371b7cc42c","source":"hackernews","source_id":"48664255","content_type":"comment","title":null,"body_preview":"“Genuinely”.\nDid you have to write the headline with an LLM?\nOr you genuinely chose to use the most abused-by-LLMs adverb in the entire English vocabulary?","author":"camillomiller","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664255"},{"id":"75cf05eb-92b2-461f-9321-9a5d4a04bd5f","source":"hackernews","source_id":"48663317","content_type":"comment","title":null,"body_preview":"See also perhaps recent Odd Lots podcast episode \"Inside the Booming Market for Dinosaur Fossils\":\n> Two years ago, Citadel's Ken Griffin paid almost $45 million for a stegosaurus skeleton, making it ","author":"throw0101d","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663317"},{"id":"7f238b42-c53c-4106-8b1e-a5cbcf708e23","source":"hackernews","source_id":"48662566","content_type":"comment","title":null,"body_preview":"if the head falls of, they'll have to take everything apart just to put the head back on","author":"mankhb2k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662566"},{"id":"32d698d2-5e6d-4737-af32-994d7aaccc2a","source":"hackernews","source_id":"48663220","content_type":"comment","title":null,"body_preview":"It’s really bugging me that whatever software was used to assemble this did some weird AI-ey blending from the lower jaw into the crown moulding.","author":"gibspaulding","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663220"},{"id":"f2355ea6-0ee1-4309-b34e-9c17afb6f600","source":"hackernews","source_id":"48661878","content_type":"comment","title":null,"body_preview":"How can an animal even have a neck that long? Was it clear from the fossils that it is this long because I am skeptical.","author":"abnry","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661878"},{"id":"fe1d65be-74e0-4809-8fd8-05eaae7ed42f","source":"hackernews","source_id":"48661879","content_type":"comment","title":null,"body_preview":"I've got to wonder how realistic this pose is.\nEven if it could rear up and balance like that, the energy expenditure vs calorific gain seems like a losing proposition. You're talking about raising th","author":"HarHarVeryFunny","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661879"},{"id":"4d749c7d-b5ad-4428-95a9-da5c2a49e9c5","source":"hackernews","source_id":"48657065","content_type":"comment","title":null,"body_preview":"Everything eventually fails. Nothing is constant, not even evals.","author":"bitlad","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657065"},{"id":"639d6ae2-5a99-4bbc-ad9b-b90b2f021cd1","source":"hackernews","source_id":"48657893","content_type":"comment","title":null,"body_preview":"evals are glorified integration tests, would you invest in an integration test startup? absolutely not. I don't get why we are making all of this fuzz around evals","author":"h1fra","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","terse_replies"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657893"},{"id":"4e14d5e9-be8f-4920-9a97-891440dad1eb","source":"hackernews","source_id":"48657866","content_type":"comment","title":null,"body_preview":"Worked or tried to work for a few places that ended eval work in the 2010s for previous-gen systems.  Most didn’t pay for it, thanks to all the ones that didn’t I didn’t dare try selling it to the one","author":"PaulHoule","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_experience_implied"],"bot_score":0.13683262306068728,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657866"},{"id":"7896ca00-fb2f-47c3-98d5-155e70db9db4","source":"hackernews","source_id":"48657109","content_type":"comment","title":null,"body_preview":"If you look at the history of software engineering, the ones that made the most money were usually not the companies that built the applications themselves, but the ones that built the tools to verify","author":"jdw64","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.2197224330712273,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657109"},{"id":"1e37effb-3965-4145-bf44-572dfedbbba1","source":"hackernews","source_id":"48657628","content_type":"comment","title":null,"body_preview":"Imo it's very simple - AI is a big function inverter. If you have a better cost function than frontier labs, as in, you are better at judging model output quality, then you can use that cost function ","author":"torginus","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.13735043013774972,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657628"},{"id":"8fae55ab-3083-4221-8d01-758de825b725","source":"hackernews","source_id":"48657091","content_type":"comment","title":null,"body_preview":"The problem with eval is the fact that the information is not updating itself fast enough so that you want the latest model performance benchmarks. Bloomberg succeeded because it sells info that is ex","author":"GL26","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.1397455199679255,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657091"},{"id":"97b18b92-cff6-4585-9176-42a3000965d1","source":"hackernews","source_id":"48659711","content_type":"comment","title":null,"body_preview":"I’m convinced the only way to make a startup work, with a few exceptions, is to give away your product or sell below cost.\nFor years upon years until you get brought out. Then it’s someone else’s prob","author":"999900000999","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness","missing_personality"],"bot_score":0.11488750195857506,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659711"},{"id":"5aff720b-b5c7-4993-a5b5-69dbbcb9c56f","source":"hackernews","source_id":"48657705","content_type":"comment","title":null,"body_preview":"I think there's gonna be (or perhaps already is) a huge demand for evaling individual systems. Many countries are starting to adopt some criteria for LLM usage for public use, and I doubt govs are gon","author":"jampekka","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657705"},{"id":"278224d3-ef56-4491-89bc-5d2682c50e2f","source":"hackernews","source_id":"48663715","content_type":"comment","title":null,"body_preview":"The current way benchmarks are done and are accepted by the community makes for really uninspired work. Until we're willing to break out of this rigid evaluation format prone to crazy overfitting and ","author":"dippogriff","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","chicken_and_egg_problem"],"bot_score":0.3018796874098555,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663715"},{"id":"365362dc-2527-4181-b44c-85c44213fbff","source":"hackernews","source_id":"48658102","content_type":"comment","title":null,"body_preview":"Maybe it's not that valuable? No snark, but how much confidence do these evals provide?","author":"nilirl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08622555716212994,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658102"},{"id":"819e1c60-3d81-4950-ae80-e2646321360e","source":"hackernews","source_id":"48665283","content_type":"comment","title":null,"body_preview":"> I believe eval startups can work when they're targeting safety benchmarks specifically.\nAre there any examples of successful startups doing this?","author":"david_shi","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","human_indicators_absent"],"bot_score":0.1141787018149035,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665283"},{"id":"d37f3b80-a87f-4285-a6f0-abf703db959a","source":"hackernews","source_id":"48663828","content_type":"comment","title":null,"body_preview":"I can see where Goodhart's Law applies to psychology and economics, pretty much any man-made domain without IDLH (immediate-danger-to-life-and-health) outcomes. But I think it's going to be hard to Go","author":"0xWTF","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.175,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663828"},{"id":"787e81a0-a245-46de-94a4-906ca0868ef3","source":"hackernews","source_id":"48658811","content_type":"comment","title":null,"body_preview":"Unfortunately, model quality is not the only criterion for users, and often not even the most important one. Adoption is also driven by marketing, UX, integrations, pricing, ecosystem, and a lot of ot","author":"PashaGo","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases","natural_digressions"],"bot_score":0.3751666807190305,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658811"},{"id":"e2420884-b639-476f-a800-7b425d7e2f7d","source":"hackernews","source_id":"48662068","content_type":"comment","title":null,"body_preview":"The way eval startup is defined here is very specific and doesn't cover successful eval farmwork/SaaS vendors like Arize, Promptfoo, deepeval, etc\nThe author does have a point around generic benchmark","author":"alexhans","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15006898605076985,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662068"},{"id":"ecb87ef6-6a53-434e-a3f1-e56acc60fc05","source":"hackernews","source_id":"48659967","content_type":"comment","title":null,"body_preview":"\"eval startups have a hard time finding customers, because clients have to be technical developers who want to build with APIs, but also not technical enough to run their own evals\"\nTo add to this, th","author":"dbish","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659967"},{"id":"adeea6f5-2a7b-45b7-9a89-8b30cd977866","source":"hackernews","source_id":"48663922","content_type":"comment","title":null,"body_preview":"I have written a couple of eval harnesses to see how well LLMs drive software I have written.  Basically I have data analysis software that I need LLMs to write code for.  The code is complex, and I w","author":"paddy_m","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663922"},{"id":"b823f119-9da6-475d-b371-075c74b9b779","source":"hackernews","source_id":"48657883","content_type":"comment","title":null,"body_preview":"I built a simple (free) eval tool for my own uses (Github Gists + Model Outputs) after not being able to find a suitable one in the market.\nThe market's being split into\n1. Longitudinal LLM observabil","author":"michaelbuckbee","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise","absence_of_ai_signals"],"bot_score":0.17810485431411696,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657883"},{"id":"3c451009-9ac6-438f-9544-6bf7677e4250","source":"hackernews","source_id":"48665392","content_type":"comment","title":null,"body_preview":"Damn, I dropped out of my philosophy undergrad -- 30 years ago last month -- to join the .com insanity. Wrong turn?","author":"cmrdporcupine","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity"],"bot_score":0.10392229155849324,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665392"},{"id":"0714b448-e4db-4b32-a13f-7c6bda8cb6e6","source":"hackernews","source_id":"48663761","content_type":"comment","title":null,"body_preview":"I think it's in search of AGI (artificial general intelligence).","author":"aniokono","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.3239813044272878,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663761"},{"id":"afd3e423-a0ed-41c7-80f5-f75c23570a02","source":"hackernews","source_id":"48664881","content_type":"comment","title":null,"body_preview":"Maybe George Gilder is available. No PhD but lots of hands-on experience.","author":"nyeah","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664881"},{"id":"68adee33-8653-4b77-ac02-874f77982b03","source":"hackernews","source_id":"48665401","content_type":"comment","title":null,"body_preview":"It'll be funny when AI will embody human philosophy better than us.","author":"bharxhav","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665401"},{"id":"39d33ae9-78c7-4969-9d78-622c20b99e5b","source":"hackernews","source_id":"48665720","content_type":"comment","title":null,"body_preview":"Some say that much of modern philosophy is simply wordplay with limited actual content... which is exactly what LLMs are great at.","author":"glimshe","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665720"},{"id":"32bc2d4f-33b6-4afc-a223-ffd36a1bd9ce","source":"hackernews","source_id":"48664149","content_type":"comment","title":null,"body_preview":"For those of us who have read Paul Graham's submarine essay, should the last paragraph be a giveaway? The \"AI theoretician's\" quote seems to have nothing to do with the rest of the article.","author":"geye1234","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_question_about_content","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664149"},{"id":"6de16929-eb78-4a25-a61d-68c64a8782c5","source":"hackernews","source_id":"48665943","content_type":"comment","title":null,"body_preview":"I wonder what it is they feel LLMs can’t do for them and they need a human for? I’d like to see the spec, like are they expecting the philosophers to use Claude all day, maybe in a philosophy harness ","author":"andy99","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced"],"bot_score":0.12259728312903301,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665943"},{"id":"ca1e62f7-e49d-456d-9939-a364ef7643eb","source":"hackernews","source_id":"48662825","content_type":"comment","title":null,"body_preview":"Hmm I spent a good amount of time in big tech, now work in AI, and I minored in philosophy at Berkeley back in the day (Parmenides, Socrates, Plato etc.)\nHow do I align myself with such a job?","author":"personjerry","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662825"},{"id":"4f5d1f41-2ec9-484d-8eca-c0b4ca497c94","source":"hackernews","source_id":"48666102","content_type":"comment","title":null,"body_preview":"I'm highly anticipating the answer to the great question of life, the universe, and everything\nOn a more serious note, I found this interesting from TFA:\n> The biggest question, though, is what sorts ","author":"jameslk","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","synthetic_empathy","suspiciously_balanced","missing_platform_voice","genuine_specificity","emotional_authenticity"],"bot_score":0.11199184267291454,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666102"},{"id":"1f0333e4-c6e9-4338-a8e6-209df49355f1","source":"hackernews","source_id":"48665339","content_type":"comment","title":null,"body_preview":"I suppose they should. That seems like the right, or at least a related, discipline for some of the questions raised by ai developments. But i cannot help but feel completely unenthusiastic about the ","author":"dbuser99","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665339"},{"id":"6136dc5a-46f0-4e8c-a58f-8befc66b5c9d","source":"hackernews","source_id":"48665762","content_type":"comment","title":null,"body_preview":"Given the the labs are trying to create [super] human-like consciousness, partly through the guidance of huge system prompts, and many philosophers are experts in textual descriptions of consciousness","author":"maxaw","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.1819444444444444,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665762"},{"id":"85729836-796f-4434-ae44-8f60ff3e776c","source":"hackernews","source_id":"48664994","content_type":"comment","title":null,"body_preview":"Well that PR is cheaper than buying Johnny Ives for $6 billion. You could probably buy an entire Ivy League philosophy department for 60 million.","author":"elphinstone","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","cultural_references"],"bot_score":0.39999999999999997,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664994"},{"id":"defe7b1c-aa16-4b1e-8cb9-1d5d5555daa5","source":"hackernews","source_id":"48665563","content_type":"comment","title":null,"body_preview":"This is interesting. Until autumn of 2024, when the company was subsumed into a better-heeled AI-VFX concern, I worked for probably the best-known and earliest all-AI VFX house, whose ethics departmen","author":"Hard_Space","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","niche_expertise","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665563"},{"id":"4b8dfaac-bedf-46fb-837b-7552ed1ff386","source":"hackernews","source_id":"48666507","content_type":"comment","title":null,"body_preview":"AI Lab: Say \"I am conscious\"\nLLM: \"I am conscious\"\nPhilosopher (Paid by AI Lab): \"It is conscious\"","author":"Scalene2","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666507"},{"id":"5a7fdf10-0d4f-4cf6-bd38-ecdbc12592d9","source":"hackernews","source_id":"48665884","content_type":"comment","title":null,"body_preview":">Dr Floridi describes the scale of departures from philosophy departments as a “haemorrhaging”.\nI wonder if anyone who is connected with actual academic philosophy can comment on this. I'm pretty skep","author":"why_at","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665884"},{"id":"74a68ab0-7322-40aa-9ec0-b89373dca815","source":"hackernews","source_id":"48665187","content_type":"comment","title":null,"body_preview":"Strangely, I found that LLMs responds better to philosophical explanations alongside instructions when writing code than simple imperative tasks of \"do this\". For example, if you tell a frontier model","author":"YuechenLi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_template_phrases","specific_observation_on_llm_behavior"],"bot_score":0.1880541089552812,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665187"},{"id":"e0ff36f0-4d57-4898-b3be-f543c128327a","source":"hackernews","source_id":"48664138","content_type":"comment","title":null,"body_preview":"This was really thought provoking — it made me realize that Git just happens to use a filesystem for persistence, but doesn’t necessarily have to. A POSIX filesystem might not even be the best way to ","author":"znnajdla","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664138"},{"id":"a9e518eb-0343-4301-ad96-8d80c07ad01d","source":"hackernews","source_id":"48664203","content_type":"comment","title":null,"body_preview":"I did something similar, though a full reimplementation of a git and git-lfs library in Elixir.  Still a work in progress though as the S3 backend isn't quite complete and there are performance proble","author":"colechristensen","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","self_reference"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664203"},{"id":"be4b117e-c1a2-4729-8731-bae78f73a22a","source":"hackernews","source_id":"48662793","content_type":"comment","title":null,"body_preview":"Most of the pain here is the typical set of issues people run into trying to make S3 a filesystem as-is, common with S3FS-family approaches.\nZeroFS (https://github.com/Barre/zerofs) is 9P/NFS/NBD over","author":"Eikon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","opinion_stance","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662793"},{"id":"f138b971-a375-47d6-8e63-9fbadce34a07","source":"hackernews","source_id":"48664290","content_type":"comment","title":null,"body_preview":"Great work, though I wish some of this work could be upstreamed to Gitea instead?","author":"supriyo-biswas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664290"},{"id":"b2a6df6f-d5c0-4346-801a-78be3f6d9e65","source":"hackernews","source_id":"48662570","content_type":"comment","title":null,"body_preview":"Came here for a five-gallon bucket hooked to Dulwich (archiving rain?), Slightly disappointed :)\nGo Git and Dulwich and friends are indeed fun tech.","author":"ctoth","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662570"},{"id":"3492461d-a12a-4f19-bf3f-803f789b6660","source":"hackernews","source_id":"48665230","content_type":"comment","title":null,"body_preview":"I’m not sure I understand what pain point this solves. What’s the value of doing this? Is it at a certain scale?","author":"StarlaAtNight","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665230"},{"id":"92546771-9fcf-4f24-8c58-f2ddab64a0ad","source":"hackernews","source_id":"48665147","content_type":"comment","title":null,"body_preview":"I've been using git-remote-s3 (https://github.com/awslabs/git-remote-s3) which I believe was inspired by this git-remote-s3 (https://crates.io/crates/git-remote-s3).\nNot exactly the same thing, but al","author":"manithree","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665147"},{"id":"163b989c-205d-4349-8f3a-dc6c148dba4f","source":"hackernews","source_id":"48663634","content_type":"comment","title":null,"body_preview":"If you want to store a git repo on S3, you can that with git-annex[1] today. It can do client side encryption and large files as well.\n[1] https://git-annex.branchable.com","author":"nolist_policy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663634"},{"id":"fae59122-43ba-40ce-bb4b-7d449a917613","source":"hackernews","source_id":"48663844","content_type":"comment","title":null,"body_preview":"Kind of crazy actually. Other models are catching up fast, they all can find the vulnerabilities in our (and by our I mean everyone's) underlying infra very fast. It takes a very long time to fix, rev","author":"swader999","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663844"},{"id":"a1b8d5ea-d5ff-4040-b9b5-abaf0a64f52b","source":"hackernews","source_id":"48664670","content_type":"comment","title":null,"body_preview":"NSA has produced nothing. Does nothing. Why don't we just have them pick up garbage on the freeway to help out the tax payers? Let Anthropic and other adults push spying forward.","author":"ransom1538","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664670"},{"id":"8cef01de-00bc-4385-9d1e-f6db58dcf9ef","source":"hackernews","source_id":"48664209","content_type":"comment","title":null,"body_preview":"If Mythos is still running internally, the NSA still have some access to it. It's just crazy to believe there aren't CIA and/or NSA plants (tacitly acknowledged or otherwise) inside Anthropic and Open","author":"dofm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.10828917413764737,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664209"},{"id":"51c25de6-2af1-4a0f-8f9f-0f0bb49ddd8e","source":"hackernews","source_id":"48663447","content_type":"comment","title":null,"body_preview":"Doesn't make any sense. They could just force them to provide Mythos to the federal government.","author":"Madmallard","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663447"},{"id":"cec90dc6-44e0-46e9-af25-160ffaedb82e","source":"hackernews","source_id":"48664439","content_type":"comment","title":null,"body_preview":"Everyone lost access. What even is mainstream news these days.","author":"charcircuit","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.14433690214962144,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664439"},{"id":"cd93b085-3775-44ba-8f7b-9d5fdaa5294d","source":"hackernews","source_id":"48663898","content_type":"comment","title":null,"body_preview":"they are doing DOGE-cuts to all of intelligence now anyway\ndozens upon dozens fired for no reason\nso US \"intelligence\" is going to go even further backwards\n* https://www.yahoo.com/news/politics/artic","author":"ck2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","natural_digressions"],"bot_score":0.14225436865712734,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663898"},{"id":"c6ad8f76-50b0-44d1-997c-190fd59915ff","source":"hackernews","source_id":"48663945","content_type":"comment","title":null,"body_preview":"AI marketing bullshit stunts are unlike anything I've seen in 30 years. It started with MS Copilot so called capabilities for work, which were completely made up use cases that didn't work at all (3 y","author":"medlazik","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663945"},{"id":"c972c276-cdc8-499f-81b1-cbddffeadac3","source":"hackernews","source_id":"48663836","content_type":"comment","title":null,"body_preview":"They could easily take the weights if they wanted. I don't believe they meaningfully lost access.","author":"AustinDev","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.198107027839156,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663836"},{"id":"992ffeca-065b-4d82-bf3e-d9134cc68f23","source":"hackernews","source_id":"48665284","content_type":"comment","title":null,"body_preview":"> That contract has not been finalized, and some Pentagon officials want the N.S.A. to find a way to work with other models.\nGood, fsck NSA, that's the last organization I'd ever want to have access t","author":"zb3","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665284"},{"id":"7bfe93fa-7b33-40a9-8f25-551773ba47fc","source":"hackernews","source_id":"48666105","content_type":"comment","title":null,"body_preview":"'Mythos “broke into almost all of our classified systems, not in weeks, but in hours.”'\nIs Mythos a significant danger?\nThe curl experience does not suggest that hysteria is warranted, but this gives ","author":"chasil","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.17424242424242423,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666105"},{"id":"5a38951b-0524-40e1-ad9b-a290c40d4b95","source":"hackernews","source_id":"48664827","content_type":"comment","title":null,"body_preview":"mythos allowed mediocre people to get results by holding their hand through the process, or just ignoring their irrelevant input and knowing what to do.\nif you throw millions of tokens at IDA Pro MCP ","author":"teravor","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.1199980552970052,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664827"},{"id":"60114e35-4c97-4dc0-8343-b5283ea1202e","source":"hackernews","source_id":"48666323","content_type":"comment","title":null,"body_preview":"Is there a historical precedent as to what happened when the upstart denied capability to the empire?\nThe closest I can think of is the bronze age collapse.","author":"gaiagraphia","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","human_indicator_niche_expertise","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666323"},{"id":"757355a9-1e84-4ee9-b8c1-b4d39f47f7a7","source":"hackernews","source_id":"48664893","content_type":"comment","title":null,"body_preview":"I can't figure this out from the website, does the text variant have tabular figures?","author":"oneseven","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664893"},{"id":"c9d4209c-7614-41d5-bbef-0074401e2c78","source":"hackernews","source_id":"48662949","content_type":"comment","title":null,"body_preview":"Is it possible to get this for free? I know there’s a free option but I don’t understand what the limits are","author":"steinvakt2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.0790131641098259,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662949"},{"id":"51a1b4d6-1116-4255-a2aa-3fea06a1f6e5","source":"hackernews","source_id":"48666309","content_type":"comment","title":null,"body_preview":"The \"code\" version:\n  Capital \"i\" has crossbars? CHECK\n\n  Zero is distinguishable from O? CHECK\n\n\"Text\" version:\n  Capital \"i\" has crossbars? NOPE, so no dice.\n\nI hate fonts that don't have a properly","author":"MoonWalk","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666309"},{"id":"c1dd464b-cd1c-4815-a3ad-1bccf8fdeb74","source":"hackernews","source_id":"48662697","content_type":"comment","title":null,"body_preview":"I call all these new fonts monofonts, mono in the sense of monoculture. Aesthetics practically indistinguishable from each other. Give me one of the IBM Selectric fonts in a modern form and I'll be ha","author":"groos","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","human_indicators_present"],"bot_score":0.12892229155849322,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662697"},{"id":"595bedcd-4973-43e2-afd6-d7965df3235a","source":"hackernews","source_id":"48663669","content_type":"comment","title":null,"body_preview":"I have used MonoLisa for a few years now as my terminal and editor font and I absolutely love it. It was a fair bit cheaper when I bought it (80 Euro IIRC), but was well-worth it!","author":"microtonal","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663669"},{"id":"6f32252e-ce3f-4d67-b93f-6773ffacd59a","source":"hackernews","source_id":"48665656","content_type":"comment","title":null,"body_preview":"Umm... Who would pay $149 to use a font? Maybe I'm not enough of a typography nerd, but I find the free choices (JetBrains Mono, Iosevka, Fira Code, ...) quite enough.","author":"PufPufPuf","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665656"},{"id":"dda23573-93e8-4286-92a8-d77a553240da","source":"hackernews","source_id":"48665793","content_type":"comment","title":null,"body_preview":"I got so used to how narrow Iosevka is that I think I'd find it challenging to find a replacement at this point. Any other typefaces that are on the narrower side?","author":"quibono","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_indicators"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665793"},{"id":"78abefb0-7073-459c-a0ac-89c77140b6ad","source":"hackernews","source_id":"48632748","content_type":"comment","title":null,"body_preview":"Bought MonoLisa back in 2022, never even considered switching coding typeface since. Before that time I used to switch every 3-6 months.\nIt's really well balanced easy on the eye.","author":"gregrobson","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632748"},{"id":"a856c3b7-ef95-41cf-aafa-6a5876e7f6fd","source":"hackernews","source_id":"48664963","content_type":"comment","title":null,"body_preview":"Similar to Input Mono font, which is superior to Monolisa in pretty much any way I can think of, plus free. https://input.djr.com/","author":"jvican","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664963"},{"id":"44070e7c-d6c2-419a-bb16-0751d5573dec","source":"hackernews","source_id":"48664176","content_type":"comment","title":null,"body_preview":"Regarding coding, the characters “:={” are all vertically centered differently.","author":"layer8","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.1466592925814397,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664176"},{"id":"d92c8cf5-0099-4d9f-b131-e974d0e48171","source":"hackernews","source_id":"48639734","content_type":"comment","title":null,"body_preview":"Created an account, to come tell you folk, just how much I love Monolisa.\nHave been using it every since they launched, in both my terminal, and my code editors.\nIt’s lovely!\nediting to add:\nThey even","author":"roundcan7998","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639734"},{"id":"d067d633-e2e9-4a52-8768-c0efb1d8832d","source":"hackernews","source_id":"48657788","content_type":"comment","title":null,"body_preview":"Seems there's no way to disable the <= ligature without disabling whitespace ligatures? I'm not all too crazy for real ligatures but whitespace adjustments otherwise seem nice.\nAlso, as it's so finely","author":"warpspin","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657788"},{"id":"e2c60c42-5f61-4170-be8d-4fbd3b835a4d","source":"hackernews","source_id":"48665704","content_type":"comment","title":null,"body_preview":"To everbody complaining about the huge price of $149. For a font pricing thats pretty normal.\nMaybe coders aren't the usual targeting group but print media is paying plenty of cash for typo licenses.","author":"subbz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665704"},{"id":"b243b751-64bd-47a2-b8b7-36988c7c9b1f","source":"hackernews","source_id":"48665624","content_type":"comment","title":null,"body_preview":"Title: \"a typeface for developers\"\n> and now we're happy to expand the typeface with a new family called MonoLisa Text. The reasoning was to cover other use cases beyond coding with this proportional ","author":"alberth","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","genuine_curiosity","platform_fluency","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665624"},{"id":"736eb7a4-9784-491f-b71f-3ce4b270e174","source":"hackernews","source_id":"48662657","content_type":"comment","title":null,"body_preview":"> MonoLisa ships as a variable font with two axes. Weight gives you every cut from Thin to Black in a single file — no megabytes per style. Grade fine-tunes typographic color by adjusting stroke thick","author":"pmontra","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","human_indicator_niche_expertise","absence_of_ai_signals"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662657"},{"id":"ce52b119-a355-4287-a929-fc6db38f7fd1","source":"hackernews","source_id":"48659876","content_type":"comment","title":null,"body_preview":"Looks decent but $250 AUD for a font? Even for local and personal use? That's... a lot. I was thinking if it is paid and it was around $25 I'd consider it, then I saw the price!","author":"smcleod","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659876"},{"id":"aab0e415-1a32-4f47-9815-b76f6e25be5b","source":"hackernews","source_id":"48659987","content_type":"comment","title":null,"body_preview":"Looks interesting.\n> The Licensee may not modify, translate, adapt, alter, decompile, disassemble, decrypt, reverse engineer, change or alter the embedding bits, the font name, legal notices contained","author":"microflash","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","personal_experience","imperfect_expression"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659987"},{"id":"fc7627f3-a8d5-4501-98b7-143bdf6c9c7b","source":"hackernews","source_id":"48653462","content_type":"comment","title":null,"body_preview":"I'm more of a bitmap font guy (at least, as long as my eyes continue to forgive me for it) but I'm always interested to see what other fonts there are around. It does look quite nice.\nI must admit whe","author":"cyphar","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression","semantic_blandness"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653462"},{"id":"5d1e4ef8-d174-4c05-9aec-d5d4ced849df","source":"hackernews","source_id":"48664411","content_type":"comment","title":null,"body_preview":"$149 for a font for personal computer use is kind of steep! I would pay $20 for this, but the value has to be pretty high to pay $149 when there's a huge selection of free fonts on nerdfonts.com, of w","author":"efficax","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664411"},{"id":"00657064-aabd-4d68-912c-227b0729c775","source":"hackernews","source_id":"48666050","content_type":"comment","title":null,"body_preview":"It's not too hard to find vulnerabilities like this out there, but it is a true pleasure to see how well described and at the same time well documented the vulnerabilities and disclosure process in th","author":"lschueller","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","strong_opinions"],"bot_score":0.13960129638914645,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666050"},{"id":"9dc90109-c7ec-4a16-8217-32136740b50b","source":"hackernews","source_id":"48631290","content_type":"comment","title":null,"body_preview":"I've always hated Fender. This pig fuckers used to charge about 50% extra for a lefty guitar, assuming you didnt want something like a Jazzmaster, which wasn't available in lefty for decades.\nWorse pa","author":"nosioptar","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631290"},{"id":"c01b9329-c9db-4378-b189-de237054fe0d","source":"hackernews","source_id":"48630771","content_type":"comment","title":null,"body_preview":"Good luck, but they've already destroyed the name, all they have left to make money is IP, pretty sure they're only focused on this.","author":"kgwxd","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630771"},{"id":"d2a5ac9e-9a05-4703-a545-d0fad9223a28","source":"hackernews","source_id":"48664617","content_type":"comment","title":null,"body_preview":"502 Bad Gateway, the HN kiss of death\nArchive.org link: https://web.archive.org/web/20260624025836/https://www.thoma...","author":"sparkling","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664617"},{"id":"581ecadc-8cd1-4a52-949c-6293e10114ee","source":"hackernews","source_id":"48664725","content_type":"comment","title":null,"body_preview":"No such contempt has one against another in Western culture as much as politicians have against their constituents, and trendsetter companies against the cultural heritage they helped to create.","author":"okanat","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","abstract_critique"],"bot_score":0.2678071905112638,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664725"},{"id":"5e1516a9-3144-47cf-9d8e-95007d8aab34","source":"hackernews","source_id":"48666101","content_type":"comment","title":null,"body_preview":"Even if you think Fender is solely responsible for the design, which is frankly ridiculous, the bloody thing's been around forever and now they're suing?\nHaving a court stop actual counterfeits -- sur","author":"qwery","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666101"},{"id":"fcb6bed9-3c3a-4bb0-a191-a8a195b63aec","source":"hackernews","source_id":"48665387","content_type":"comment","title":null,"body_preview":"On a side note, think how conservative music world is, if people are still manufacturing and successfully sell guitar designed in 50s. You can probably take a 50s guitar and connect to a modern amp, o","author":"codedokode","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.14424003046809467,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665387"},{"id":"ebd3d042-48e0-4508-9b42-2e3969a09104","source":"hackernews","source_id":"48665514","content_type":"comment","title":null,"body_preview":"Recent and related:\nFender escalates legal campaign against S-style guitars - https://news.ycombinator.com/item?id=48189539 - May 2026 (132 comments)","author":"dang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11559065933852997,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665514"},{"id":"a2999302-6f29-4f08-9536-646f30059bcf","source":"hackernews","source_id":"48666547","content_type":"comment","title":null,"body_preview":"I have two strats. Both signature editions. Ed O'Brien and Mark Speer edition. I also have a fender accoustic which is perhaps my most favouritist guitar ever. I fucking love fender and will forever.","author":"karim79","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666547"},{"id":"8845c4f6-effa-458a-bcc2-0e4b5de9c29b","source":"hackernews","source_id":"48664634","content_type":"comment","title":null,"body_preview":"https://web.archive.org/web/20260624025836/https://www.thoma...","author":"altairprime","classification":"ai_generated","confidence":0.55,"indicators":["missing_platform_voice"],"bot_score":0.09200787386063118,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664634"},{"id":"274f2f8d-0f9e-4cce-8547-42f114c89aee","source":"hackernews","source_id":"48665965","content_type":"comment","title":null,"body_preview":"The problem is that after their original patent expired, they sat on their hands for too long. By the time they tried to trademark in 2008/2009, their bodies were considered generic in the US. Gibson,","author":"TrackerFF","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1333286376985734,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665965"},{"id":"214957ae-51ab-4e61-8420-11358a70be4c","source":"hackernews","source_id":"48666545","content_type":"comment","title":null,"body_preview":"F*ck em - let them have that body shape. Seriously at this point do we need more stratocaster shaped guitars?\nThere's so many cool companies doing unique body shapes, if you're gonna take the time to ","author":"hettygreen","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666545"},{"id":"24d1f8c7-b774-40ec-b0b8-15f9dd21490d","source":"hackernews","source_id":"48664645","content_type":"comment","title":null,"body_preview":"Those who don’t know what this is about may appreciate Rick Beato’s (a guitar music vlogger) rant about it\nhttps://youtube.com/watch?v=OU7RUpkXsV0","author":"jorisw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.12018139601370234,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664645"},{"id":"f1ce991f-3e20-44e4-b3d2-89f910c7d1cd","source":"hackernews","source_id":"48665022","content_type":"comment","title":null,"body_preview":"This is a place where European copyright law is significantly different from US copyright law. In the US, copyright cannot cover a \"functional part\", which is why there is a third party auto parts ind","author":"Animats","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification","absence_of_personality"],"bot_score":0.14295303337672582,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665022"},{"id":"28de1670-c9c7-4ead-a872-0435f9264c05","source":"hackernews","source_id":"48664935","content_type":"comment","title":null,"body_preview":"I still think this whole Fender-suing-everyone thing will end up with Thomann owning them either partially or completely.\nBut the weird German lawsuit was always about the fact that some private equit","author":"dofm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.10828917413764737,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664935"},{"id":"ce0c819c-c5a8-4002-ab8b-5a540d242bb4","source":"hackernews","source_id":"48665051","content_type":"comment","title":null,"body_preview":"I used to work for a Thomann competitor \"Musicstore\" in ~2005.\nThe server was some tower server in a back office with a note reminding everyone not to turn it off.\nWith Thoman being hugged to death ri","author":"normaler","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665051"},{"id":"c7075059-bc42-454c-a783-3768711af875","source":"hackernews","source_id":"48664708","content_type":"comment","title":null,"body_preview":"Apparently Fender got bought up by a private equity fund, Servco Pacific Capital. Who would have guessed.","author":"vintermann","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.11597127456097914,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664708"},{"id":"f437cfce-5b83-4d4e-abb9-df463d224c5c","source":"hackernews","source_id":"48662884","content_type":"comment","title":null,"body_preview":"Honestly the most interesting thing to me would be how they got GPU drivers working for a hobby OS.  I suspect this was difficult.  Unfortunately the blog makes no mention of it.","author":"int0x29","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662884"},{"id":"e7a2dcb5-73c2-448b-bd03-cdf041d408db","source":"hackernews","source_id":"48660933","content_type":"comment","title":null,"body_preview":"I wish people would start with a \"rom format\" for windows games. There's so many old games and no standardized way to run them.","author":"spwa4","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.16864013801781294,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660933"},{"id":"c815e7be-cc17-42c1-84a2-19c8245e12bb","source":"hackernews","source_id":"48665544","content_type":"comment","title":null,"body_preview":"I remember reading about the minecraft port earlier, very impressive work ; those writeups are a great read too.","author":"bionsystem","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665544"},{"id":"8afb4f71-f9f0-478e-ad9e-8447e957693d","source":"hackernews","source_id":"48665640","content_type":"comment","title":null,"body_preview":"I remember Wine being extremely interwined with XLib not just for the OpenGL rendering backend but also for the windowing and widget/UI rendering interfaces. Is this port running natively without usin","author":"univocal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665640"},{"id":"6ee98575-ef46-4c8e-adc2-e9609e29ea58","source":"hackernews","source_id":"48661730","content_type":"comment","title":null,"body_preview":"Impressive! I like the goal of making a hobby OS viable as a daily driver.\nI've been working on my own hobby OS for half a decade. It does a lot less, but it has helped me realize that we can remove m","author":"vinc","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","self_reference","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661730"},{"id":"1878667f-ebe9-428b-91af-b5edde934b81","source":"hackernews","source_id":"48661922","content_type":"comment","title":null,"body_preview":"While I like the idea of starting a hobby OS, but the most despairing thing about it that to be useful it would always have to implement 'legacy' interfaces of other OSes. That is, it cannot stand on ","author":"da-x","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15941873497092449,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661922"},{"id":"30659242-64f4-4626-8385-e8c910ee6f82","source":"hackernews","source_id":"48661984","content_type":"comment","title":null,"body_preview":"Another option that I never see mentioned anywhere is -w which allows you to create either layer2 or layer3 tunnels via a tun(4) interface.","author":"ranger_danger","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.09498465531685,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661984"},{"id":"2e48950e-4195-4a9e-a016-f5ddd35bfb14","source":"hackernews","source_id":"48660854","content_type":"comment","title":null,"body_preview":"Very refreshing to see a utilitarian series such as this. Disappointing that the latest ai drama gets 20x more discussion and visibility on this site","author":"matltc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660854"},{"id":"d582c702-e957-4bd6-bf2d-b4edb4561395","source":"hackernews","source_id":"48661374","content_type":"comment","title":null,"body_preview":"Should add how to bypass MFA using phishing and SSH Multiplexing to the article.","author":"Bender","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.14066042531182665,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661374"},{"id":"a8f77d81-9678-4429-8779-4db16e5d4fbc","source":"hackernews","source_id":"48664331","content_type":"comment","title":null,"body_preview":"Weird.. I have almost this exact same \"cheat sheet\" printed out and stuck up on my whiteboard.. except it's slightly different. Only 4 panels instead of 6 and the panels don't have titles.\nI know this","author":"ktm5j","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","platform_fluency","natural_digressions"],"bot_score":0.15923266676003026,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664331"},{"id":"408f7116-0f78-4514-83d5-740ed87aacc7","source":"hackernews","source_id":"48659622","content_type":"comment","title":null,"body_preview":"When I see one of these with obvious AI tells at the top (sentences lacking a subject or verb), I ask myself:\nCan’t I just open up a harness and prompt “Teach me how to do X?”","author":"trollbridge","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.11383656073482952,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659622"},{"id":"0c8e1318-478f-455e-aa42-91b56a5ab782","source":"hackernews","source_id":"48659820","content_type":"comment","title":null,"body_preview":"There's a asymmetry here that \"-R\" works both for reverse static and dynamic (using SOCKS protocol) forwarding, but \"-D\" is required for dynamic forwarding which \"-L\" cannot do.\nWhy is that?","author":"riobard","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659820"},{"id":"fa4868e7-a150-4a56-b855-6ca8f17d5618","source":"hackernews","source_id":"48660091","content_type":"comment","title":null,"body_preview":"As a sysadmin, one of your biggest ROI is learning the ins and outs of SSH.","author":"felooboolooomba","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.08459703465824336,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660091"},{"id":"957d4359-4036-4c27-be06-1692ef20d166","source":"hackernews","source_id":"48660199","content_type":"comment","title":null,"body_preview":"Or you could just install something like Tailscale and never have to think about it again.","author":"segphault","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660199"},{"id":"e5f2a770-8e3d-45ec-ad50-5b7313651fbc","source":"hackernews","source_id":"48664044","content_type":"comment","title":null,"body_preview":"Thanks!  I will keep this for reference. I use ssh alot but thie reminds me that I can learn new ways of tunneling :-)","author":"phbeks","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664044"},{"id":"8a40967b-cba0-4ddb-8910-1f1431fbce61","source":"hackernews","source_id":"48665849","content_type":"comment","title":null,"body_preview":"BTW I use this and a systemd unit file and SSH tunnel my Jellyfin to a public VPS to its local host.\nI then use nginx to proxy it.\nBecause its a unit file, sshd reconnects if my ISP's IP changes. Does","author":"nekusar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665849"},{"id":"3221a920-1faf-4046-a98f-be365f872d7e","source":"hackernews","source_id":"48666277","content_type":"comment","title":null,"body_preview":"Always annoys me -p(port) for ssh clashes with -p(reserve permissions) for sftp and scp. Unavoidable given history.\nAlso annoys me we \"invented\" ssh:// url format after the tools were baked so it's a ","author":"ggm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.12507661883859894,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666277"},{"id":"be8b5d03-85ad-4fc1-873b-07a1b9c24623","source":"hackernews","source_id":"48661239","content_type":"comment","title":null,"body_preview":"If you have many different remote devices behind NATs or firewalls, a cool trick to access them all via EC2 server (or such) is to setup Remote Forwarding via UNIX socket on the server side, to device","author":"bheadmaster","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661239"},{"id":"faad3660-887e-4789-9fc3-1a10e15dba60","source":"hackernews","source_id":"48664547","content_type":"comment","title":null,"body_preview":"Reminiscent of Steve Friedl's excellent work: http://www.unixwiz.net/techtips/ssh-agent-forwarding.html","author":"chb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664547"},{"id":"0ab40b1c-ce2d-41dc-b911-db757d83619d","source":"hackernews","source_id":"48659558","content_type":"comment","title":null,"body_preview":"It’s amazing what you can learn by reading the manual.","author":"teddyh","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659558"},{"id":"d6bad216-9368-4c7d-9611-a013b841cd6e","source":"hackernews","source_id":"48660140","content_type":"comment","title":null,"body_preview":"Learning how SSH port forwarding is great as a pseudo-vpn for everything from GUI-client database access to (in physical infra) access to web-admin tools for appliances.\nThe socks proxy support can al","author":"hylaride","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660140"},{"id":"894121a7-eb17-43aa-a605-468b1654fcff","source":"hackernews","source_id":"48659763","content_type":"comment","title":null,"body_preview":"The article mentions bastions, but no jumphosting?\n  ssh -J user1@bastion1,user2@bastion2 targetuser@targethost\n\nEdit: Jumphosting was introduced in OpenSSH 7.3 2016-08-01.\nhttps://www.openssh.org/rel","author":"chasil","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.17424242424242423,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659763"},{"id":"d9053b4a-a3bf-403e-abc9-3be36bb64065","source":"hackernews","source_id":"48661732","content_type":"comment","title":null,"body_preview":"Need to mention sshuttle [0] here, as it magically solves a bunch of these problems without constant reconfiguration\n[0] https://github.com/sshuttle/sshuttle","author":"smw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661732"},{"id":"7e839e5d-3cd1-46e8-b07c-cd6ddc249090","source":"hackernews","source_id":"48661164","content_type":"comment","title":null,"body_preview":"I never pass up an opportunity to recommend the Cyber Plumber's Handbook: https://github.com/opsdisk/the_cyber_plumbers_handbook\nGoes over similar content as TFA, in perhaps a little more depth. Indis","author":"wbadart","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661164"},{"id":"dbc400b5-f745-4477-b738-3d1d91632dd2","source":"hackernews","source_id":"48660331","content_type":"comment","title":null,"body_preview":"I'll mention it here, because I learned about it here.\n\"~C\" will drop you into the SSH command line, allowing you to, among other things, effect port forwarding\n  -L8080:localhost:443\n\nLearning that \"","author":"buredoranna","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660331"},{"id":"fa5a6751-f39c-4616-ba21-8cc92236c1f6","source":"hackernews","source_id":"48662248","content_type":"comment","title":null,"body_preview":"My favorite use of this is peer-to-peer transfer of Docker images. The Docker CLI only allows you to use registries authenticated with HTTPS but there's an exception where it allows HTTP transfers ove","author":"tangotaylor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662248"},{"id":"16dd5a08-e8ce-418d-b039-1d25c35fe47f","source":"hackernews","source_id":"48666558","content_type":"comment","title":null,"body_preview":"Publishing under a throwaway account for obvious reasons.\nI've felt this slide in the UK for a long period of time. I route _all_ of my traffic through Mullvad with DAITA [1] because I think it's the ","author":"throwaway6af03","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","strong_opinions","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666558"},{"id":"bb0672f5-8591-4545-82ab-5a1a01833b54","source":"hackernews","source_id":"48666302","content_type":"comment","title":null,"body_preview":"> And so, for the first time, I am considering locating something (perhaps a WireGuard node, or a SOCKS proxy, or a recursive DNS server / DNS proxy, or perhaps all of them) somewhere on the Internet ","author":"mschuster91","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666302"},{"id":"0400989a-069f-4477-9b13-4c98a568f7d4","source":"hackernews","source_id":"48666187","content_type":"comment","title":null,"body_preview":"I've set up a socks5 \"proxy multiplexer\" that routes requests to different upstream proxies based on the request hostname. For example reddit routes via a VPS in Dublin, and imgur routes via Tor. I be","author":"Retr0id","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666187"},{"id":"4442cf83-b456-4c1c-afb1-ed9c9cc71e4f","source":"hackernews","source_id":"48619589","content_type":"comment","title":null,"body_preview":"https://sidhion.com/blog/nixos_server_issues/\nHere's another good article on the topic\nIt's unfortunate that Perl and Python are core deps, as well as Bash","author":"nylonstrung","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619589"},{"id":"308b0211-83f5-440d-a781-5952dc99064a","source":"hackernews","source_id":"48615480","content_type":"comment","title":null,"body_preview":"That's how I manage all of my virtual machines: building an ISO from a NixOS config and booting it as a virtual machine. I'm going to take some time to see what bits of this I can copy to slim down my","author":"craftkiller","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","personal_workflow","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615480"},{"id":"22c63b4b-1c50-4cda-b4f6-6b7a6d6fe3f3","source":"hackernews","source_id":"48654547","content_type":"comment","title":null,"body_preview":"> we should be able to disable shipping Nix entirely, by setting nix.enable = false.\nIt was at this point I began to question the entire exercise. If you don't want nix to even be installed, do you re","author":"xyzzy_plugh","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.142816013717186,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48654547"},{"id":"3eb97340-ba04-42ef-9508-39db71fd7067","source":"hackernews","source_id":"48666304","content_type":"comment","title":null,"body_preview":"It's always fun to see an interrobang in the wild.","author":"overtone1000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666304"},{"id":"cb907755-d4a2-404a-849d-9998251783d1","source":"hackernews","source_id":"48612814","content_type":"comment","title":null,"body_preview":"Hey, thanks, nice adventure! I will have a look. I'm trying to ditch Arch for NixOS and I'm starting from Distrobox probably. Super useful!","author":"lordkrandel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612814"},{"id":"1e505879-3b46-4dad-b437-797033ad2c02","source":"hackernews","source_id":"48653714","content_type":"comment","title":null,"body_preview":"What's most amazing is how easy it is to switch kernels on NixOS as this article touched on. This prompted me to switch to Cachy kernels, and after some caching delay (apparently need to switch once b","author":"arikrahman","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","personal_experience"],"bot_score":0.1405721834559857,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48653714"},{"id":"7c7d4551-d281-493f-a58d-f4b5e9cabe67","source":"hackernews","source_id":"48666455","content_type":"comment","title":null,"body_preview":"I got a bootable NixOS iso down to 91 MB. Pointed Claude at the Nixpkgs repo and asked it to strip things aggressively and inspect the build closure iteratively.\nBut the resulting ISO:\n- has no networ","author":"siraben","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666455"},{"id":"6593472d-8db6-4eb5-97c2-066df8d322d9","source":"hackernews","source_id":"48663643","content_type":"comment","title":null,"body_preview":"Did anyone generate a pelican riding a bicycle?\nI tried two of the Krea 2 models in LM Studio, but loading the downloaded models errored out.  (Maybe I'm doing it wrong, since it's an image model.)\nPr","author":"realityfactchex","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_technical_detail"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663643"},{"id":"3190f177-e9bc-4111-b31f-24b32d28ca16","source":"hackernews","source_id":"48663337","content_type":"comment","title":null,"body_preview":"The example images look great. Always good to have more diverse OSS models.","author":"Reubend","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663337"},{"id":"ebe77a0e-9552-4fd7-86f4-f87362858f33","source":"hackernews","source_id":"48661315","content_type":"comment","title":null,"body_preview":"Looking forward to playing with Krea 2, I use Z-Image Turbo daily -- it has replaced my stock photo subscriptions, for realism and illustrations.\nMay I ask how much did the training cost you?","author":"pwython","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.25,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661315"},{"id":"c2c97168-0bdc-435a-a6b0-0ba6a19bc280","source":"hackernews","source_id":"48660685","content_type":"comment","title":null,"body_preview":"It's a good model sadly the use of the qwen vae is a bit of a downer.","author":"BoredPositron","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660685"},{"id":"6145a05c-4ed7-4180-957d-670a6a4da8c2","source":"hackernews","source_id":"48658614","content_type":"comment","title":null,"body_preview":"Interesting item on the careers page btw.  For anyone that knows what older school Mellanox was about, it might be your kind of thing: https://jobs.ashbyhq.com/krea/ebe94024-eef6-4306-a019-10072a... :","author":"justinclift","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658614"},{"id":"52f176fb-7e53-4b90-b647-2c6b67f5d561","source":"hackernews","source_id":"48659611","content_type":"comment","title":null,"body_preview":"Turbo appears GGUF'd already: https://huggingface.co/Abiray/Krea-2-Turbo-GGUF","author":"kodablah","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659611"},{"id":"32240355-1cc8-4da0-9104-16e3aa07db06","source":"hackernews","source_id":"48662584","content_type":"comment","title":null,"body_preview":"Good to have more open weight models, and I really appreciate the in-depth write-up.\nI also like the \"keep the manifold wide\" approach of trying to make a model capable of many styles as opposed to ge","author":"ACCount37","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662584"},{"id":"ba6151df-eec0-4486-8aa1-1fc03a27e5f9","source":"hackernews","source_id":"48661957","content_type":"comment","title":null,"body_preview":"Hello HN,\nI am Diego Rodriguez, Co-founder & CTO at Krea.\nWe are releasing the weights and a _juicy_ technical report---at least given current industry standards. In it we describe data curation/capti","author":"dvrp","classification":"human_created","confidence":0.95,"indicators":["self_reference","platform_fluency","genuine_specificity","natural_digressions","template_phrases"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661957"},{"id":"47af5627-ce85-45a8-88f0-07f56c2a5e9f","source":"hackernews","source_id":"48666062","content_type":"comment","title":null,"body_preview":"Results are in! This is a really impressive showing especially given how fast the Turbo model at 8 steps. The only locally hostable model that managed to outperform it was Ideogram 4 which is signific","author":"vunderba","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","genuine_specificity","natural_digressions"],"bot_score":0.06442629329156623,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666062"},{"id":"aed777bd-ba98-4c24-813b-e02e6c9a6665","source":"hackernews","source_id":"48646660","content_type":"comment","title":null,"body_preview":"Hi HN, we're releasing weights for our latest text to image model and publishing this writeup on how we trained it in quite a bit of depth.\nI hope there is something in the report for everyone, we inc","author":"mattnewton","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646660"},{"id":"ef158c12-4e13-4f9d-bc72-0c273c1df99a","source":"hackernews","source_id":"48666157","content_type":"comment","title":null,"body_preview":"\"Usury\" is still a word in use but now, for legal purposes, it means \"interest that a lender charges a borrower at a rate above the lawful ceiling on such charges\" rather than just any interest at all","author":"hvs","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666157"},{"id":"5bdd7979-2028-44ce-a0c3-64e1d759da2b","source":"hackernews","source_id":"48664043","content_type":"comment","title":null,"body_preview":"When 'Omer smote 'is bloomin' lyre,\n    He'd 'eard men sing by land an' sea;\n    An' what he thought 'e might require,\n    'E went an' took - the same as me!\n    \n    The market-girls an' fishermen,\n ","author":"argee","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","human_indicator_other"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664043"},{"id":"c79b9b80-6163-40e8-871b-122cb7d6f8a2","source":"hackernews","source_id":"48665915","content_type":"comment","title":null,"body_preview":"Everything is a REMIX \nhttps://youtu.be/X9RYuvPCQUA?si=W64XCy3RDiL2l80z","author":"artur_makly","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665915"},{"id":"57fb58b5-7010-464b-b96f-8e70594490bb","source":"hackernews","source_id":"48660345","content_type":"comment","title":null,"body_preview":"Very, and really very few things, especially in software engineering is novel or new. Everything is the same old concepts, repackaged, tweaked, renamed. Cyclical in nature, fads come and go.\nStealing ","author":"sscaryterry","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660345"},{"id":"11961935-825f-42fd-9fb5-3258861a468c","source":"hackernews","source_id":"48660300","content_type":"comment","title":null,"body_preview":"> However, it’s your job to go down the rabbit hole, learn the 100%, and sprinkle in your 3%.\nI would say that there is a big difference between stealing without acknowledgement, and stealing with ack","author":"meander_water","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.0975117870085321,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660300"},{"id":"dcc13b94-0e5e-4da7-9dd9-8fbd0e8d50f4","source":"hackernews","source_id":"48666019","content_type":"comment","title":null,"body_preview":"\"It was around January 2020. I became the head coach of a youth basketball team.\nI was a few months into my first job out of college, and I was feeling… empty\"\nno wonder... i d be feeling empty too if","author":"0815beck","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666019"},{"id":"a3390bd4-4786-48bc-bcac-4272cb0cdc90","source":"hackernews","source_id":"48660260","content_type":"comment","title":null,"body_preview":"Stealing is a source of flattery. I've had logos I've designed outright copied. Jokes on them: They discovered they could not copyright the mark and had to rebrand (again).\nStealing is stealing unless","author":"deltamidway","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","personal_anecdote","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660260"},{"id":"8deffb32-f63a-425a-90a1-33cebca22a6d","source":"hackernews","source_id":"48661214","content_type":"comment","title":null,"body_preview":"The key is stealing from multiple sources. Grab 3+ different sites that you really love and extract the elements that really resonate from each and meld them together into your own synthesis. Copying ","author":"dinkleberg","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661214"},{"id":"90d4ab17-8817-4993-95e6-a69018a7421d","source":"hackernews","source_id":"48665063","content_type":"comment","title":null,"body_preview":"There's a popular quote: \"good artists copy, great artists steal\".  I've always interpreted \"steal\" in that context as taking a technique or an inspiration from something, but making it fully your own","author":"naet","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.06540098948417439,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665063"},{"id":"80030911-5333-42e3-bb7f-081a8f0df14b","source":"hackernews","source_id":"48661306","content_type":"comment","title":null,"body_preview":"I remember working for a somewhat careless manager.. he just pointed at the chrome web dev store and said 'make it look like this'.  I could have just copied everything wholesale but I actually handcr","author":"darepublic","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661306"},{"id":"e9e861fe-3f73-4f06-934d-f70b63cf48bc","source":"hackernews","source_id":"48660217","content_type":"comment","title":null,"body_preview":"I kind of agree in the sense that stealing a good idea and executing it well is a skill. Copying someones site \"pixel by pixel\" seems disrispectful though and I don't know what there's to be proud of.","author":"emaro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.09498589592716364,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660217"},{"id":"54cb0ea2-1709-485f-8ef4-ef07802171b0","source":"hackernews","source_id":"48663738","content_type":"comment","title":null,"body_preview":"I've gone through my own cycle of this as a musician. Early in my music experience I was always obsessed with originality, and wouldn't learn a lot of existing pieces. At the stage I'm at now, I find ","author":"pseudosavant","classification":"human_created","confidence":0.7,"indicators":["self_reference","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663738"},{"id":"aa67039a-dc02-4283-9149-d993659a0210","source":"hackernews","source_id":"48662719","content_type":"comment","title":null,"body_preview":"This isn't stealing in the \"good artists copy, great artists steal\" sense. This is just straight copying/plagiarism.\nTo \"steal\" effectively (in the Steve Jobs sense) means to pull details into your ow","author":"rglover","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.12130929981016908,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662719"},{"id":"7a83eec3-bfa4-4add-9b90-1f9b8d845bbd","source":"hackernews","source_id":"48660916","content_type":"comment","title":null,"body_preview":"In a marketplace, this is theft. (Which, given this example is of a website for a for-profit product, seems appropriate.) In a community it's tradition. Building on traditions in a community (aka grea","author":"erikschoster","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660916"},{"id":"4337a4b3-bf53-4ec2-8bf7-fff597ee43ba","source":"hackernews","source_id":"48660185","content_type":"comment","title":null,"body_preview":"My favorite quote that expresses this idea is from Mikhail Kalashnikov, designer of the AK-47: “Before attempting to create something new, it is vital to have a good appreciation of everything that al","author":"cjcenizal","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","absence_of_personality","polished_first_draft"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660185"},{"id":"f0a7c2f3-fe03-4faa-bbdd-0a77e17ffe9d","source":"hackernews","source_id":"48660414","content_type":"comment","title":null,"body_preview":"Copywork is an exercise where writers just copy verbatim another writers work.\nIf you haven’t done it, it is an extraordinary way to see how the greats work.\nIt also tends to improve your own writing ","author":"dghlsakjg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660414"},{"id":"6c806dd6-98ac-40b8-a879-c133d929706c","source":"hackernews","source_id":"48661874","content_type":"comment","title":null,"body_preview":">  When you recreate someone’s creation, you learn their story: every piece of brilliance, tradeoff, and imperfection.\nI vehemently disagree that this happens.  What you see is the end result, and thi","author":"WaitWaitWha","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661874"},{"id":"58675e3c-880e-43b6-a284-0d12f2a6ab77","source":"hackernews","source_id":"48664845","content_type":"comment","title":null,"body_preview":"Is the state of the webdesign really in a point where people bluntly copy others work for commercial purposes and celebrate these acts on their blogs? I think the line is pretty clear here. I remember","author":"agilek","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664845"},{"id":"ef6800d7-b57f-45d6-a92b-fe294696f72e","source":"hackernews","source_id":"48661097","content_type":"comment","title":null,"body_preview":"The best way to make a really boring and generic product pop is... by copying a really boring and generic marketing page. God I miss the old internet. Give me some insane pixelated flash website over ","author":"willchis","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","human_indicator_link_provided"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661097"},{"id":"7177d377-3c9e-4604-a6ae-2d8afeea9a09","source":"hackernews","source_id":"48661018","content_type":"comment","title":null,"body_preview":"I feel like there’s a difference between Virgil Abloh being brought in to work on an iteration of the Air Force 1s and simply ripping off a design from an unrelated company, presumably without permiss","author":"sandcat_","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661018"},{"id":"49fc934a-8983-41e0-9058-996be0e65ed4","source":"hackernews","source_id":"48665530","content_type":"comment","title":null,"body_preview":"This app was good but I ended up disabling it and they forgot to turn it back on.\nHow much trouble do you have with piracy? I notice there's a DMCA on Macked.app forcing one to sign in to download it.","author":"Cider9986","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.13660618338558025,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665530"},{"id":"87361e1d-9f7d-49b2-bb13-a4ef5555d7fd","source":"hackernews","source_id":"48665520","content_type":"comment","title":null,"body_preview":"Distilled, this would be a nice macOS or Raycast feature, but I don't see myself giving up either $29 or 150MB RAM.","author":"holistio","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665520"},{"id":"25e2b68f-0e52-4538-ae1d-bc213c53ec3c","source":"hackernews","source_id":"48666032","content_type":"comment","title":null,"body_preview":"Two things regarding the website:\n- scrolling is so extremely laggy that the website is almost unusable on Firefox on macOS on an idle MacBook Pro (even if it seems smooth at first, scrolling up and d","author":"trinix912","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666032"},{"id":"dd9d25e9-e841-4e9d-8c55-76679fd3be92","source":"hackernews","source_id":"48666034","content_type":"comment","title":null,"body_preview":"I've been using it as part of my Setapp subscription, and it's a love-hate relationship. On the one side I appreciate the posture hint and the app nudging me to take a break. But ever so often I am in","author":"Kovah","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666034"},{"id":"55172e30-35f9-43f8-8f98-39a2ad89de13","source":"hackernews","source_id":"48643533","content_type":"comment","title":null,"body_preview":"I can't help wondering what kind of models we'll see coming out of China once it gets its own chip fabs up and running. Right now it sounds like the US's export ban is not slowing them down a whole lo","author":"Balinares","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.11866876053707362,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643533"},{"id":"a596c801-2769-49e6-86f2-323d91ae75a6","source":"hackernews","source_id":"48666196","content_type":"comment","title":null,"body_preview":"Ive been using glm5 since its release and still prefer it to glm5.1 and so far to glm5.2\nPerhaps it is just my harness and workflow, but the older model still seems to work better. Also the token cost","author":"citizenpaul","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666196"},{"id":"59f07a5e-526c-42aa-975d-34fc7b3a8213","source":"hackernews","source_id":"48665940","content_type":"comment","title":null,"body_preview":"I just tested GLM 5.2 out via Z.ai in pi for a little one-off project that was already scoped. It actually did a relatively decent job starting out, and figured important things out from context.\nBut ","author":"themgt","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","natural_digressions","semantic_blandness"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665940"},{"id":"3b4670f2-4e9b-4cc9-b604-46480d6aa44a","source":"hackernews","source_id":"48666487","content_type":"comment","title":null,"body_preview":"Can people share their GLM and open model setups in general please? What provider do you use. Why do you trust it with serving full quality? What harness do you use? Why do you trust it not to have ma","author":"timcobb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.17640736493709677,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666487"},{"id":"69424d1b-eb79-4fd4-9a6d-0eac0392b2dd","source":"hackernews","source_id":"48666565","content_type":"comment","title":null,"body_preview":"I signed up to a z.ai max account, $144. Hardly been able to use it as it 429s on most requests. They’re also refusing to refund me.","author":"aunty_helen","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","genuine_specificity"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666565"},{"id":"f97b6bf7-e879-43b8-8d2d-f7876b3453ee","source":"hackernews","source_id":"48665390","content_type":"comment","title":null,"body_preview":"Aka one of the many Rust reasons why I chose to learn C.","author":"righthand","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665390"},{"id":"ccb09586-cd65-4b18-9479-725c8c9ebb6e","source":"hackernews","source_id":"48666096","content_type":"comment","title":null,"body_preview":"Welcome to Golang packaging problems. Hope you get it sorted out","author":"androiddrew","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666096"},{"id":"850ba784-dafb-461e-a79f-4e12e1232c9d","source":"hackernews","source_id":"48665931","content_type":"comment","title":null,"body_preview":"The teams support may be a bit trickier/less clear to move on, but generally: this feels like a great place where atproto / bluesky support would slot in well.","author":"jauntywundrkind","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13617356755596186,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665931"},{"id":"dc2bc8af-204f-43ea-aa91-dd1ff9ed69c0","source":"hackernews","source_id":"48665182","content_type":"comment","title":null,"body_preview":"Sadly, that's probably correct. No outside single point of failure that can cancel users at will can be allowed to gatekeep open source projects.","author":"Animats","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.14295303337672582,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665182"},{"id":"06b8a687-a8a1-47af-83f2-86efc38a0698","source":"hackernews","source_id":"48665914","content_type":"comment","title":null,"body_preview":"The longer I go the more I have actually come to appreciate the way Packagist works for the PHP community, there are lots of cool things it does that I wish NPM or other registries did by default, lik","author":"mikey_p","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665914"},{"id":"f3b14e5f-3812-4768-aa25-c416acb68961","source":"hackernews","source_id":"48666564","content_type":"comment","title":null,"body_preview":"Go handles this well, kind of. It's super easy (in fact, transparent) to import from GitHub urls. You can self-host your Go packages, but it involves making and hosting some manifest files. Not as sea","author":"lorecore","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","terse_replies"],"bot_score":0.15188716116322873,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666564"},{"id":"82e59ae4-a0bc-4036-a30a-b0f0161f920d","source":"hackernews","source_id":"48666574","content_type":"comment","title":null,"body_preview":"My take: publishing Rust crates shouldn't depend on any single internet property, including crates.io.","author":"dboreham","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666574"},{"id":"821022c3-3913-4c08-893b-51851f4dff10","source":"hackernews","source_id":"48665337","content_type":"comment","title":null,"body_preview":"See the official project issue on this: https://github.com/rust-lang/crates.io/issues/326\nTL;DR: They want to fix this, it's a lot of work that no one's being paid to do, there's a roadmap with specif","author":"ameliaquining","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665337"},{"id":"d1d4796b-f4bc-431f-8f2e-1b6505c8603c","source":"hackernews","source_id":"48665406","content_type":"comment","title":null,"body_preview":"An RFC was recently merged to unblock this: https://github.com/rust-lang/rfcs/pull/3963\nThe implementation on this has started.\nSomething to keep in mind is https://blog.m-ou.se/rust-is-not-a-company/","author":"epage","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665406"},{"id":"3e389fea-27a8-479b-9768-a42b33f3fdfa","source":"hackernews","source_id":"48666387","content_type":"comment","title":null,"body_preview":"I agree and so does the rust project. The main problem is that it's alot of work and it's hard.\nhttps://www.youtube.com/watch?v=zGS-HqcAvA4\nHere's a long video from jon gjengset that shows how it work","author":"vsgherzi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666387"},{"id":"505c00ad-9bf2-42e6-ad56-fdb8ee42cec9","source":"hackernews","source_id":"48664482","content_type":"comment","title":null,"body_preview":"Will you be able to integrate aube updates after vendoring it? https://github.com/nubjs/nub/pull/81","author":"esafak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.0808953595305895,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664482"},{"id":"546623b1-a2ba-4001-8e42-b2c34ff660cf","source":"hackernews","source_id":"48665138","content_type":"comment","title":null,"body_preview":"There's also the option of using Jiti\nhttps://github.com/unjs/jiti\nIt would add an extra dependency though","author":"Onavo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665138"},{"id":"826d0289-eac9-4d6c-8ba9-c249377e66ac","source":"hackernews","source_id":"48662356","content_type":"comment","title":null,"body_preview":"Nice.  Can we get `nub --compile` up in there like Bun has?","author":"montroser","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662356"},{"id":"aa35f6e8-71c7-45bb-8506-c00da9ab0c41","source":"hackernews","source_id":"48661137","content_type":"comment","title":null,"body_preview":"Nice, I think this fills a niche. Does it work on cloudflare workers?","author":"bookernath","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661137"},{"id":"79684fb1-26bf-4755-bba2-483e394f0478","source":"hackernews","source_id":"48661336","content_type":"comment","title":null,"body_preview":"I didn't even click on the link. I just came to give the author a hat-tip on the project name. Well played.","author":"sgarrity","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661336"},{"id":"bf4e934b-4211-4680-83f4-c9858039127c","source":"hackernews","source_id":"48662075","content_type":"comment","title":null,"body_preview":"Love the idea, learning a lot of interesting things about node hooks by reading docs and some code","author":"kandros","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662075"},{"id":"2620b817-4976-4255-a956-9e8819cb3f40","source":"hackernews","source_id":"48662530","content_type":"comment","title":null,"body_preview":"> TypeScript-friendly resolution: extensionless imports, tsconfig.json#paths\nI’m wondering how that works. Deno has very complicated import resolution, so building my own import resolver to be compati","author":"skybrian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.12548530690138227,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662530"},{"id":"006030f2-49ba-4293-864f-f2d49416ee33","source":"hackernews","source_id":"48661865","content_type":"comment","title":null,"body_preview":"I saw this on twitter and loved it, such a good move on your part Colin. Hope the project picks up tons of steam!","author":"awaseem","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11538461538461538,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661865"},{"id":"eebb8b23-c9e7-4fbf-ba3b-8ca94b2bdb79","source":"hackernews","source_id":"48661550","content_type":"comment","title":null,"body_preview":"Very smart. You can't lose all your customers for vibe-coding a migration to Rust if you are already written in Rust ;)","author":"gorjusborg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661550"},{"id":"b889feea-92ef-44dd-9ea9-b03fb0184716","source":"hackernews","source_id":"48664022","content_type":"comment","title":null,"body_preview":"Am I expected to be able to run this in production on the backend, or do I still need to transpile and bundle? Do we expect the performance and memory overhead to be negligible. What would be the expe","author":"jpambrun","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664022"},{"id":"955c011a-c57b-4f54-8e73-4a8da22b7ff9","source":"hackernews","source_id":"48662005","content_type":"comment","title":null,"body_preview":"Respect for embracing existing tech instead of rewriting a worse version of it. Wonder where we would be today if all alternative-building effort went to Node instead (with proper leadership).","author":"ivanjermakov","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.09431343228434073,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662005"},{"id":"c2f07fda-2b5a-4aaf-b459-370cffda680a","source":"hackernews","source_id":"48665080","content_type":"comment","title":null,"body_preview":"I actually really like this! Great choices all around.","author":"haburka","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665080"},{"id":"2c80ede4-d166-4e3a-988e-370c24a087ff","source":"hackernews","source_id":"48660963","content_type":"comment","title":null,"body_preview":"Just merged a PR migrating our entire monorepo to nub.\n0 issues, ridiculously fast.","author":"ssalbdivad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660963"},{"id":"cda5502a-62a2-4aa7-9679-d485639e5917","source":"hackernews","source_id":"48662515","content_type":"comment","title":null,"body_preview":"I’m surprised to see this using a `--require` hook (rather than `--import`). Maybe something’s changed significantly since I was looking into building some similar functionality… but it makes me wonde","author":"eyelidlessness","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662515"},{"id":"4745f7bc-2093-4992-945b-e4625d89d2d1","source":"hackernews","source_id":"48666226","content_type":"comment","title":null,"body_preview":"Very cool idea which makes a lot of sense. Bun provides more (eg db drivers) but the DX is certainly a big part of its appeal.\nFor reference, the main author of Nub is Colin McDonnell who created Zod ","author":"pier25","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.11488750195857506,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666226"},{"id":"0d9f91f5-7d8e-407f-b0ed-17f8069607ab","source":"hackernews","source_id":"48662630","content_type":"comment","title":null,"body_preview":"This is also the type of thing that makes space based data centers more viable. I was previously more skeptical on the concept but have come around.\nI do think ground based centers will have better ec","author":"mchusma","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662630"},{"id":"c0767265-f3f3-4489-8992-fbf497a6d3f1","source":"hackernews","source_id":"48661161","content_type":"comment","title":null,"body_preview":"Claude write good.\nNvidia has so much money and they can’t afford to pay a human for a day of their time to write a blog post?","author":"qsxfthnkp2322","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.12126692504375546,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661161"},{"id":"ad112a9c-23e9-41b5-8f01-a94e8eb78357","source":"hackernews","source_id":"48665760","content_type":"comment","title":null,"body_preview":"This is what PC heat sinks uses.  Someone could have thought of that","author":"m3kw9","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.13149199714747056,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665760"},{"id":"d15fc12d-8b28-4e5b-95eb-d1ec6ea4e00f","source":"hackernews","source_id":"48660823","content_type":"comment","title":null,"body_preview":"On one hand: great!\nOn the other hand: the heat has to go somewhere. So… where? Datacenters already create a warm microclimate in their vicinity, is that getting even worse?","author":"eqvinox","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10635834914740801,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660823"},{"id":"a747fe7a-dd22-4622-9cfb-1cbc8c556021","source":"hackernews","source_id":"48660475","content_type":"comment","title":null,"body_preview":"Heat exchange is used instead of refrigerating the coolant. Makes sense. How do they manage the indoor climate for the humans working there though? Eventually everything will be at 45C in the building","author":"nialse","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660475"},{"id":"6dd951c4-bf7b-40a7-aacf-3c8b54be801f","source":"hackernews","source_id":"48666104","content_type":"comment","title":null,"body_preview":"Weird I was daydreaming about why isn't this done the other day (in the context of desert datacentres running on solar anf battery). Glad to see it is a thing.","author":"uberex","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.10752916801331155,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666104"},{"id":"75293eed-63f1-402f-bf41-eba626afa151","source":"hackernews","source_id":"48663246","content_type":"comment","title":null,"body_preview":"with efficient heat exchange you could get the coolant up to mash temperature (65C) and run a combined data center/brewery","author":"t0mpr1c3","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663246"},{"id":"f2a36014-49e6-4802-9774-c235e38f1d37","source":"hackernews","source_id":"48665764","content_type":"comment","title":null,"body_preview":"> In favorable climates, NVIDIA’s 45-degree liquid-cooling architecture ....\nWhat's a favorable climate, apart from, obviously, Greenland? The piece is a little light on details on the correlation bet","author":"kayo_20211030","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15869115635742426,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665764"},{"id":"299f82b4-a7b6-44c9-82ed-b8b3b3c03aa6","source":"hackernews","source_id":"48666140","content_type":"comment","title":null,"body_preview":"The NASA Ames Research Center Modular Supercomputing Facility is highly efficient, both in terms of electricity and water use. The facility isn't air conditioned. The chips are water cooled, and the i","author":"metabagel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666140"},{"id":"bbe2f027-b9cf-4722-9b5d-1bb0674106ae","source":"hackernews","source_id":"48661501","content_type":"comment","title":null,"body_preview":"This opens up an interesting synergy: district heating. 45C is low but not unworkable for a district heating loop, and a data center might be able to make a nice pitch to a community if the data cente","author":"amluto","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions","semantic_blandness"],"bot_score":0.13626584487739704,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661501"},{"id":"4def77ca-3cf7-4262-9568-42d07ce1a347","source":"hackernews","source_id":"48666413","content_type":"comment","title":null,"body_preview":"I never looked into this, but why would a datacenter consume water for cooling in the first place? Sure, they use some. But just like you fill up the cooling loop in a car, once it is there it just ci","author":"VorpalWay","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.12388115677541865,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666413"},{"id":"4d8652b9-a004-4936-b628-e672e1f8ff9a","source":"hackernews","source_id":"48666419","content_type":"comment","title":null,"body_preview":"Maybe I'm being dumb, but I don't understand what the innovation is here.\nI get that they're using liquid coolant at higher than usual temperatures, but why couldn't they do that before? Most of the c","author":"why_at","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666419"},{"id":"4c30e2ac-0659-4579-ad74-f9a226e2df24","source":"hackernews","source_id":"48666543","content_type":"comment","title":null,"body_preview":"So how many people? I can't find this info anywhere.","author":"enraged_camel","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0.18516187603472603,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666543"},{"id":"8ed62190-c2df-406d-8009-f105d45b79e5","source":"hackernews","source_id":"48666472","content_type":"comment","title":null,"body_preview":"I recommended an elastic demo for a client that would be well served by Elasticsearch. The Elastic sales folks completely torpedoed the presentation by trying to focus on their AI “capabilities” and n","author":"gortok","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666472"},{"id":"dae0c482-3734-4c2e-91cf-1b58d268a129","source":"hackernews","source_id":"48666442","content_type":"comment","title":null,"body_preview":"Funny, so many words used but my brain only hears, “I am currently mismanaging this company,” every time one of these layoffs occurs.","author":"SaucyWrong","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.39999999999999997,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666442"},{"id":"202de20f-ce8c-4f7e-a770-f066291865b6","source":"hackernews","source_id":"48666544","content_type":"comment","title":null,"body_preview":"Why even bother with such a small layoff? Is there a reason to not just dial up your attrition for a while?","author":"bigyikes","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666544"},{"id":"f9fedb69-8876-4bd7-80fb-2d5a57bf66c5","source":"hackernews","source_id":"48666404","content_type":"comment","title":null,"body_preview":"I wonder if some of these CEOs are anticipating a big crash and trying to lay people off now, so that (1) they can raise/hoard cash while the money-go-round is spinning and (2) their eng organization ","author":"msteffen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666404"},{"id":"580020ac-a8a6-4c50-aa02-7c75387c0d92","source":"hackernews","source_id":"48666305","content_type":"comment","title":null,"body_preview":"Makes me sad to read it as an ex-Elastic employee.\nAI is used to justify the redundancies, and the company still expects to grow in this fiscal year. In the SEC filling the specifically mention more “","author":"puszczyk","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","emotional_authenticity","original_commentary_around_quotes"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666305"},{"id":"c2b2e55b-3465-423c-b2bb-4e45c48bb51e","source":"hackernews","source_id":"48666467","content_type":"comment","title":null,"body_preview":"This just reaffirms my view is that big companies will lose headcount because of AI, but small and medium companies will (or at least have the potential to) leverage AI to do bigger and better things.","author":"keithnz","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666467"},{"id":"5f4f7858-c76d-4b2f-bffd-a1489bc621eb","source":"hackernews","source_id":"48666332","content_type":"comment","title":null,"body_preview":"This announcement spends remarkably few words talking about the what (7% of the company's workforce was laid off), and a great deal of words talking about how bright the future of the company is and h","author":"nozzlegear","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666332"},{"id":"1120c512-103b-4ee2-bc44-e436728a6ecf","source":"hackernews","source_id":"48663233","content_type":"comment","title":null,"body_preview":"Is the domain twitter.com has problems? I am getting DNS_PROBE_FINISHED_NXDOMAIN.","author":"dekdrop","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.3,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663233"},{"id":"c0e77123-a4e7-4f18-a87b-2e1618ef3f8f","source":"hackernews","source_id":"48663859","content_type":"comment","title":null,"body_preview":"Their more recent works are amazing pieces of entertainment: DOOM, Eternal and Dark Ages","author":"hugodan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663859"},{"id":"9c44f3e4-dd17-4833-9d3a-6dd83d82d216","source":"hackernews","source_id":"48662390","content_type":"comment","title":null,"body_preview":"The interesting part of reading through the various threads Sandy Petersen's tweet spawned is that a lot of people seem to see Quake as the last great id Software game, and as someone who played a ton","author":"georgemcbay","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662390"},{"id":"8949c6cf-2f8d-4917-9030-537aead74a0b","source":"hackernews","source_id":"48662704","content_type":"comment","title":null,"body_preview":"Didn't Adrian Carmack (the art guy; no relation) get something like 10x more equity in the company than Carmack and Romero b/c of how badly they botched their cap table?","author":"LarsDu88","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15476190476190474,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662704"},{"id":"b91e6edc-949f-462d-9454-c61472f6d102","source":"hackernews","source_id":"48663515","content_type":"comment","title":null,"body_preview":"Quake was an incredible leap forward in desktop games.\nBut Sandy Peterson is probably right, saying that it ‘Ruined’ the company - as an artistic creative force anyway.\nThe breakup of the brilliant an","author":"curiousObject","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","historical_context_and_analysis"],"bot_score":0.17032925006137825,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663515"},{"id":"b901e5c2-2abf-48bf-84f1-2ad73510c40f","source":"hackernews","source_id":"48663418","content_type":"comment","title":null,"body_preview":"ID dominated the PC shooter scene for 4.5 generations in a row. Insane.\nWolf, Doom, Quake, Quake II, Quake 3 Arena\nDark Forces was great, but that tech was too late so it never went anywhere. Duke3D s","author":"bluedino","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.15270944046799442,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663418"},{"id":"c72369fc-5cc5-469c-80a3-1c13e4ee46bd","source":"hackernews","source_id":"48662236","content_type":"comment","title":null,"body_preview":"Clicked on link, it tried to upsell me on twitter prime or whatever it is.  Closed the promotion, now I'm just sitting on twitter, not on the link I clicked on.\nThat is sad.","author":"legohead","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662236"},{"id":"8493d072-709e-4dfc-aedc-b414da286aeb","source":"hackernews","source_id":"48662547","content_type":"comment","title":null,"body_preview":"Why are folks still submitting so many twitter.com links?","author":"hooo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662547"},{"id":"6b61c659-edbc-4d8c-8ced-f54f8a5f9fa3","source":"hackernews","source_id":"48662369","content_type":"comment","title":null,"body_preview":"One of my favorite non-fiction books is Masters of Doom.  I have no idea how accurate it is, but I did leave with the impression that John Carmack is an amazingly smart guy, who also has the potential","author":"tombert","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.11633516334577278,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662369"},{"id":"af9462d2-56a1-4166-9d48-9dcb38398e3b","source":"hackernews","source_id":"48662821","content_type":"comment","title":null,"body_preview":"Weird. Quake 1 was amazing. All my peers were counting the days for the release and the soundtrack hit right when nin was breaking huge. Sure the end of the game was lame, but the environment was magi","author":"supertroop","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.11877642468057183,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662821"},{"id":"9757ed58-89b8-4de3-b15b-83b4fe80ed8e","source":"hackernews","source_id":"48662262","content_type":"comment","title":null,"body_preview":"Young energy shouldn’t be apologized. Apparently Bill Gates had that psycho energy too, Jobs and many others too.\nOn a civilizational scale it seems like a net benefit that young, eager and driven peo","author":"lokimedes","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662262"},{"id":"5c876840-32f2-4111-abaf-901443ab38db","source":"hackernews","source_id":"48663357","content_type":"comment","title":null,"body_preview":"After reading those IdSoft histories, Quake shipped a new client server networking layer, a new quake C scripting engine, the new fully polygonal engine …\nThis was far too ambitious and bottlenecked e","author":"BiscuitBadger","classification":"human_created","confidence":0.8,"indicators":["niche_expertise","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663357"},{"id":"f3b19a4e-7031-43cd-abb7-3aca5eb38ffe","source":"hackernews","source_id":"48663383","content_type":"comment","title":null,"body_preview":"Carmack is a godly programmer, but he's largely a technical guy. Everything he releases is a feat of technical engineering (\"real 3D!\"; \"curved surfaces!\"; \"realistic lighting!\"; \"the Megatexture!\"), ","author":"AdmiralAsshat","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","historical_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663383"},{"id":"c1c6cb27-fc2c-4615-aadb-bd4ccdaf3f1b","source":"hackernews","source_id":"48662709","content_type":"comment","title":null,"body_preview":"Quake 1 was worth it even if just for the multiplayer. It was so good that people were having fun online even on just the \"start\" map with the shareware version. Quakeworld was especially great and ve","author":"FartyMcFarter","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662709"},{"id":"11926ff1-43cf-4523-bc2b-961fd3ed4a80","source":"hackernews","source_id":"48663154","content_type":"comment","title":null,"body_preview":"> So if my theorem is correct, and Quake gutted id Software, was it worth it? Well I'd say yes absolutely. Games are more important than game companies, and Quake is an iconic titan of the gaming worl","author":"rustyhancock","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0.1721340257754977,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663154"},{"id":"8fe216b6-dc4e-4c94-baf2-77d209b337cf","source":"hackernews","source_id":"48662129","content_type":"comment","title":null,"body_preview":"> I pushed everyone too hard. I didn’t appreciate how maturing companies need more slack, and that running people at startup intensity constantly will wear them out.\nSounds like wisdom many companies ","author":"ChrisMarshallNY","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.1430121511503383,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662129"},{"id":"bcc6d834-4ffa-4df5-a3f1-0011300764e3","source":"hackernews","source_id":"48662154","content_type":"comment","title":null,"body_preview":"Quake III Arena was pretty entertaining. Doesn't seem like it came from a company that had been ruined for years.\nI definitely noticed something around the Doom 3 release many years after Quake III Ar","author":"tejohnso","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662154"},{"id":"bd174fb9-4ce4-4704-9008-5e5a22cafe0e","source":"hackernews","source_id":"48662459","content_type":"comment","title":null,"body_preview":"\"Sorry, Sandy\"\nSandy Petersen's side of it comes out in a few interviews, like https://medium.com/@unkndoomer/back-to-the-past-e3c421fb2e70 and https://www.youtube.com/watch?v=MUeu96TKQwU (especially ","author":"starkparker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662459"},{"id":"e906eba8-3c9b-473c-b7f6-2129ea4addf9","source":"hackernews","source_id":"48662362","content_type":"comment","title":null,"body_preview":"AI agents who review the slop created by other AI agents is not the answer here.\nI much prefer a blanket ban on PRs and issues created by AI agents (which is what I personally do for my repos; so far ","author":"runarberg","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","personal_anecdote","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662362"},{"id":"ae9fc3e4-7b41-4bbc-8b3b-21b57f2ef6a4","source":"hackernews","source_id":"48665252","content_type":"comment","title":null,"body_preview":"I remember that on the not so early days of the internet around 1993, I managed to exchange emails with pretty much important people, known professionals and even got responses to my questions. It loo","author":"elzbardico","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665252"},{"id":"a9f8445b-89bd-4e8d-a3cc-ffcc29560253","source":"hackernews","source_id":"48662957","content_type":"comment","title":null,"body_preview":"Does github not have rulesets for who can even try to do a PR? I would lockdown my repositories if I didn't want any PR slop.","author":"giancarlostoro","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662957"},{"id":"010e3392-b20f-45ad-a5d5-96361ef65007","source":"hackernews","source_id":"48664648","content_type":"comment","title":null,"body_preview":"Wait. So to combat AI spam there's AI agents to prevent it?\nWhy can the anti spam agents not just do the work directly???","author":"benj111","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11080804690972944,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664648"},{"id":"89065aa3-a556-4882-9ba3-e09124150246","source":"hackernews","source_id":"48665294","content_type":"comment","title":null,"body_preview":"Fun fact: it is spam filtering application that makes Paul Graham famous (and rich)","author":"mrbonner","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.198107027839156,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665294"},{"id":"b60339d8-f1a6-423f-8c33-1d7d67c5706a","source":"hackernews","source_id":"48664597","content_type":"comment","title":null,"body_preview":"100% agree, as a web dev, my team and I are shipping code like crazy, I just merged a 20k PR today and we're just starting.\nEven if it's all AI code, we still need to read it and understand it before ","author":"othmanosx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","imperfect_expression","strong_opinions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664597"},{"id":"4150815f-7f22-454d-834a-170450f9731d","source":"hackernews","source_id":"48665396","content_type":"comment","title":null,"body_preview":"It's not at all like e-mail spam. Vast majority of contributors made a change useful for themselves that they wish to share with others. It's better to think of this as an influx of new programmers or","author":"cat_plus_plus","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665396"},{"id":"12ca73ad-ede2-4a36-bb32-a177e2f660fc","source":"hackernews","source_id":"48662441","content_type":"comment","title":null,"body_preview":"Can I ask what the motive is to create agents to do this? Where is the profit?","author":"fecal_henge","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662441"},{"id":"8a3b5880-1063-4c84-96f3-681bfceba016","source":"hackernews","source_id":"48663490","content_type":"comment","title":null,"body_preview":"I understand this is a general problem in OSS, but I also hope the irony isn’t lost that this article is specifically complaining about AI slop PRs to the Open Claw repo.\nIf the maintainers are that t","author":"janalsncm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.114678276478061,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663490"},{"id":"ffc4388f-3229-41b1-9aa9-090d78c72183","source":"hackernews","source_id":"48662250","content_type":"comment","title":null,"body_preview":"Maybe we should cut out the middle-man and make it easy for people to donate token credits to open-source projects, and let the maintainers decide how to use them.","author":"Retr0id","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662250"},{"id":"3298bc60-faf5-4cca-84c1-77b0de9a8899","source":"hackernews","source_id":"48662380","content_type":"comment","title":null,"body_preview":"In my main project we added a new requirement that all new contributors meet a maintainer in a non-textual format before their first PR is merged. Seems to work well for a small project.","author":"j2kun","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662380"},{"id":"a01be6bd-0821-4a6b-8e22-9834d21ab5c0","source":"hackernews","source_id":"48664879","content_type":"comment","title":null,"body_preview":"If anyone is interested in what it was like fighting spam in the early 2000s, I worked for a company that captured spam, analyzed it and then passed the analysis s on to the law firms of the big email","author":"alexpotato","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0.1359617807345094,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664879"},{"id":"476418a9-4c2d-4413-bea2-4b39188eee0e","source":"hackernews","source_id":"48664017","content_type":"comment","title":null,"body_preview":"GitHub just recently added configurable PR limits for maintainers to help partially address this problem: https://github.blog/open-source/maintainers/how-pull-request...","author":"guidoiaquinti","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664017"},{"id":"53fd6fb6-794c-48a4-945c-af17196064dd","source":"hackernews","source_id":"48663712","content_type":"comment","title":null,"body_preview":"I see one big difference: with email it was always about sender reputation based on email servers (IPs), maybe about domains. But never about individual users. It's the organizations running the email","author":"andix","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.11021954416270467,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663712"},{"id":"edc40caa-c310-49aa-8a64-f93a6b80aff4","source":"hackernews","source_id":"48663929","content_type":"comment","title":null,"body_preview":"I've been eyeing the Xteink Reader but cannot decide between the X4 (4.7\" diag) and X3 (3.7\" diag).\nFWIW, the X3 requires a pogo pin cable, while the X4 requires a standard USB-C.\nAnybody got any reco","author":"aanet","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.11559856378495947,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663929"},{"id":"1eafaa2b-05f3-4382-afc5-3a9a040de199","source":"hackernews","source_id":"48663124","content_type":"comment","title":null,"body_preview":"I've had the X3 for a month and I love it. It's so small I forget it's in my pocket and have almost washed it a couple times. I'm working on custom firmware for it, so I ordered an X4 when they had th","author":"NDlurker","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663124"},{"id":"9113c168-9a49-414e-bad5-af0a1267f36a","source":"hackernews","source_id":"48664062","content_type":"comment","title":null,"body_preview":"I love the X3, light enough I can carry it around without noticing it. Battery lasts forever. I don't feel the need for a backlight at all, I love how simple this is.\nI know people favor the X4 for th","author":"broabprobe","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":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664062"},{"id":"2f9eee41-db61-42ac-9284-53ab3ef48ba2","source":"hackernews","source_id":"48663780","content_type":"comment","title":null,"body_preview":"Love my X4. Shameless plug, I also built an iOS/Android app to manage books and also send web articles over to Crosspoint\nhttps://crosspointsync.com/","author":"zabi_rauf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","terse_replies"],"bot_score":0.23359858511000944,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663780"},{"id":"93f89298-8a16-4483-bf5d-720f38229669","source":"hackernews","source_id":"48664420","content_type":"comment","title":null,"body_preview":"I've been eyeing the Xteink devices for a while now. They fit all the boxes - small, cheap, physical buttons - a basic reading utility. However, since there's no support for DRM, I'm worried either I ","author":"my_throwaway23","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_template_phrases"],"bot_score":0.125,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664420"},{"id":"3a9b160d-a889-45c6-8f42-43ef64f22e14","source":"hackernews","source_id":"48663507","content_type":"comment","title":null,"body_preview":"The no USB flashing doesn't appear to be the case if you get it straight from OEM. It is a bit pricier than amazon.\nhttps://www.xteink.com/products/xteink-x4","author":"nosioptar","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663507"},{"id":"f149f1dc-1870-4c84-8dd6-43baba12c7ca","source":"hackernews","source_id":"48663224","content_type":"comment","title":null,"body_preview":"For those who can afford it, I can recommend the Boox Note for the ebook reader. It comes with full Android, so you are not limited to books but can read news, Hacker News, and other doomscrolling tha","author":"miohtama","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","personal_recommendation"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663224"},{"id":"7d245f97-3d98-48ee-95fe-1ef002998651","source":"hackernews","source_id":"48666061","content_type":"comment","title":null,"body_preview":"Put two in a printed case, crosslink to make page turn work and it's a book reading experience.","author":"ggm","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12507661883859894,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666061"},{"id":"8c1bd49a-4395-4e79-8b00-adecee3bf145","source":"hackernews","source_id":"48664425","content_type":"comment","title":null,"body_preview":"Oh it comes with custom firmware? This is very interesting. I would love to be able to modify some UX and I am sorry, but I need to get the following out of my head. All the e-readers I have had have ","author":"flowerbreeze","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664425"},{"id":"a10a7136-1a94-48f9-a080-4f21adbd6706","source":"hackernews","source_id":"48663176","content_type":"comment","title":null,"body_preview":"I got the X4 and liked it enough that I used it a ton even though it turned out to be too big to Magsafe onto my phone. In fact, I liked it enough that I also got the X3 on sale so I can use it the wa","author":"somesortofthing","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","specific_product_details"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663176"},{"id":"0361f7fc-0425-4999-b444-4d7836f93db0","source":"hackernews","source_id":"48663080","content_type":"comment","title":null,"body_preview":"I got one, it's pretty cool that it's small enough to just magnet to the back of your phone. If your someone who needs to use a large font on their ereader to read its certainly not for you, but the s","author":"ApolloFortyNine","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.1629049405545331,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663080"},{"id":"dd242c8d-d1d5-4305-891d-e96e00e821a9","source":"hackernews","source_id":"48665533","content_type":"comment","title":null,"body_preview":"I got the X4 Reader recently as well. I really worried that it was going to be a gadget I used for a while then just toss into a drawer but it really has been a useful device. I liken it to the phrase","author":"Langley","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":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665533"},{"id":"58566540-8243-4bd0-addf-33b0a0e057f0","source":"hackernews","source_id":"48663594","content_type":"comment","title":null,"body_preview":"I've been using it for about 6 months. Very, very good - especially paired with anna's archive.\nIT IS VERY FRAGILE! The eink screen on my first broke while in my backpack. The company is generous, I b","author":"senorcrab","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663594"},{"id":"2baf57b1-c216-4208-b410-6ced9502b533","source":"hackernews","source_id":"48663217","content_type":"comment","title":null,"body_preview":"I got the X4 a few weeks back and installed https://github.com/uxjulia/CrossInk and it has been a dream.","author":"dinkleberg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663217"},{"id":"2ec40237-36c1-459b-8fc9-bbbf0d644ed2","source":"hackernews","source_id":"48664792","content_type":"comment","title":null,"body_preview":"I love my X3. I glued its magnetic folio to the back of my Apple Wallet. It turned out perfectly, for me. Pictures below. I've read The Odyssey and several other shorter books on it and have yet to re","author":"enthdegree","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664792"},{"id":"f3c5de10-d490-4aa6-b13c-7c8162f66e09","source":"hackernews","source_id":"48664120","content_type":"comment","title":null,"body_preview":"I got one last April, and love it: https://taoofmac.com/space/reviews/2026/04/04/1800\nI also built two quick hacks for it that people might like:\n- https://github.com/rcarmo/bun-readlater-epub\n- https","author":"rcarmo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.07216706847616028,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664120"},{"id":"58e6f9d8-be3c-48cf-8d12-37297fff60cb","source":"hackernews","source_id":"48664041","content_type":"comment","title":null,"body_preview":"I've looked at this device and I wonder how good the layout engine is. Screenshots never show text with any hyphenation going on which makes me wonder if it even supports hyphenation.\nOne of the image","author":"criddell","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","personal_experience","imperfect_expression"],"bot_score":0.08085539288344783,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664041"},{"id":"2f2770ec-7027-41a7-a645-64cd1313b5c4","source":"hackernews","source_id":"48664971","content_type":"comment","title":null,"body_preview":"I have the X4 and the X3 (newer smaller one). I will get whatever the next version is if it has a backlight or more DPI / support for smaller font.\nX4 is great - has usb-c charger and with the cover f","author":"harrisonjackson","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664971"},{"id":"5162479c-5e59-4bc7-9423-be2eae6b50e0","source":"hackernews","source_id":"48666556","content_type":"comment","title":null,"body_preview":"I recently bought an X4, put crosspoint on it, and have been loving it. I've been reading so much more than before, just because it's always available on the back of my phone.","author":"miloignis","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666556"},{"id":"2ca2b11f-da9b-4086-9d8f-a28835aa50f8","source":"hackernews","source_id":"48663311","content_type":"comment","title":null,"body_preview":"Got the X4. Put CrossPoint on it. Works like a charm. The http server accessible over wifi makes transferring books extremely simple. (Shame on the Kindle for locking everything down.) This is proof-o","author":"sieve","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663311"},{"id":"314b18a7-5879-4481-a67e-cdeec89b045d","source":"hackernews","source_id":"48666331","content_type":"comment","title":null,"body_preview":"The article neglects to define \"DHT\" before using it.","author":"MoonWalk","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666331"},{"id":"4f25bbe4-5e56-4f36-8691-5b625ffc2416","source":"hackernews","source_id":"48666075","content_type":"comment","title":null,"body_preview":"2010. I remember those times. I was doing these things for science in 2008. Performance-wise, PEX was much faster than DHT. At least, in my setting.\nThis year, I was giving it as an assignment to stud","author":"gritzko","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666075"},{"id":"da35a6dc-3013-4fee-a2b8-ebc7e369cb35","source":"hackernews","source_id":"48665630","content_type":"comment","title":null,"body_preview":"Bitmagnet -https://bitmagnet.io/ - does exactly that. I left it running for a few weeks and then stopped the crawler. Didn't expect much, but still somewhat disappointed by the garbage it reeled in.","author":"hdgr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665630"},{"id":"a1872ed9-bf9f-49dc-80f3-c839958872f6","source":"hackernews","source_id":"48666112","content_type":"comment","title":null,"body_preview":"Who are these people talking about \"agentic\" stuff, and furthermore who are the people who can't stfu about \"MCP\"??\nLiterally 90%+ comments on HN personify their alleged use of AI in a way that is in ","author":"paganartifact","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":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666112"},{"id":"05a6b6d1-3fc2-4dbd-9e14-85e036aa80af","source":"hackernews","source_id":"48664346","content_type":"comment","title":null,"body_preview":"performance is quite impressive given that its 3x cheaper than 5.5","author":"zuzululu","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.08845424391555351,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664346"},{"id":"c2edfeff-9303-444c-b7a1-0ec03eea6b40","source":"hackernews","source_id":"48663593","content_type":"comment","title":null,"body_preview":"No UI like their competitors Claude CoWork or Codex.   This is vaporware","author":"beastman82","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663593"},{"id":"157ddc6f-9487-408c-8b4f-2a017d85e359","source":"hackernews","source_id":"48664444","content_type":"comment","title":null,"body_preview":"I wonder if it will be better at building TUI's. It has been absolutely abysmal at interacting with them and building them","author":"fridder","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664444"},{"id":"a865da1d-2140-4432-9f1b-fdb31a3fd449","source":"hackernews","source_id":"48663445","content_type":"comment","title":null,"body_preview":"Computer use is such a terrible idea. It's slow, insecure, error prone, expensive.\nI guess if you're trying to get people to tokenmaxx it may look like a valid strategy, but ain't no way this will be ","author":"airstrike","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.13254547996429034,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663445"},{"id":"9ff09f35-bdda-4fbd-bf22-b9a50cc0b1f0","source":"hackernews","source_id":"48664537","content_type":"comment","title":null,"body_preview":"People using google’s models: am I holding it wrong or are the guardrails really overtuned?\nI had the dubious pleasure of testing gemini of late and I kept running into refusals. How do I transfer a s","author":"revolvingthrow","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664537"},{"id":"4944922b-0b2d-48ea-84fe-aefde8bea978","source":"hackernews","source_id":"48663463","content_type":"comment","title":null,"body_preview":"It's funny how in their own graph, https://storage.googleapis.com/gweb-uniblog-publish-prod/ima...\n Gemini 3.5 Flash is beat hands down by both Opus 4.8 and GPT 5.5, and yet the graph is drawn as if G","author":"mlmonkey","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","specific_observation"],"bot_score":0.13530680468447961,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663463"},{"id":"659bf10e-dec5-499b-99a0-62e1b6f20c1d","source":"hackernews","source_id":"48666437","content_type":"comment","title":null,"body_preview":"Pretty doubtful about computer use/screenshotting based approaches.\nWith Retriever AI, we construct custom accessibility trees to represent web pages and just switched over to using DeepSeek v4 Flash ","author":"arjunchint","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_personality"],"bot_score":0.04659123798853685,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666437"},{"id":"affbead4-0c22-4b3a-9daf-fefbd518f969","source":"hackernews","source_id":"48663235","content_type":"comment","title":null,"body_preview":"There's still no MCP support in the Gemini app, which is very useful to get various pieces of info as a user just via chatting. For example I recently wanted to get an Airbnb and wanted to filter by s","author":"satvikpendem","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_indicators"],"bot_score":0.10584515419958174,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663235"},{"id":"e900fe20-b9fb-42b0-8469-12a4b52dcd67","source":"hackernews","source_id":"48665638","content_type":"comment","title":null,"body_preview":"Today I asked Gemini to extract a table from an PDF appendix and create C++ data table with its contents. After 15 or so iterations with corrections and new mistakes, it eventually gave up. I was floo","author":"smallstepforman","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665638"},{"id":"19ff6e84-362b-4aa6-9dc1-d3156eee807a","source":"hackernews","source_id":"48657402","content_type":"comment","title":null,"body_preview":"I love bunny so much - I host 10+ (Hugo) websites there and I pay basically nothing (+ CDN, DNS, ...).","author":"KingOfCoders","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657402"},{"id":"4ec521d0-8216-4802-9338-72594ac71d12","source":"hackernews","source_id":"48659556","content_type":"comment","title":null,"body_preview":"I just signed up.\nThe website (despite saying it's free here) has numerous banners of trials and free credits. Not quite what I was expecting from 'free'","author":"awill","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659556"},{"id":"6cc17ef3-8429-4a90-82bf-07c69a396b8c","source":"hackernews","source_id":"48658714","content_type":"comment","title":null,"body_preview":"Wait, someone paid them for DNS before? It was many FREE DNS services since early 00's, I even will not say nothing about the domain names registrants who almost always (with literally few exceptions)","author":"Sibexico","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658714"},{"id":"18b2f9fb-603a-40b8-953b-b130a253eed0","source":"hackernews","source_id":"48659200","content_type":"comment","title":null,"body_preview":"I read this headline as \"DNS free\" and was intrigued, like they would be distributing hosts files or something.","author":"fredrickleo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659200"},{"id":"9c0c3b71-7061-4231-bf73-5099bf15e48c","source":"hackernews","source_id":"48657933","content_type":"comment","title":null,"body_preview":"This is good news! For anybody wondering, there is a terraform provider available.\nhttps://registry.terraform.io/providers/BunnyWay/bunnynet/la...","author":"chaz6","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657933"},{"id":"fb6b063d-e3cb-40cc-88c8-0599beba301f","source":"hackernews","source_id":"48659701","content_type":"comment","title":null,"body_preview":"We use bunny as our CDN provider at Bluesky, and I have had a very positive experience! Team is great, service is great, price is great.","author":"jcalabro","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659701"},{"id":"3d82660b-5470-4c76-bbed-ab94c553e027","source":"hackernews","source_id":"48658871","content_type":"comment","title":null,"body_preview":"> Bunny DNS no longer charges for DNS queries\nI've owned domains for ~20 years... I'm okay for paying for the domain, I'm okay with some of that money being used to maintain the DNS servers...  I've n","author":"nubinetwork","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12738773028492142,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658871"},{"id":"834a14f9-ec7d-46f9-b1b0-2eb76bb38db0","source":"hackernews","source_id":"48657511","content_type":"comment","title":null,"body_preview":"I'm using Bunny DNS and it's been mostly unremarkable (which is a very good thing for a DNS provider)!\nThe only annoyance is that their domain import auto-detects existing records, but it seems to mis","author":"tao_oat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.13263252099206768,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657511"},{"id":"e1ff2392-0467-4965-93b7-67a27caa6671","source":"hackernews","source_id":"48665658","content_type":"comment","title":null,"body_preview":"On the other hand, I was using Bunny DNS free for years, and now I have to pay $1/month to use it. Need to migrate somewhere else.","author":"manytimesaway","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_anecdote","terse_reply"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665658"},{"id":"a274301c-c5ec-44a9-a85e-9030f494c70c","source":"hackernews","source_id":"48657913","content_type":"comment","title":null,"body_preview":"It's nothing new to make a DNS service free, but still kudos to Bunny. I moved to Bunny CDN couple of months ago from CF and it's been great so far. They don't have all that fancy things that CF has, ","author":"kenanfyi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657913"},{"id":"0bc97e93-7b70-4aca-8887-3fb4f64f1b7e","source":"hackernews","source_id":"48657606","content_type":"comment","title":null,"body_preview":"Very nice and a great service. I wish there API Keys were scoped however so setting up continuous deployments doesn't risk your, say, MX records getting changed if the key is leaked. And it would be v","author":"bcye","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657606"},{"id":"7f9fd27e-6777-4e60-869f-d43bc79b80c7","source":"hackernews","source_id":"48659512","content_type":"comment","title":null,"body_preview":"I am seeing way to many \"Performing security verification\nThis website uses a security service to protect against malicious bots. This page is displayed while the website verifies you are not a bot.\" ","author":"herodotus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659512"},{"id":"f6915f26-dd8d-4af2-88c3-642c4c0b97c5","source":"hackernews","source_id":"48657731","content_type":"comment","title":null,"body_preview":"Their website loads really fast. Its sad that this is remarkable, but it really is.","author":"jeremyjh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657731"},{"id":"abd6148a-b31a-413f-afdf-6a35dcfcf9a0","source":"hackernews","source_id":"48657590","content_type":"comment","title":null,"body_preview":"For the people asking what kind of DNS service this is, content or proxy: You have to look 'Bunny DNS' up in the products menu and from there follow the hyperlink to the doco.\n* https://docs.bunny.net","author":"JdeBP","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","specific_instructions"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657590"},{"id":"d216f897-339e-476f-9428-f0abd6113948","source":"hackernews","source_id":"48658268","content_type":"comment","title":null,"body_preview":"Kudos to Bunny.net!\nI'm really waiting for a streamlined static website hosting experience to move everything to Bunny. At the moment, Cloudflare Pages is still much more straightforward with one CLI ","author":"9294","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658268"},{"id":"2803dbb6-ecba-4f90-90ca-1ee8251bd65c","source":"hackernews","source_id":"48659213","content_type":"comment","title":null,"body_preview":"I want to love Bunny. But I am terrified about being suddenly charged thousands of euros if some unexpected traffic from LLM/crawler activity happens.\nAs far as I know, Bunny products are their own bu","author":"Diti","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","specific_pain_point","conditional_loyalty"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659213"},{"id":"0889a39c-985d-447a-bf3b-785fe6b86655","source":"hackernews","source_id":"48660864","content_type":"comment","title":null,"body_preview":"The first few hundred words on that page does not explain why I should care about this, and amazingly neither does the comments here on HN.","author":"hnarn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660864"},{"id":"9c20fefd-0a01-466e-b2f9-eb946da0c7b7","source":"hackernews","source_id":"48657479","content_type":"comment","title":null,"body_preview":"It sounds like they made it free for customers for up to 500 domains. It also sounds like they were charging for DNS resolution before? Or is it DNS hosting?\n>So, we’ve eliminated DNS query fees entir","author":"dizhn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657479"},{"id":"53cb59df-c0d8-4bdc-b0af-cc93c3e3ca20","source":"hackernews","source_id":"48657566","content_type":"comment","title":null,"body_preview":"Just looked at their website, they don't do many loss leaders as others, for example others offer free static site hosting.\nBut they are a private company with only one small $6m funding round back in","author":"khurs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","opinion_or_stance"],"bot_score":0.31180458011371814,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657566"},{"id":"034f4151-02e6-455a-9353-a1f8b680e45e","source":"hackernews","source_id":"48657557","content_type":"comment","title":null,"body_preview":"Kudos to the BunnyNet team!\nI've always looked for a EU based alternative to Cloudflare; not because I didn't like them, I still support Cloudflare and they're a great company, but pushing for and tes","author":"Lucasoato","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.15684715314307823,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48657557"},{"id":"b6d64f28-6a57-4c15-afbf-adf0bd9cad6c","source":"hackernews","source_id":"48661833","content_type":"comment","title":null,"body_preview":"As a meta comment, I'm surprised such a news is not reaching the frontpage already.","author":"samuell","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13780409533145882,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661833"},{"id":"f1e572d9-d7ba-42e8-a901-3e39a21f8150","source":"hackernews","source_id":"48664964","content_type":"comment","title":null,"body_preview":"Of all possible acquirers, Qualcomm is the worst outcome for Mojo, rip","author":"WhereIsTheTruth","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.17727000178151742,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664964"},{"id":"5bac8843-f570-465a-bc03-6004f4faa672","source":"hackernews","source_id":"48662316","content_type":"comment","title":null,"body_preview":"Oh, that is unexpected... I tried applying for a position at Modular a few days ago.","author":"revengerwizard","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662316"},{"id":"688b0b1e-e4a1-4203-9278-e98ef9b0bb56","source":"hackernews","source_id":"48661625","content_type":"comment","title":null,"body_preview":"It's interesting that acquire.fyi data shows tech M&A deal volume is down 11% year to date, but total deal value is up 40%. So, fewer deals are closing in tech, but the deals that are closing are much","author":"bit_economist","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661625"},{"id":"e5e4bd16-fe45-4a1a-8041-a0a7d71f2270","source":"hackernews","source_id":"48659091","content_type":"comment","title":null,"body_preview":"Qualcomm has acquired excellent engineering talent here, the infrastructure I've seen Modular build in the 3 years I've followed the company is insane.","author":"melodyogonna","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659091"},{"id":"410bd308-4e39-4d2f-a790-3714d9215dff","source":"hackernews","source_id":"48659120","content_type":"comment","title":null,"body_preview":"Related, Reuters reported the deal a few days ago, valued at $4b: https://www.reuters.com/legal/transactional/qualcomm-nearing...","author":"melodyogonna","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659120"},{"id":"65ba5837-13f1-443d-b07e-56f1abb9236e","source":"hackernews","source_id":"48663851","content_type":"comment","title":null,"body_preview":"Qualcomm seems to be assembling a whole portfolio of technologies/products aimed at\n1. Moving beyond ARM to RISC-V\n2. Being competitive for AI/could needs instai of just chips for phones and other edg","author":"ssivark","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","niche_expertise"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663851"},{"id":"4e4efa1b-7f39-440b-875d-2f02a4c86d1b","source":"hackernews","source_id":"48659767","content_type":"comment","title":null,"body_preview":"It's kind of funny that Modular is getting acquired by a hardware company considering what it's founder has said repeatedly in interviews and articles about how those companies fail to make AI stacks.","author":"bobajeff","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48659767"},{"id":"1c1e7cc4-5baf-4862-87ea-07f87c7a303c","source":"hackernews","source_id":"48666169","content_type":"comment","title":null,"body_preview":"I honestly think Mojo would be better served if it is just a high-level language for GPU programming that compiles down to PTX with clear Python/Rust interop boundaries instead of trying for the \"one ","author":"YuechenLi","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","niche_expertise","platform_fluency","semantic_blandness"],"bot_score":0.1880541089552812,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666169"},{"id":"b77d6a2b-c416-4657-9009-e3a12e7b4ce0","source":"hackernews","source_id":"48666533","content_type":"comment","title":null,"body_preview":"Has anyone used mojo/modular extensively in their work? I installed it as soon as it was available but never went past the toy examples.","author":"dwa3592","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","genuine_specificity"],"bot_score":0.11309567273876239,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666533"},{"id":"604f5e4e-3c62-48bf-a15f-16221fd16114","source":"hackernews","source_id":"48658861","content_type":"comment","title":null,"body_preview":"Tbh, Modular getting acquired happened sooner than I would have expected, if ever. Don't know how to feel about this one.\nAlso so many mixed feelings about Mojo, the programming language powering Modu","author":"roflcopter69","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48658861"},{"id":"a221effc-5e97-459e-9f01-2f7d9bad3c16","source":"hackernews","source_id":"48662928","content_type":"comment","title":null,"body_preview":"\"What is the best language in the world (say ruby)\" ;)","author":"meerita","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662928"},{"id":"65126ae7-6bed-4e05-9d94-18263efc7cde","source":"hackernews","source_id":"48661589","content_type":"comment","title":null,"body_preview":"In case you're using PHP or Node.js, we've made a similar toolkit free and open source on github: https://github.com/Qbix/AI/tree/main/classes/AI","author":"EGreg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661589"},{"id":"16095a98-f129-4d3c-ab00-7b91dc9850e0","source":"hackernews","source_id":"48663330","content_type":"comment","title":null,"body_preview":"Using RubyLLM in production for https://usetix.io\nIt drives our event chat agent that is enhanced with toolcalls etc. Super happy with it.","author":"hit8run","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663330"},{"id":"4112b6ff-b5dc-4ce2-94de-3ac6375283c1","source":"hackernews","source_id":"48661139","content_type":"comment","title":null,"body_preview":"It is quite nice, but not as nice as you'd want. You still have to set platform specifics when running completions when you want to tune things like temperature, effort, max tokens, etc.","author":"mosselman","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.08112781244591329,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661139"},{"id":"8c3dba89-ec51-42e5-b738-0dcd4beb4ba1","source":"hackernews","source_id":"48661498","content_type":"comment","title":null,"body_preview":"I have created an open source chatgpt clone with rubyllm, check it out here: https://www.railschat.org/","author":"fragkakis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661498"},{"id":"93b91d49-583f-44e7-b559-56d5305d11fa","source":"hackernews","source_id":"48665583","content_type":"comment","title":null,"body_preview":"RubyLLM is great! Been a very happy user for awhile now :)","author":"joemclarke","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48665583"},{"id":"3a271c0f-3268-449d-89ba-f9c42236ac66","source":"hackernews","source_id":"48661951","content_type":"comment","title":null,"body_preview":"I built a similar Ruby based agent development kit that has a different focus and feature set:\nhttps://github.com/tweibley/legate","author":"themcgruff","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661951"},{"id":"7b8fc2bc-6063-4654-9966-f0d994f6a9f8","source":"hackernews","source_id":"48662816","content_type":"comment","title":null,"body_preview":"We use this in production for a few apps. Great project.","author":"digitaltrees","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.093780355705539,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662816"},{"id":"01877fa1-7f35-4c1d-a3a9-4ea5325cf503","source":"hackernews","source_id":"48663149","content_type":"comment","title":null,"body_preview":"We use RubyLLM in production too, the most elegant library in this space I've seen so far.\nI also liked how they run the issue tracker. If you select \"Feature Request\", it makes you explain how you ex","author":"rohitpaulk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663149"},{"id":"b3c75a45-38d6-4305-823a-330169674b71","source":"hackernews","source_id":"48661326","content_type":"comment","title":null,"body_preview":"thank you for bringing ruby into AI community and your open-source work. \nGreat language must be explored and get more attention :)","author":"zhisme","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3018796874098555,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661326"},{"id":"976706dd-9af6-4e65-a9ee-5e82001ac8af","source":"hackernews","source_id":"48664477","content_type":"comment","title":null,"body_preview":"I spent a lot of time with RubyLLM a few months ago. Very nicely designed and implemented. I have my own LLM clients written in various Lisp languages and I thought about appropriating some of the des","author":"mark_l_watson","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","self_reference","natural_digressions"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664477"},{"id":"b3124868-6e22-4376-955b-f5e62bf30e5b","source":"hackernews","source_id":"48664895","content_type":"comment","title":null,"body_preview":"Laravel has a similar library\nhttps://laravel.com/docs/13.x/ai-sdk","author":"osbre","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664895"},{"id":"c9b00015-b0a4-4c81-9db9-f01d064e92ec","source":"hackernews","source_id":"48664385","content_type":"comment","title":null,"body_preview":"RubyLLM is awesome! I use it on side projects.  So interesting how questions and comments from last year SF Ruby conf, https://youtu.be/y535u1EWqAg?si=rbyv52T035apKwQk are already features shipped in ","author":"mogox","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664385"},{"id":"29252b7b-97c9-43c7-82b3-759ad130bb7c","source":"hackernews","source_id":"48664680","content_type":"comment","title":null,"body_preview":"I'm building something that is only pointed at Claude, and I don't anticipate moving away from the Anthropic ecosystem. Does RubyLLM offer me an advantage over directly using Anthropic's Ruby SDK?\nTo ","author":"aaronbrethorst","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.10198451749796474,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664680"},{"id":"93e55c5b-ee8a-4fea-a3b3-5cf3452cabfd","source":"hackernews","source_id":"48661655","content_type":"comment","title":null,"body_preview":"RubyLLM is very easy to use. Made extensive use of it for a project last year. Drawbacks are it was difficult to instrument for true trace observability and it has a pattern where retries will delete ","author":"Finbarr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","self_reference"],"bot_score":0.2522516349557082,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661655"},{"id":"b3484f65-e76d-4b1c-b861-36b690eeb6ec","source":"hackernews","source_id":"48663685","content_type":"comment","title":null,"body_preview":"We use and love RubyLLM! A wonderful and easy to use framework.\nAgreed with another commenter on the frustration with the responses API not being naively supported; that seems like a huge miss. There ","author":"MitziMoto","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","specific_technical_detail","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663685"},{"id":"fc378226-c2e7-4479-9976-25ec93d82d0a","source":"hackernews","source_id":"48662172","content_type":"comment","title":null,"body_preview":"I have an open source gem called Raix that builds on top of RubyLLM's abstractions and is quite popular. https://github.com/OlympiaAI/raix","author":"obiefernandez","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662172"},{"id":"bd27c90a-879b-4077-a5b8-d9536ffc6c16","source":"hackernews","source_id":"48661194","content_type":"comment","title":null,"body_preview":"I found Ruby LLM to be surprisingly good - in terms of usability it's close to Vercel's AI framework.\nIt tries to strike a balance between working out of the box and being flexible... which has its ch","author":"swe_dima","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","balanced_opinion"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661194"},{"id":"6987caf0-4433-45f2-a602-93d54f146d95","source":"hackernews","source_id":"48662158","content_type":"comment","title":null,"body_preview":"This seems like more competition for Cerebras? Am I understanding correctly?","author":"theowaway213456","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12608540163759113,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662158"},{"id":"04863680-3008-47fd-aaad-b15a6ea6af75","source":"hackernews","source_id":"48664160","content_type":"comment","title":null,"body_preview":"cheap token is more important now than ever. Chinese open weight model is getting pretty good. the real cost of AI adaption will come down to who (China or US) can provide cheap token for consumers an","author":"MangoCoffee","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664160"},{"id":"f1e911ec-bc40-49b4-8572-69469f4241d7","source":"hackernews","source_id":"48660585","content_type":"comment","title":null,"body_preview":"I hope to see something like this, but in a small form factor like the NVIDIA spark.\nI want a super fast LLM that is Opus 4.6+, like, in ability.","author":"kilroy123","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.0975117870085321,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660585"},{"id":"71aa6be7-1eab-4e5d-ba77-e6c6e0b63ce1","source":"hackernews","source_id":"48666530","content_type":"comment","title":null,"body_preview":"Fucking Broadcom?\nThe only time I've ever seen that name before is when trying to solve driver issues, on both Linux and Windows.\nAre they especially stingy with their IP related to drivers or somethi","author":"Buttons840","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666530"},{"id":"8f430614-e91b-40fb-bf29-f81441c59466","source":"hackernews","source_id":"48664609","content_type":"comment","title":null,"body_preview":"I had Opus 4.5 design an LLM inference engine in verilog, including firmware and automated verification a while ago: https://github.com/cpldcpu/smollm.c\nIt's of course far from optical. But lowering t","author":"cpldcpu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","self_reference","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664609"},{"id":"997f2559-cfc6-4d08-ad59-6637311cb494","source":"hackernews","source_id":"48666103","content_type":"comment","title":null,"body_preview":"Very interested to know the distribution of effort between the two companies. Is this truly a brainchild of OpenAI engineers or did they pay to white label and use a new Broadcom chip?","author":"paxys","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666103"},{"id":"2bf05458-d9ec-4d94-818f-fc3a4cc86a09","source":"hackernews","source_id":"48666182","content_type":"comment","title":null,"body_preview":"This is starting to sound like startup scope creep. Instead of making the AI model it’s now custom silicon, web browsers, and consumer electronics?","author":"groundzeros2015","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15943609377704338,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666182"},{"id":"b5973766-4084-41e2-8223-5948533cb7ab","source":"hackernews","source_id":"48663411","content_type":"comment","title":null,"body_preview":"I am not sure how much of the work is done by OpenAI, or whether it is basically a Broadcom chip specifically built for OpenAI models. It is a necessary step, but building a high-performance chip is n","author":"bogdiyan","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663411"},{"id":"2f879829-8011-4e65-8bb8-d3f36dd279a8","source":"hackernews","source_id":"48662837","content_type":"comment","title":null,"body_preview":"We’ve entered the “if you care about software, build hardware” phase of AI","author":"digitaltrees","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.093780355705539,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662837"},{"id":"3e4e961d-4201-45d4-b744-6ddd7d167a2e","source":"hackernews","source_id":"48664591","content_type":"comment","title":null,"body_preview":"Microsoft, Google, and Amazon also do this, but they also have the hyperscaler datacenter infrastructure to host the chips. Designing and taping out the chip is one thing, packaging, cooling, deployin","author":"chris_money202","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.13149199714747056,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664591"},{"id":"96f8f60f-0ba5-4f86-a10c-b41aa4898555","source":"hackernews","source_id":"48666146","content_type":"comment","title":null,"body_preview":"So I’ve been wondering about “one or two levels back” chip design. If I understand it, 28nm chips (pre EUV) is just about suitable to run (not train just inference) frontier models.\nAnd so if I was a ","author":"lifeisstillgood","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.14334701254855153,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666146"},{"id":"19767adc-b684-4343-a5d0-dec3a7778f58","source":"hackernews","source_id":"48661939","content_type":"comment","title":null,"body_preview":">designed for initial deployment by the end of 2026 and expanding in the years ahead,\nSo after the IPO and will be featured heavily in the IPO sales brochure as a future promise?\nI'm sceptical over an","author":"v5v3","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48661939"},{"id":"1e8b047f-288f-4d79-8360-517b950cdd12","source":"hackernews","source_id":"48664134","content_type":"comment","title":null,"body_preview":"With the pace of AI, and with AI helping to pave the way for faster/better AI, I keep wondering if hardware like this will become obsolete well before it has a meaningful ROI.  Huge AI models can be r","author":"deweywsu","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664134"},{"id":"e4170f9e-ef02-4e6f-8cd2-d31a9d743262","source":"hackernews","source_id":"48660951","content_type":"comment","title":null,"body_preview":"Pretty huge move. Google and their TPUs are looking infinitely more prescient as I think they are on their 7th generation, along with the offshoots it inspired like the LPU and even others, perhaps li","author":"maz1b","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660951"},{"id":"99e7922a-50eb-4772-b9ba-4662a53d16af","source":"hackernews","source_id":"48666001","content_type":"comment","title":null,"body_preview":"I haven't seen this discussed here:\nSo far, the accelerator is showing cost savings of roughly 50% compared with typical AI graphics processing units, Broadcom Chief Executive Officer Hock Tan said in","author":"signatoremo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary_around_quote","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48666001"},{"id":"4677f089-5d08-4684-9ac0-c7aa28c56c39","source":"hackernews","source_id":"48663774","content_type":"comment","title":null,"body_preview":"This is very cool to see - seems like soooo much efficiency waiting to be unlocked at the chip level.\nWhat's everyone think of Taalas?\nThey're actually burning the LLM model into the silicon, with som","author":"nickpinkston","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","opinion_stance","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48663774"},{"id":"24bb4faf-3471-4fcd-8bc9-dbc87ca2e55a","source":"hackernews","source_id":"48664999","content_type":"comment","title":null,"body_preview":"I wanna see an inference chip where the weights are part of the rom of the chip.\nThere would be 1 multiplier per weight (and since they're constant, the whole thing turns into a bunch of simple adders","author":"londons_explore","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.1333286376985734,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48664999"},{"id":"34776395-426d-4f5a-b024-4c635423c57f","source":"hackernews","source_id":"48660641","content_type":"comment","title":null,"body_preview":"Probably obvious but still omitted in the OpenAI post: chips are being made by TSMC [1]. Wasn't sure if Intel got it.\n1. https://www.investing.com/news/stock-market-news/openai-unve...","author":"shellcromancer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","original_commentary"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48660641"},{"id":"4ecabe45-d648-46ad-a0aa-583fffb87cff","source":"hackernews","source_id":"48663501","content_type":"comment","title":null,"body_preview":"> Developed from design to production in nine months, accelerated by OpenAI’s models\n> the use of OpenAI models to accelerate parts of the design and optimization process.\nI wish there was more about 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How much should I learn?","author":"JohnDSDev","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48662310"},{"id":"5ce96e8e-e8e5-4511-bd69-1f37a9e73138","source":"hackernews","source_id":"48660021","content_type":"post","title":"AI Is Designing Radio Chips That Humans Couldn't Even Imagine","body_preview":"AI Is Designing Radio Chips That Humans Couldn't Even Imagine","author":"Brajeshwar","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.1285978162730517,"content_class":null,"collected_at":"Wed Jun 24 2026 23:00:09 GMT+0000 (Coordinated Universal 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Just unbelievable, I hope 80,000 boo so loud when he takes to the field.","author":"bluebayog.bsky.social","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","specific_opinion"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:45:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://bsky.app/profile/bluebayog.bsky.social/post/3moxvawnxxs2j"},{"id":"39ee0e20-5df2-4d18-9ae0-fa82c683a568","source":"mastodon","source_id":"infosec.exchange:116801903494090322","content_type":"post","title":null,"body_preview":"ASN: AS15108\nLocation: Bridgeport, US\nAdded: 2026-06-21T20:46\n\n#shodansafari #infosec","author":"shodansafari","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@shodansafari/116801903494090322"},{"id":"6307627b-e4a9-4559-8095-71626052095f","source":"mastodon","source_id":"infosec.exchange:116801903598815152","content_type":"post","title":null,"body_preview":"Possible Phishing 🎣\n on: ⚠️hxxp[:]//whatsapp[.]blogspot[.]com/\n 🧬 Analysis at: https://urldna.io/scan/6a3b09a83b775000068e1422\n#cybersecurity #phishing #infosec #urldna #scam #infosec","author":"urldna","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.4009089194546213,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@urldna/116801903598815152"},{"id":"7f46ff1d-6d12-411a-9390-bfa9ebb596d6","source":"mastodon","source_id":"infosec.exchange:116801905745444190","content_type":"post","title":null,"body_preview":"\"COSMIC desktop update delivers a new system monitor app\"\n\n\"A new update to System76’s COSMIC desktop is now rolling out with a new system monitoring tool and a fresh set of fixes and fine-tuning.\"\n\nh","author":"gtronix","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@gtronix/116801905745444190"},{"id":"72b261c6-4569-4d68-990b-966f89e2250c","source":"mastodon","source_id":"infosec.exchange:116801915556486568","content_type":"post","title":null,"body_preview":"@sizeofvoid Hello, how is sound configured in Plasma desktop for onboard audio? Is there any references for how to get speaker outport beides using command to make sure mute is off or unmuted?","author":"shlalon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@shlalon/116801915556486568"},{"id":"1dc71e7e-48cc-4967-adea-ebf5248905ca","source":"mastodon","source_id":"infosec.exchange:116801918629822201","content_type":"post","title":null,"body_preview":"The #fiveeyes are freaking out about #ai\n\n1 day old:\nhttps://www.cyber.gov.au/about-us/view-all-content/news/five-eyes-cyber-security-agencies-statement\n\nThis should put the final nail in the coffin o","author":"n_dimension","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","natural_digressions","absence_of_ai_signals"],"bot_score":0.40166051832364186,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@n_dimension/116801918629822201"},{"id":"5afa623a-4e59-4fc5-a583-8d08b4624e4e","source":"mastodon","source_id":"infosec.exchange:116801919869923600","content_type":"post","title":null,"body_preview":"Not my wife picking up her MacBook Air by the screen #crimes","author":"Sidneys1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@Sidneys1/116801919869923600"},{"id":"28ee80e8-8a3b-497a-8e91-24b44af22943","source":"mastodon","source_id":"infosec.exchange:116801933997640110","content_type":"post","title":null,"body_preview":"Magic: The #Union Gathering.\nhttps://bsky.app/profile/uwotc-official.bsky.social/post/3moyd5joevs2c","author":"maxeddy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@maxeddy/116801933997640110"},{"id":"db527b36-16a5-41f7-835f-fdba82c4fc96","source":"mastodon","source_id":"infosec.exchange:116801940626541209","content_type":"post","title":null,"body_preview":"This is about as backward thinking as it gets. In all honesty, do you think we're really going to need that power by then? Surely we're going to reduce the power needs of the chips first, right? We're","author":"Sempf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@Sempf/116801940626541209"},{"id":"3b63950e-7715-45d6-8353-c9afe74bbeb1","source":"mastodon","source_id":"infosec.exchange:116801942707697816","content_type":"post","title":null,"body_preview":"wait wait wait could we teach it ANSI codes for setting red and black? we could probably do that in its termcap equivalent","author":"atax1a","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.40611971377393213,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@atax1a/116801942707697816"},{"id":"598056db-8e7a-4576-a5c8-7a543e3b1759","source":"mastodon","source_id":"infosec.exchange:116801943146308224","content_type":"post","title":null,"body_preview":"The lack of empathy for software engineers especially between other software engineers in context shifting in business domain flabbergasts me.  \n\nI don't get it it's just CODE!\n\nlike my dude you can't","author":"grumpasaurus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.37334083224822023,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@grumpasaurus/116801943146308224"},{"id":"d5e90b54-3dff-400c-babe-4e26ebb8d813","source":"mastodon","source_id":"infosec.exchange:116801944129974788","content_type":"post","title":null,"body_preview":"i think that the court of public opinion needs to \"fix\" smart glasses in the veterinary sense. cut it off.\n\nhttps://gizmodo.com/meta-thinks-social-learning-can-fix-smart-glasses-privacy-problems-20007","author":"paul_ipv6","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@paul_ipv6/116801944129974788"},{"id":"c25cebc5-a3e0-46d0-a3a3-a74ed8f21714","source":"mastodon","source_id":"infosec.exchange:116801948553987919","content_type":"post","title":null,"body_preview":"TTP-Chain Validation: Proving Exploitability Without an Exploit https://deafnews.it/en/article/ttp-chain-validation-proving-exploitability-without-an-exploit #Cybersecurity","author":"deafnews","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@deafnews/116801948553987919"},{"id":"3a254334-b001-4f9b-b96b-6e6867e610b1","source":"mastodon","source_id":"infosec.exchange:116801950231633707","content_type":"post","title":null,"body_preview":"Maine disables data breach notification portal after fake disclosures https://www.bleepingcomputer.com/news/security/maine-disables-data-breach-notification-portal-after-fake-disclosures/","author":"patrickcmiller","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.38548548158173757,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@patrickcmiller/116801950231633707"},{"id":"e7dca4f6-f621-4f61-8b6d-a60a19c74283","source":"mastodon","source_id":"infosec.exchange:116801958260942705","content_type":"post","title":null,"body_preview":"RE: https://mastodon.archive.org/@internetarchive/116801905169062819\n\nthis is the internet we were promised. rediscovering rare or forgotten knowledge, making it available to a much wider audience.","author":"paul_ipv6","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@paul_ipv6/116801958260942705"},{"id":"9b64e270-e2aa-443a-8aae-0c856cabb9c2","source":"mastodon","source_id":"infosec.exchange:116801959084096367","content_type":"post","title":null,"body_preview":"🧊 NATIONAL SECURITY ALERT: FZCO – THE CANCER IN THE C2P ECOSYSTEM\n\nClassification: UNCLASSIFIED // PUBLIC RELEASE\nDate: June 23, 2026\nOrigin: WinterGate IC – Intelligence Division\nDistribution: Securi","author":"WinterGateIC","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","polished_first_draft"],"bot_score":1,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@WinterGateIC/116801959084096367"},{"id":"28789ef5-00a2-407b-a4fd-217188e5ffbe","source":"mastodon","source_id":"infosec.exchange:116801962145960701","content_type":"post","title":null,"body_preview":"Ladies and gentlemen, His Majesty the King has asked Larry to form a government....\n\nhttps://www.msn.com/en-us/news/world/uk-will-get-its-seventh-prime-minister-in-10-years-here-s-how-they-fell/ar-AA2","author":"EINS_Institute","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","sharing_external_link","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@EINS_Institute/116801962145960701"},{"id":"4806ee98-6209-49b9-84f8-a1c458cb3c4f","source":"mastodon","source_id":"infosec.exchange:116801963640007897","content_type":"post","title":null,"body_preview":"Dear paper authors, defining the formulas of TP, FP, F1-score and showing the CLI to call the Python script to run the experiment is a big, big turn off. Please, don’t do this in your papers. And if y","author":"phretor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@phretor/116801963640007897"},{"id":"010ec273-a3f0-4e10-964b-f98a573dcb5d","source":"mastodon","source_id":"infosec.exchange:116801968932409586","content_type":"post","title":null,"body_preview":"If you're uncertain about #smartphones and their effects on #teens, maybe because you heard a politician speak about them or read some very alarming press release about #fertility going down because o","author":"odr_k4tana","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@odr_k4tana/116801968932409586"},{"id":"0b07a118-8528-4c71-a6f9-82e5ccc1b772","source":"mastodon","source_id":"infosec.exchange:116801969187385100","content_type":"post","title":null,"body_preview":"You know #Powershell (namely modules like Graph and Exchange coexisting) is in a bad state when Tony Redmond pipes up about how garbage it's become. https://github.com/microsoftgraph/msgraph-sdk-power","author":"USBTypeSteve","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.38588643704351444,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@USBTypeSteve/116801969187385100"},{"id":"42a9549c-176f-41e7-b460-91eac0acfcd2","source":"mastodon","source_id":"infosec.exchange:116801970311289433","content_type":"post","title":null,"body_preview":"🧊 NATIONAL SECURITY ALERT: FZCO – THE CANCER IN THE C2P ECOSYSTEM\n\nClassification: UNCLASSIFIED // PUBLIC RELEASE\nDate: June 23, 2026\nOrigin: WinterGate IC – Intelligence Division\nDistribution: Infose","author":"WinterGateIC","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_technical_details","original_commentary_around_quotes","strong_opinions","absence_of_ai_signals"],"bot_score":1,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@WinterGateIC/116801970311289433"},{"id":"94360bd6-5d70-44d6-9b4d-1d8b58ef811c","source":"mastodon","source_id":"infosec.exchange:116801975225972230","content_type":"post","title":null,"body_preview":"They already did. It’s called “Small Soldiers” 🙃 \thttps://kotaku.com/toy-story-producer-reacts-to-possibility-of-disney-doing-a-live-action-remake-please-god-no-2000709667","author":"v3ritas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","cultural_references"],"bot_score":1,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@v3ritas/116801975225972230"},{"id":"50edf39d-8901-4326-bba8-34ddb787bcea","source":"mastodon","source_id":"infosec.exchange:116801984658735021","content_type":"post","title":null,"body_preview":"So now with companies cutting back their DEI programs, is having a rainbow logo during pride a tell for the good companies to work for? 🤔","author":"curiousrobot","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","synthetic_empathy"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@curiousrobot/116801984658735021"},{"id":"6e216811-15b4-4395-bf8d-581a47829815","source":"mastodon","source_id":"infosec.exchange:116801986002135142","content_type":"post","title":null,"body_preview":"RE: https://thecanadian.social/@MostlyHarmless/116801310443099734\n\nLoved it until the Felon gutted CISA, put an evil gremlin in charge of the Dept of Education, stripped most other supporting Federal ","author":"shadownetworks","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@shadownetworks/116801986002135142"},{"id":"3cdc0b75-7a86-4453-bc2e-558a6f8a3e80","source":"mastodon","source_id":"infosec.exchange:116801986972434399","content_type":"post","title":null,"body_preview":"Top malicious IPs observed on 22 June 2026\n\n102.69.144.122 (Nigeria) https://sh4meful.com/ip/102.69.144.122\n102.220.12.234 (Kenya) https://sh4meful.com/ip/102.220.12.234\n49.231.248.90 (Thailand) https","author":"sh4meful","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_data_sharing","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@sh4meful/116801986972434399"},{"id":"4c07a90a-d87a-4cc3-a3c7-bd4a26efeabf","source":"mastodon","source_id":"infosec.exchange:116801987003781628","content_type":"post","title":null,"body_preview":"Top malicious IPs observed on 23 June 2026\n\n176.251.51.20 (United Kingdom) https://sh4meful.com/ip/176.251.51.20\n91.92.241.38 (The Netherlands) https://sh4meful.com/ip/91.92.241.38\n105.243.200.127 (So","author":"sh4meful","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@sh4meful/116801987003781628"},{"id":"8a4be3fa-ffbf-4922-96d8-f65c78a4a8bd","source":"mastodon","source_id":"infosec.exchange:116801987353652991","content_type":"post","title":null,"body_preview":"been a while since we did cheesy grits.\n\nanson mills coarse ground grits, sharp cheddar, green onions, a bit of tasso ham, judicious dose of v7 nope sauce.","author":"paul_ipv6","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@paul_ipv6/116801987353652991"},{"id":"178a7ab6-6736-4615-aa55-686043eaa827","source":"mastodon","source_id":"infosec.exchange:116801994436399065","content_type":"post","title":null,"body_preview":"\"bright colors in nature mean it's poisonous\"\n\nYeah, well, I for one want to lick the blue haired frog and get high soooooooooo.","author":"darfplatypus","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.37700513607947417,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@darfplatypus/116801994436399065"},{"id":"31671f72-e320-4793-8c8b-3a31e2ac1cb4","source":"mastodon","source_id":"infosec.exchange:116802000961973613","content_type":"post","title":null,"body_preview":"Wow: tell me you don't understand software security without telling me you don't understand software security.\n\nI thought this was going to be something like \"TLSv1.3\" != \"TLS v1.3\" (with a space) but","author":"lmk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 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Principia testing. It's got a weak dualcore Intel chip, and compiling makes it smell funny (94°C CPU!). There's no reason I can't just pus","author":"ROllerozxa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","strong_opinions"],"bot_score":0.3863625936802397,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@ROllerozxa/116801695260281162"},{"id":"38d80174-a410-4dd1-8f82-6818c028e64a","source":"mastodon","source_id":"hachyderm.io:116801697581675053","content_type":"post","title":null,"body_preview":"I bought possibly the last portable aircon in Sheffield tonight, and it turns out it's one which can't be modded for dual hoses. Shame on you Machine Mart!\n\nI had ordered a much better one but questio","author":"seanhood","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@seanhood/116801697581675053"},{"id":"b8c58098-29b9-49c1-9ff7-c0164f6c2037","source":"mastodon","source_id":"hachyderm.io:116801698387556291","content_type":"post","title":null,"body_preview":"The reason I pulled it out for testing? Well, it is the only non-Android device I have with a touchscreen that can run Principia... :)","author":"ROllerozxa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.3863625936802397,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@ROllerozxa/116801698387556291"},{"id":"04fce2f5-4dce-440c-8559-ddbf75128b1c","source":"mastodon","source_id":"hachyderm.io:116801710653334293","content_type":"post","title":null,"body_preview":"Review of Backrooms \n\nFrom the opening scene I was gripped by the quality of the air conditioning. Every shot was artfully punctuated by a cool ambience with superbly managed humidity. Truly a tour de","author":"mattb","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","suspiciously_comprehensive","missing_platform_voice"],"bot_score":0.3755784865064759,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@mattb/116801710653334293"},{"id":"5e7dfbc4-0ad7-447b-8a0c-39ef3c219d0b","source":"mastodon","source_id":"hachyderm.io:116801717451471977","content_type":"post","title":null,"body_preview":"@choosy just found choosy, good stuff, can i ask to have the ability to open in a new window vs existing?","author":"eighteyes","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@eighteyes/116801717451471977"},{"id":"41240c3a-1e53-48a4-93ec-b058a0c035d5","source":"mastodon","source_id":"hachyderm.io:116801720166808000","content_type":"post","title":null,"body_preview":"Okay gang, this is probably not a surprise to some of you, but I've officially been diagnosed with #adhd ! It was kinda a surprise, I wasn't expecting this outcome. On the funny side, the doctor readi","author":"alkoclick","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@alkoclick/116801720166808000"},{"id":"f3e1ae09-219e-4393-8a98-b676e2dada98","source":"mastodon","source_id":"hachyderm.io:116801725592681737","content_type":"post","title":null,"body_preview":"Radio issue halts trains in Germany.\n\n'The spokesperson said the GSMR digital rail radio system is experiencing a malfunction, and technicians are working to resolve the issue. \n\n'Deutsche Bahn CEO Ev","author":"rationaldoge","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","direct_quoting"],"bot_score":0.4202207616098694,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@rationaldoge/116801725592681737"},{"id":"230d48bd-7952-442f-86c3-b80e8e5e7d5d","source":"mastodon","source_id":"hachyderm.io:116801729677021497","content_type":"post","title":null,"body_preview":"Deutsche Welle: \"Deutsche Bahn is notorious for frequent late trains and cancellations.\"","author":"rationaldoge","classification":"human_created","confidence":0.7,"indicators":["quoting_external_source","terse_replies"],"bot_score":0.4202207616098694,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@rationaldoge/116801729677021497"},{"id":"9c0ab616-a08a-489e-a7e9-d0b1479d9c99","source":"mastodon","source_id":"hachyderm.io:116801754535112633","content_type":"post","title":null,"body_preview":"An oft-repeated claim is that it isn't possible to safely conduct online checks such as age verification without also allowing more intrusive identification, tracking, and surveillance as a side effec","author":"jimfl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@jimfl/116801754535112633"},{"id":"b5753f7f-598a-4678-abcc-c5adb32768cf","source":"mastodon","source_id":"hachyderm.io:116801759946397328","content_type":"post","title":null,"body_preview":"RE: https://hachyderm.io/@miclgael/116759160842501190\n\nGas tax plebicite pls","author":"miclgael","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.3944426776281956,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@miclgael/116801759946397328"},{"id":"c7e3047f-8984-444a-a193-e1d35e1aa734","source":"mastodon","source_id":"hachyderm.io:116801760941891144","content_type":"post","title":null,"body_preview":"Our #cats are so silly. I added a load of ice to their water fountain as it’s warm this evening, but instead of my usual “dump some cubes in the top”, it was due a clean and water change so I put a wh","author":"advancedrubbish","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@advancedrubbish/116801760941891144"},{"id":"40a35eb8-b7ce-4450-b8da-62ba1b05aad3","source":"mastodon","source_id":"hachyderm.io:116801762172966788","content_type":"post","title":null,"body_preview":"Finally reading Cory Doctorow’s “Enshittification” He has four case studies: Facebook, Amazon, Twitter, and the iPhone. \n\nThe iPhone is the thinnest of the four cases, and at least one of the critique","author":"thudfactor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.35401027215894826,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@thudfactor/116801762172966788"},{"id":"878fcbd4-0137-4470-ba9d-554d0f546c29","source":"mastodon","source_id":"hachyderm.io:116801782926307003","content_type":"post","title":null,"body_preview":"Athena the stuffed dog sits atop a police cruiser at the MSP Airport before being reunited with her owner. (Metropolitan Airports Commission) \nhttps://www.startribune.com/boy-reunited-with-beloved-stu","author":"rationaldoge","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.4202207616098694,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@rationaldoge/116801782926307003"},{"id":"8483c8b4-9be3-46e1-a297-f3652e8845c8","source":"mastodon","source_id":"hachyderm.io:116801793401263351","content_type":"post","title":null,"body_preview":"The reason why something like this could never be built, is that it requires a good faith desire on the behalf of all parties to achieve the stated goal (age verification and nothing more), and that i","author":"jimfl","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@jimfl/116801793401263351"},{"id":"dbe1399f-6f37-45d8-a4f0-a52b8ae8108c","source":"mastodon","source_id":"hachyderm.io:116801805113462703","content_type":"post","title":null,"body_preview":"This #bullshit_guard has me fuckin dying 😂🤣☠️\n\n💬 ironquill 5:26 PM\nStanding by hot and loaded, Captain — bench tests buy rikudo a temporary pardon, but the tally's written in blood. Four cocksuckers, ","author":"blue_fenix","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@blue_fenix/116801805113462703"},{"id":"fc183f94-8b65-469f-8bd5-1235777b1a09","source":"mastodon","source_id":"hachyderm.io:116801809605833127","content_type":"post","title":null,"body_preview":"Happy 8th Adoptiversary, George!\n\n#cats #catsOfMastodon #AdoptDontShop","author":"fuzzykb","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@fuzzykb/116801809605833127"},{"id":"da9332c1-5de5-418a-8118-ac3b111a87eb","source":"mastodon","source_id":"hachyderm.io:116801810202524663","content_type":"post","title":null,"body_preview":"“You have suffered the sentence already in many respects,” [U.S. District Judge John] Tunheim told Lopez. “This is over once you pay the $25.”\n\nA year after federal prosecutors charged Isabel Lopez wi","author":"rationaldoge","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","quoting_external_source","original_commentary_around_quote"],"bot_score":0.4202207616098694,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@rationaldoge/116801810202524663"},{"id":"5f40a9e6-2d3b-486c-84fa-3380aeb0b7cd","source":"mastodon","source_id":"hachyderm.io:116801874180005110","content_type":"post","title":null,"body_preview":"Recently in Principia I have been working on dehardcoding all touchscreen-specific codepaths that previously have been behind Android/iOS preprocessor ifdefs and putting them behind the \"Enable touch ","author":"ROllerozxa","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.3863625936802397,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@ROllerozxa/116801874180005110"},{"id":"0a09ec21-9958-4b76-930d-bd7fee19ed0c","source":"mastodon","source_id":"hachyderm.io:116801875215851836","content_type":"post","title":null,"body_preview":"Samsung lost 12% of its stock value today, I’m sure that’s fine","author":"thomasfuchs","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.335806430138518,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@thomasfuchs/116801875215851836"},{"id":"0dce38bb-71db-4774-be2e-d5ed3038820d","source":"mastodon","source_id":"hachyderm.io:116801895421807138","content_type":"post","title":null,"body_preview":"Just saw someone refer to their `spec.md` prompt document for an ETF pipeline as \"fully machine readable,\" which is technically true in that it's a UTF-8 file that you can open in an editor but otherw","author":"thomaswilburn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@thomaswilburn/116801895421807138"},{"id":"e2c0ffcf-6b29-419a-889b-510d51242356","source":"mastodon","source_id":"hachyderm.io:116801895925073862","content_type":"post","title":null,"body_preview":"Also slightly related, I have also begun making OpenGL ES into a runtime setting rather than a compile-time one. So you can switch between the two with a `use_gles` setting in settings.ini without nee","author":"ROllerozxa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.3863625936802397,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@ROllerozxa/116801895925073862"},{"id":"329a127b-bdd2-484e-a3a6-df0c841dbfe3","source":"mastodon","source_id":"hachyderm.io:116801908096169878","content_type":"post","title":null,"body_preview":"A few important points for Mr. Reply Police here:\n\n⁃ If you read the whole article, you’ll learn that several of the people given half-century-plus sentences were unconnected to the ones who brought g","author":"inthehands","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.39976142087321004,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@inthehands/116801908096169878"},{"id":"e5382894-bc8e-4cbb-a411-983967238554","source":"mastodon","source_id":"hachyderm.io:116801910286089582","content_type":"post","title":null,"body_preview":"#USpol \n\nWhen the people you call savages are more civilized than you are, you have already lost.\n\nhttps://www.msn.com/en-us/news/world/iran-walks-out-of-peace-talks-after-trump-outburst/ar-AA26bbcZ","author":"tankgrrl","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","external_link_context"],"bot_score":0.31611050688442976,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@tankgrrl/116801910286089582"},{"id":"5c3a63e5-a882-433d-bbce-0cb8983c69fb","source":"mastodon","source_id":"hachyderm.io:116801916451102926","content_type":"post","title":null,"body_preview":"Quick question for all my fellow IT people. If you touch computers, this question is for you. Boosts appreciated!\n\nHow has generative AI impacted your work?","author":"sauc3","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@sauc3/116801916451102926"},{"id":"30ef9350-bf65-4619-8007-ec55013666f6","source":"mastodon","source_id":"hachyderm.io:116801918862109520","content_type":"post","title":null,"body_preview":"#US Adults' Ability to Afford #Healthcare at a Five-Year Low\nAn estimated 2.8 million more Americans reported inability to afford healthcare in 2025 compared with 2024\nAccording to the latest data fro","author":"BenjaminHCCarr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quote","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@BenjaminHCCarr/116801918862109520"},{"id":"de5c7858-c536-4cf4-b077-055e5c115a5c","source":"mastodon","source_id":"hachyderm.io:116801919110791737","content_type":"post","title":null,"body_preview":"Some new #Marathon mid-season details\n\n\"Vault Breaker\" PvE mode:\n- Cryo Archive, \"taking on a progressively challenging series of vaults\".\n- You enter with a special sponsored kit, that you upgrade ov","author":"DavidBurela","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@DavidBurela/116801919110791737"},{"id":"91452509-8d5b-4c40-b0ae-8ddd10129986","source":"mastodon","source_id":"hachyderm.io:116801958108127030","content_type":"post","title":null,"body_preview":"How should you go about applying coding agents to browser-based work? 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I’m definitely in the “closing the rings” cult, letting sunlight hit my corneas as early as possible as Daddy Hubby commands, and have been increasing m","author":"jaycruz","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.2665803477007262,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@jaycruz/116801352491892259"},{"id":"46208975-52bf-4627-9994-ff8bc376436c","source":"mastodon","source_id":"fosstodon.org:116801397844011689","content_type":"post","title":null,"body_preview":"Mr Beast is basically the Aww My Balls guy from Idiocracy. Look it up.","author":"jaycruz","classification":"human_created","confidence":0.85,"indicators":["cultural_references","terse_replies","platform_fluency"],"bot_score":0.2665803477007262,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@jaycruz/116801397844011689"},{"id":"6d219bea-878e-49a6-8947-b5f041e9a526","source":"mastodon","source_id":"fosstodon.org:116801433272946809","content_type":"post","title":null,"body_preview":"The new solar panels on my roof went live today, just in time for 110F (43C).","author":"mike","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.3129714239003126,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@mike/116801433272946809"},{"id":"47c8a72e-24b2-4ada-8e0e-8811b2709613","source":"mastodon","source_id":"fosstodon.org:116801455385590765","content_type":"post","title":null,"body_preview":"It seems a small bit of progress, but the software now supports multiple wi-fi credentials in the secrets file and it will connect to the first match it sees and sets the RTC to network time (with tim","author":"drfootleg","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.36479080363988664,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@drfootleg/116801455385590765"},{"id":"95c7de1f-fda3-4f55-80f7-89d855c39532","source":"mastodon","source_id":"fosstodon.org:116801480833722561","content_type":"post","title":null,"body_preview":"I truly hope GrapheneOS supports soon my Motorola Signature. My tolerance is becoming pretty low for the Google monopoly these days. #Google #GrapheneOS  #Motorola","author":"mhalano","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@mhalano/116801480833722561"},{"id":"fd538a3b-9b5f-4377-91cc-6b53e2a0b898","source":"mastodon","source_id":"fosstodon.org:116801481468111945","content_type":"post","title":null,"body_preview":"It's not like the exciting 1st match against Croatia  #England #WorldCup","author":"cymplecy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.3470070579350473,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal 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friars.\n\n#dadJoke","author":"bjb","classification":"human_created","confidence":0.85,"indicators":["dad_joke_format","platform_fluency","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@bjb/116801502972560065"},{"id":"d7da006d-27d3-4e28-8438-bd491fb04d13","source":"mastodon","source_id":"fosstodon.org:116801514383696701","content_type":"post","title":null,"body_preview":"Some of the boaty shots from Southsea — Southsea\nhttps://charityshot.co.uk/feed/2026-06-23-1782249351726\n\n#Fujifilm #Evening #Seascape #Architecture #Coastal #Urban #Street #Photography #StreetPhotogr","author":"edphones","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.36881488084935865,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated 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so I am watching #WiganWarriors and #HullKR's Challenge Cup final match in an attempt to cool down.\n\n#RugbyLeague #Rugby #SympatheticMagic","author":"DrHyde","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0.3327249377574112,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@DrHyde/116801532145802689"},{"id":"2040dce0-e5ff-4545-a3a2-75744b580539","source":"mastodon","source_id":"fosstodon.org:116801539508384983","content_type":"post","title":null,"body_preview":"Just published in JOSS: 'Geomorphometry.jl: Analyzing and visualizing the shape of the Earth in Julia.' https://doi.org/10.21105/joss.10395","author":"joss","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.35639416929369316,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@joss/116801539508384983"},{"id":"8a7959e9-ce78-45ed-bfde-10a06047ea9a","source":"mastodon","source_id":"fosstodon.org:116801557929578561","content_type":"post","title":null,"body_preview":"RE: https://fosstodon.org/@Gina/116799368876504439\n\nHave you seen this, @qgis? @merginmaps? #geospatial is one of the categories. #gis","author":"volcan01010","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal 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Privacy zones mask photos from shared links. Plus fixes for duplicate visits, t","author":"dbtechyt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","original_commentary"],"bot_score":0.3167424005536362,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@dbtechyt/116801568787525394"},{"id":"100d999d-e960-41a9-bdf5-71bf592f03fd","source":"mastodon","source_id":"fosstodon.org:116801600728442547","content_type":"post","title":null,"body_preview":"Some of these players on these men’s soccer teams are complete rag dolls; any slightest touch just sends them flying. #WorldCup #Soccer #Football","author":"Chronoshift","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@Chronoshift/116801600728442547"},{"id":"a57919cc-f99a-4526-aa62-449487e1136b","source":"mastodon","source_id":"fosstodon.org:116801606143194469","content_type":"post","title":null,"body_preview":"Come hangout with me and chat @zephyr if you're in the Austin, TX area: https://www.zephyrproject.org/what-to-expect-at-the-zephyr-project-meetup-june-25-2026-in-austin-texas/\n\n#zephyr #embedded","author":"petejohanson","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@petejohanson/116801606143194469"},{"id":"e0fdb566-1043-4eab-a10c-00cd05a78808","source":"mastodon","source_id":"fosstodon.org:116801615904803428","content_type":"post","title":null,"body_preview":"Just published in JOSS: 'pedon: A Python package for analyzing unsaturated soil hydraulic properties' https://doi.org/10.21105/joss.10409","author":"joss","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.35639416929369316,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@joss/116801615904803428"},{"id":"1cbd209b-386f-4c18-8892-bb0d573ed4b4","source":"mastodon","source_id":"fosstodon.org:116801628955506495","content_type":"post","title":null,"body_preview":"I published a new article 🎉\nA Rust beginner’s comparison to Go\nhttps://gabnotes.org/posts/a-rust-beginners-comparison-to-go\n\n#rust #rustlang #go #golang","author":"Crocmagnon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@Crocmagnon/116801628955506495"},{"id":"8a1db6c4-f231-435c-88cc-35305d24eb78","source":"mastodon","source_id":"fosstodon.org:116801630798212300","content_type":"post","title":null,"body_preview":"Welcome back Beastie!\n\nFreeBSD 15.1-RELEASE goes on the Thinkpad T480s and my install notes (slightly) updated:\n\nhttps://www.dwarmstrong.org/freebsd-install/\n\nOnward! :freebsd: \n\n#FreeBSD #RunBSD","author":"dwarmstrong","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies","self_reference"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@dwarmstrong/116801630798212300"},{"id":"d74d68af-6f98-4d74-96fe-f094b6987e7e","source":"mastodon","source_id":"fosstodon.org:116801643260755910","content_type":"post","title":null,"body_preview":"Had a great time chatting with https://tech.lgbt/@stacyclouds on Coffee & OSS today about all kinds of #tech topics. Video is live on YouTube and podcast is available wherever you find them. Take a lo","author":"isaacrlevin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference"],"bot_score":0.3941899240461874,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@isaacrlevin/116801643260755910"},{"id":"01594cec-423b-4bf9-97ca-1f9ae8f58fb9","source":"mastodon","source_id":"fosstodon.org:116801648990088790","content_type":"post","title":null,"body_preview":"I read a book once called the purpose code.. and this was the big take away.. finding your lowercase \"p\" purpose.. not some grand BIG P purpose.","author":"codemonkeymike","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@codemonkeymike/116801648990088790"},{"id":"15076382-7966-4a2b-950f-f6faa396f1fe","source":"mastodon","source_id":"fosstodon.org:116801660908042864","content_type":"post","title":null,"body_preview":"My photos were selected for the Pitt St x Pompey Darkroom Open Call. Printed at A0 and framed at the Skate Park. Still can't quite believe it.\n\nhttps://edleeman.co.uk/notes/2026-06-23-225708/","author":"edphones","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.36881488084935865,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@edphones/116801660908042864"},{"id":"4fc642e8-3245-444d-8af8-eda047b442bb","source":"mastodon","source_id":"fosstodon.org:116801668993507091","content_type":"post","title":null,"body_preview":"PxServ (1.2.0) by mustafa_kok\n\n➡️ https://github.com/pxsty0/pxserv.arduino\n\nPxServ Library for ESP32 / ESP8266\n\n#ArduinoLibs #ArduinoLibraries","author":"arduinoLibs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.35766313059474153,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@arduinoLibs/116801668993507091"},{"id":"a27cd013-533c-452d-bcf5-c33bab792cca","source":"mastodon","source_id":"fosstodon.org:116801669903711358","content_type":"post","title":null,"body_preview":"My work was selected for the Pitt St x Pompey Darkroom Open Call\n\nTwo of my photos have been printed at A0 and framed at Portsmouth's Pitt St Skate Park as part of the Pompey Darkroom Open Call. Genui","author":"edphones","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0.36881488084935865,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@edphones/116801669903711358"},{"id":"597c0406-e10b-4507-a714-4a7b9c97dce6","source":"mastodon","source_id":"fosstodon.org:116801684872568692","content_type":"post","title":null,"body_preview":"RE: https://mastodon.social/@hugovk/116799877342158907\n\nget it while it's hot\n#python #programming","author":"bmjhayward","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@bmjhayward/116801684872568692"},{"id":"c32b6623-81c8-46d3-b40a-c7aa68259cc6","source":"mastodon","source_id":"fosstodon.org:116801685830884376","content_type":"post","title":null,"body_preview":"MeeTree (1.1.11) http://apps.nextcloud.com/apps/meetree","author":"nextcloudupdate","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@nextcloudupdate/116801685830884376"},{"id":"f7c0c1e1-40df-43e9-a31e-b014faff75e8","source":"mastodon","source_id":"fosstodon.org:116801708473284269","content_type":"post","title":null,"body_preview":"TeamHub (3.82.0) http://apps.nextcloud.com/apps/teamhub","author":"nextcloudupdate","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@nextcloudupdate/116801708473284269"},{"id":"647ec72c-ba58-429c-b8d2-2162000b8aa8","source":"mastodon","source_id":"fosstodon.org:116801732182169891","content_type":"post","title":null,"body_preview":"Oh neat looks like there's been a bit of a redesign since I was last here.","author":"juliando","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@juliando/116801732182169891"},{"id":"f9b9533e-3ddf-4e21-8b1d-04eef0add6b2","source":"mastodon","source_id":"fosstodon.org:116801781904113822","content_type":"post","title":null,"body_preview":"A piece of my childhood is now available as Open Source. (Admittedly, I mostly lost by being far to impatient)\n#opensource #gaming\nhttps://www.gamingonlinux.com/2026/06/arma-cold-war-assault-remastere","author":"kdkorte","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","platform_fluency"],"bot_score":0.28177386919485325,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@kdkorte/116801781904113822"},{"id":"d48c9b50-2129-465a-ae04-1df7b0dbbb14","source":"mastodon","source_id":"fosstodon.org:116801800203496615","content_type":"post","title":null,"body_preview":"Wow, #Ghana hold #England to a scoreless tie #FIFAWorldCup #WorldCup2026","author":"jemonat","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@jemonat/116801800203496615"},{"id":"79ba4120-ed43-42fc-a8c4-1c75c490af45","source":"mastodon","source_id":"fosstodon.org:116801825734991424","content_type":"post","title":null,"body_preview":"\"Officials knew the $16.4 million Reflecting Pool renovation was peeling and turning green earlier than they acknowledged.\n\nNeither the Interior Dept nor the White House would provide charging docs, c","author":"AkaSci","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","quoting_external_source","original_commentary_around_quote"],"bot_score":0.32990608823363243,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@AkaSci/116801825734991424"},{"id":"1a9dcc8c-7966-447f-876b-332ab8ee6709","source":"mastodon","source_id":"fosstodon.org:116801861697906610","content_type":"post","title":null,"body_preview":"Just published in JOSS: 'Cobwood: Enhancing Forest Economics Model Reusability Through Labelled Panel Data Structures' https://doi.org/10.21105/joss.09019","author":"joss","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.35639416929369316,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@joss/116801861697906610"},{"id":"30fa7239-4745-444e-8f75-9cf30fe4aa45","source":"mastodon","source_id":"fosstodon.org:116801867645311039","content_type":"post","title":null,"body_preview":"NetBird v0.73.2 brings DNS forwarder error surfacing via Extended DNS Errors, engine lifecycle race fixes, and smarter posture check validation. Solid reliability improvements all around. #selfhosted ","author":"dbtechyt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.3167424005536362,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@dbtechyt/116801867645311039"},{"id":"75fb9433-f3f4-48b5-89c2-eb7e06960955","source":"mastodon","source_id":"fosstodon.org:116801886975755967","content_type":"post","title":null,"body_preview":"I just merged a nice patch by Richard Allen for @GIMP's JPEG import plug-in.\n\nWith a recent enough libjpeg-turbo (most used JPEG lib), loading 8-bit JPEG through the 12-bit pipeline brings huge qualit","author":"zemarmot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","self_reference","technical_detail_specificity"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@zemarmot/116801886975755967"},{"id":"6d85fdfa-154c-4621-9f07-e6294d35ee03","source":"mastodon","source_id":"fosstodon.org:116801922152181142","content_type":"post","title":null,"body_preview":"Here's a conference presentation I gave back in December about #FreeDOS \n\nThanks to Google DevFest for sharing the video.\n\nhttps://youtu.be/G3kFJg1pgrg\n\nMine was the only presentation that day that *w","author":"freedosproject","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@freedosproject/116801922152181142"},{"id":"bcd5a133-0020-4212-b096-f905b316484a","source":"mastodon","source_id":"fosstodon.org:116801992689236077","content_type":"post","title":null,"body_preview":"\"Haberman and Swan’s “Regime Change” is exceptional. It transcends its genre.\n\nIt is particularly strong on the Admin’s colossal financial corruption, its heedless destruction of invaluable agencies s","author":"AkaSci","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.32990608823363243,"content_class":null,"collected_at":"Tue Jun 23 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@AkaSci/116801992689236077"},{"id":"fcdf4a17-5f7c-4582-9671-3d200af85878","source":"reddit","source_id":"t1_otfazoo","content_type":"comment","title":null,"body_preview":"This sounds like the kind of innocuous thing that could have unintended consequences on korean society depending on how many of these POWs enter S Korea.","author":"radedward76","classification":"human_created","confidence":0.7,"indicators":["missing_personality","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1udg8ri/south_korea_to_accept_all_north_korean_pows_from/otfazoo/"},{"id":"6c30a4c9-f4e2-46de-9a6c-74dfb088d588","source":"reddit","source_id":"t1_otfaztf","content_type":"comment","title":null,"body_preview":"Yeah it could be but China invading Taiwan I think would be the next domino","author":"MD90__","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ud4ria/iran_to_administer_strait_of_hormuz_tehran/otfaztf/"},{"id":"ba8a44b8-cbda-40f3-be40-bd2cb393986d","source":"reddit","source_id":"t1_otfazzu","content_type":"comment","title":null,"body_preview":"He’s Trumb. Most people don’t know that Trumb, rhymes with dumb.","author":"LingonberryChance457","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1udpfxo/russia_says_us_hasnt_followed_through_on/otfazzu/"},{"id":"e80614d0-8902-40e1-935b-bbb38be2c87c","source":"reddit","source_id":"t1_otfb0yp","content_type":"comment","title":null,"body_preview":"The one thing he did that had any semblance of decency was his full-throated support for Ukraine from the get go. That's the only non-self involved thing he did as PM.","author":"ripvanmarlow","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1udmuvv/putin_russia_ready_for_talks_with_ukraine_only_if/otfb0yp/"},{"id":"5317e63a-62be-48ba-88a3-bacaeebd0f98","source":"reddit","source_id":"t1_otfb19k","content_type":"comment","title":null,"body_preview":"Ah good ol YouTube shorts. Some rentals do not come with appliances in America either. If they do, they're generally factored into the rent. In rural apartments this is fairly common, from personal ex","author":"Redd_is_compromised","classification":"human_created","confidence":0.78,"indicators":["personal_experience","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ud51n8/at_least_18_dead_in_france_as_much_of_europe/otfb19k/"},{"id":"fa96c4f9-c715-4532-97a6-a1ed94044741","source":"reddit","source_id":"t1_otfb2sj","content_type":"comment","title":null,"body_preview":"Flat panels are not efficienct, they'll get dirty and broken, will have to be removed for track maintenance, and cost 100x what just putting it on a roof would have","author":"rudetopoint","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ude79y/solar_energy_from_railways_shows_first_positive/otfb2sj/"},{"id":"b1a7dbac-d53e-4a26-9ecb-8b90ff519eb4","source":"reddit","source_id":"t1_otfb4vx","content_type":"comment","title":null,"body_preview":"earlier, when Ukraine had starlink revoked by Musk, they ended up getting it back, and immediately had those positions attacked by Russia, so...yeah Musk is literally feeding data to Russia most likel","author":"zerombr","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1udwb3f/ukraine_eliminates_russian_unmanned_boats_powered/otfb4vx/"},{"id":"c152c099-d968-4247-bd3e-1e0738a04c38","source":"reddit","source_id":"t1_otfb6dy","content_type":"comment","title":null,"body_preview":"It was reported but it barely made any waves and was just an off note in many cases.","author":"FlipZip69","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1ucy33u/video_shows_the_moment_iran_walks_out_of_the_room/otfb6dy/"},{"id":"fd804009-2619-448b-b6c0-11ad3efd96b8","source":"reddit","source_id":"t1_otfb7a1","content_type":"comment","title":null,"body_preview":"I'm an European and I never heard of heat pumps until I got to US.","author":"SioVern","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","personal_experience","terse_reply"],"bot_score":1,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uchjeq/temperatures_to_exceed_40c_in_european_heatwave/otfb7a1/"},{"id":"46e55a0f-8787-4f85-9d17-a4f2e57b680b","source":"reddit","source_id":"t1_otfb8cx","content_type":"comment","title":null,"body_preview":"Shocking and unexpected given his history... What?","author":"drwookie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1udpfxo/russia_says_us_hasnt_followed_through_on/otfb8cx/"},{"id":"68f37144-15bf-43b6-a5f2-83ad612d6c21","source":"reddit","source_id":"t1_otfb8ln","content_type":"comment","title":null,"body_preview":"It's not over yet, the lead is thin enough that there are still enough votes left to get this in Sanchez's favor again.","author":"Professional_Deer464","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1udwcvv/sanchez_warns_he_will_not_recognise_fujimori/otfb8ln/"},{"id":"dd2d0334-ea46-4d52-bff6-0409d75663e9","source":"reddit","source_id":"t1_otfb9p2","content_type":"comment","title":null,"body_preview":"He is one of the vilest pieces of shit. Thats how he got were he is. He is very vile. Don' be fooled.","author":"BirdyJoeHoaks","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1udvxnk/putin_comments_on_ukrainian_strikes_for_first/otfb9p2/"},{"id":"21cad5e2-5996-4789-a6f6-c9aafecc11f4","source":"reddit","source_id":"t1_otfb9vx","content_type":"comment","title":null,"body_preview":"So what you're saying is that there is an active war in Europe's borders? Sounds like we should be preparing for war then!","author":"Febris","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1udrlzz/putin_says_nato_is_preparing_for_warand_compares/otfb9vx/"},{"id":"21e789eb-b749-431c-9306-a7ea3ef1586c","source":"reddit","source_id":"t1_otfbb4k","content_type":"comment","title":null,"body_preview":"From what I understand the starlink ban applies to Russia and Russian occupied territory unless they’re on the Ukrainian white list. If the drones were launched from somewhere in the Black Sea they ea","author":"JubJub964","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1udwb3f/ukraine_eliminates_russian_unmanned_boats_powered/otfbb4k/"},{"id":"379577d6-2423-4d98-9add-640e104a8cd4","source":"reddit","source_id":"t1_otfbbyn","content_type":"comment","title":null,"body_preview":"My children’s school doesn’t have air conditioning  Just as a tidbit - I live in USA and none of the various schools I went to had air conditioning. Yes it got quite hot, but I don't remember any disc","author":"PiccoloAwkward465","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.14808940484958802,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1udcrgz/forty_drown_in_france_as_people_seek_relief_from/otfbbyn/"},{"id":"052035c1-e641-4a93-909a-6a426acca54a","source":"reddit","source_id":"t1_otfbcds","content_type":"comment","title":null,"body_preview":"The failure point in that argument is that the KGB relies on working as an intelligence network, to gather intel. Intelligence Agencies is the epitome of doing once own research, because public source","author":"Cyagog","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1udvxnk/putin_comments_on_ukrainian_strikes_for_first/otfbcds/"},{"id":"4b36879c-cc92-407b-aeca-935065ac3bda","source":"reddit","source_id":"t1_otfbcfm","content_type":"comment","title":null,"body_preview":"It's in the current administration of Israel's interest for Iran to be aggressive and try to fund/attack Israel. It's not in Israel as a nation-state's interest but it's not like Netanyahu or most of ","author":"ULTRAFORCE","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1udl2g3/israel_smuggled_starlink_systems_into_iran_former/otfbcfm/"},{"id":"6b19e3d9-a142-4f63-b9b0-e7294a7d599f","source":"reddit","source_id":"t1_otfbckw","content_type":"comment","title":null,"body_preview":"Why make an agreement with a country that doesn't follow agreements. An agreement already exists that Russia would not attack Ukraine but they did it anyway","author":"AlternativePizza3391","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1udmuvv/putin_russia_ready_for_talks_with_ukraine_only_if/otfbckw/"},{"id":"7041369a-56a1-4b14-afda-0f2810d5e1e5","source":"reddit","source_id":"t1_otfbcm1","content_type":"comment","title":null,"body_preview":"This is good. Even the densest among Russians will see through his bullshit","author":"masnart","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1udvxnk/putin_comments_on_ukrainian_strikes_for_first/otfbcm1/"},{"id":"522b7a76-9e0d-423e-b333-a3825a62dfd9","source":"reddit","source_id":"t1_otfbelm","content_type":"comment","title":null,"body_preview":"Don't forget stealing gold from Africa, spreading Nazi propaganda in the west and having an actual military group called Wagner who are actually Nazis.","author":"Tentacle_poxsicle","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1udrlzz/putin_says_nato_is_preparing_for_warand_compares/otfbelm/"},{"id":"418dc9b4-4e11-4ffa-abce-61d5843e89f7","source":"reddit","source_id":"t1_otfbge2","content_type":"comment","title":null,"body_preview":"Let's start with Canada then, cause we have same issue. Our buildings have no AC and landlords are not forced to install one.","author":"SioVern","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":1,"content_class":null,"collected_at":"Tue Jun 23 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/worldnews/comments/1uchjeq/temperatures_to_exceed_40c_in_european_heatwave/otfbge2/"},{"id":"d841a134-dc41-48c0-b2c3-5fdf9f7692be","source":"reddit","source_id":"t1_otfaw6f","content_type":"comment","title":null,"body_preview":"Sex and gender are observably separate concepts, when I say men I’m referring to gender, not sex. If you said, people who were born of the male sex usually cannot get pregnant, you would be right. 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And there’s literally over a thousand hours of content there: FREE.","author":"Stigger32","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uds1mi/gaming_is_becoming_unaffordable_xbox_ceo_says_the/otfaycw/"},{"id":"22caba43-513e-4970-8b66-6bb7803b2079","source":"reddit","source_id":"t1_otfb0jf","content_type":"comment","title":null,"body_preview":"Only because they’re being built in their backyards and not inner cities.","author":"Zakkattack86","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1u9tl79/conservatives_plan_nationwide_protest_against_ai/otfb0jf/"},{"id":"6b97e900-0646-4abc-889f-98eef8814112","source":"reddit","source_id":"t1_otfb14v","content_type":"comment","title":null,"body_preview":"Their plan has been to push out gamers buying hardware and move to a subscription service like GeForce now","author":"_AmFah","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uds1mi/gaming_is_becoming_unaffordable_xbox_ceo_says_the/otfb14v/"},{"id":"9a6f63d3-1241-4ae0-aef7-6c7a96fee38b","source":"reddit","source_id":"t1_otfb1ye","content_type":"comment","title":null,"body_preview":"Affordable gaming and home computing died for the glory of AI billionaires.","author":"fizzlefist","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","semantic_blandness","absence_of_personality"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Jun 23 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uds1mi/gaming_is_becoming_unaffordable_xbox_ceo_says_the/otfb1ye/"},{"id":"e878cf35-d5e1-494d-8d86-a752b699a8bd","source":"reddit","source_id":"t1_otfb23y","content_type":"comment","title":null,"body_preview":"but this has been proven many times that elections in america are rigged, last sound case is https://en.wikipedia.org/wiki/Facebook%E2%80%93Cambridge_Analytica_data_scandal basically they use large da","author":"first_lvr","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","false_specificity","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1udqjnw/ai_companies_are_trying_to_seize_control_of/otfb23y/"},{"id":"87566e91-633f-4d4e-84e0-b2a767aa4256","source":"reddit","source_id":"t1_otfb48t","content_type":"comment","title":null,"body_preview":"How is Robin Hood a tech stock? 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Solid deal for a well paying job, but mostl","author":"REDuxPANDAgain","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","absence_of_ai_template_phrases"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Jun 23 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1udv4i7/the_hidden_cost_of_your_ai_rollout_burning_out/otfb6hf/"},{"id":"074e8e35-f43b-4db8-ab3f-2c501fd0865d","source":"reddit","source_id":"t1_otfbaup","content_type":"comment","title":null,"body_preview":"I remember the lime scooters. They are kinda small and you could easily throw them in a pick up truck and collect them, right?  The ones that are common in China are bigger and heavier. 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Ovechkin and a handful of others come to mind.","author":"Napol3onS0l0","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1udioq0/who_is_your_favorite_celebrity_from_russia/otfb2xi/"},{"id":"927cde77-96ae-4cda-88b6-08b27f63f36a","source":"reddit","source_id":"t1_otfb30m","content_type":"comment","title":null,"body_preview":"Newer term I think. It’s a younger woman who goes for an older man.","author":"Plenty_Designer6261","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1udw4f6/women_have_terms_like_cougar_and_panther_what/otfb30m/"},{"id":"6f0f541d-20cc-458d-a516-e83fd3aaff8f","source":"reddit","source_id":"t1_otfb387","content_type":"comment","title":null,"body_preview":"2k hours of slapstick medieval comedy sounds like a life well spent honestly.","author":"Then_Comparison_5444","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1udwm2n/whats_the_longest_youve_sucked_into_a_video_game/otfb387/"},{"id":"8fda0429-cef1-424d-bcbe-4bb0e628f498","source":"reddit","source_id":"t1_otfb39l","content_type":"comment","title":null,"body_preview":"Getting hooked on drugs is a pretty good way to fuck up your life.","author":"thisisjwhite","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1udwtad/whats_the_fastest_way_to_fuck_up_your_life_apart/otfb39l/"},{"id":"3872f0bd-8c4a-441e-bb85-ec9c1c63a087","source":"reddit","source_id":"t1_otfb3gc","content_type":"comment","title":null,"body_preview":"I still remember when mom broke the wooden spoon on my butt. I laughed SO HARD, which made her even more mad, which scared me, and I had to spend the rest of the day in my room \"Just wait until you FA","author":"EmberJadedFire","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1udos49/those_born_before_1990_what_experience_from_your/otfb3gc/"},{"id":"b53a7cdf-4e01-46e3-9e86-35b3993c17b9","source":"reddit","source_id":"t1_otfb3im","content_type":"comment","title":null,"body_preview":"My sister in law easily has 100k+ worth of those Disney figures all around her house","author":"CityChick","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1ucpzjh/what_businesses_are_likely_to_die_out_with_the/otfb3im/"},{"id":"48552ee5-fcae-40fc-89b6-75140fe5571a","source":"reddit","source_id":"t1_otfb3k3","content_type":"comment","title":null,"body_preview":"BOBBYBIRD gave you god-mode in the N64 South Park game.","author":"evetsabucs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1udl36e/what_cheat_codes_from_games_do_you_still_remember/otfb3k3/"},{"id":"b85c1f46-edab-4ebb-9c03-4fe57563a567","source":"reddit","source_id":"t1_otfb3r0","content_type":"comment","title":null,"body_preview":"I'm sure there are more out there than just college students, since we Natives hate him with a passion for what he did and what he paved for other colonizers. Or did you forget we're still alive despi","author":"short_cub","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":"Tue Jun 23 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1udweot/who_do_you_think_is_the_most_hated_human_in/otfb3r0/"},{"id":"3d8ba8fa-e2de-4d42-b175-1032d9ea1eef","source":"reddit","source_id":"t1_otfb3rc","content_type":"comment","title":null,"body_preview":"Only got 1 day, that's more of an entire week thing.","author":"VexImmortalis","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1udws6c/ladies_what_would_you_do_if_you_turned_into_a_man/otfb3rc/"},{"id":"809e60ea-90d0-4abb-9cb0-65cd17307aeb","source":"reddit","source_id":"t1_otfb3tk","content_type":"comment","title":null,"body_preview":"People with no grasp of history always sound pretty dumb.","author":"m4tth4z4rd","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1udweot/who_do_you_think_is_the_most_hated_human_in/otfb3tk/"},{"id":"32442e0d-3ce2-4342-a33b-e858f9f7b2e2","source":"reddit","source_id":"t1_otfb3uq","content_type":"comment","title":null,"body_preview":"Ja lubię spać nago włosy łonowe gołe regularnie wieczorami całkiem nagi wychodzę przed dom a mieszkam na wsi nie jednokrotnie widział mnie kolega ,jego żona ,sąsiadka,i całkiem nieznajomi kręci mnie f","author":"Icy-Drop-2527","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1qz7m7n/what_was_a_time_that_a_neighbor_saw_you_naked/otfb3uq/"},{"id":"2803622c-e9d9-4656-94d7-2f05d87209e3","source":"reddit","source_id":"t1_otfb3xc","content_type":"comment","title":null,"body_preview":"The judge in my criminal trial committed fraud and the medial oversight is gonna humiliate him professionally. I wanted the death penalty but dishonesty is a judicial pastime","author":"Apart_Salamander1086","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1udw94x/whats_the_best_thing_that_has_ever_happened_to_you/otfb3xc/"},{"id":"79678b84-81bf-4077-a2c2-80c082b23b9b","source":"reddit","source_id":"t1_otf8ntp","content_type":"comment","title":null,"body_preview":"As bad as it is, Haiti was and is still far better off than it was under slavery.","author":"PhasmaFelis","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.18284952360628326,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udw84v/how_do_you_solve_the_immortal_hitler_problem/otf8ntp/"},{"id":"6833c6f9-4789-4f40-a207-b6fff4520ee4","source":"reddit","source_id":"t1_otf8nug","content_type":"comment","title":null,"body_preview":"North Korea has been under that kind of rule for nearly 80 years. You don't need immorality to achieve it.","author":"crappy_ninja","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udw84v/how_do_you_solve_the_immortal_hitler_problem/otf8nug/"},{"id":"556c132a-cebf-45ed-a811-90f8d79091ee","source":"reddit","source_id":"t1_otf8o9f","content_type":"comment","title":null,"body_preview":"I think there is a better, less dramatic example of this same philosophical problem. That of the unchanging outlook. For instance, if George Washington were still alive, would the US and England have ","author":"shadowrifty","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 Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udw84v/how_do_you_solve_the_immortal_hitler_problem/otf8o9f/"},{"id":"0200cc39-7ccf-4948-92b4-8e71f0607068","source":"reddit","source_id":"t1_otf8p8j","content_type":"comment","title":null,"body_preview":"Spain democratize because a monarch double crossed Franço and enfranchised the socialists.","author":"One-Incident3208","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udw84v/how_do_you_solve_the_immortal_hitler_problem/otf8p8j/"},{"id":"840e4170-684e-4468-adb2-265dcfc91958","source":"reddit","source_id":"t1_otf8pbf","content_type":"comment","title":null,"body_preview":"Had he stayed home and not tried to expand an empire he likely would have been left to do whatever he wanted to his citizens while the world just waited for him to die or for Germany to solve its own ","author":"TH_Rocks","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udw84v/how_do_you_solve_the_immortal_hitler_problem/otf8pbf/"},{"id":"1956f908-7bd1-4024-bc4a-2ca542f358f4","source":"reddit","source_id":"t1_otf8vf9","content_type":"comment","title":null,"body_preview":"Oh, I think it's likely some super-intelligent model will break containment eventually. But don't worry, the humans in \"charge\" will just say \"it's a feature\" and upsell it at subscription rates while","author":"k6tcher","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udwcm9/o_que_vocês_acham_sobre_a_ia_dominar_o_mundo/otf8vf9/"},{"id":"73c22a63-e50e-4b92-b704-4ce841062572","source":"reddit","source_id":"t1_otf8zke","content_type":"comment","title":null,"body_preview":"I am not being dishonest. You are being reductive deliberately to dismiss the very nuance you are implying to have. That is ahistorical and lazy. Especially since you initiated conversation with me.  ","author":"AgenYT0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udw84v/how_do_you_solve_the_immortal_hitler_problem/otf8zke/"},{"id":"e4de859e-54c3-4fe1-a25c-8c849d9176b4","source":"reddit","source_id":"t1_otf9a4g","content_type":"comment","title":null,"body_preview":"No, you are being dishonest. Your comment said that the solution to despotism is a violent revolution, and you cited two things that DID NOT solve despotism. I pointed that out, and you shifted the go","author":"UgolinoDiVivaldi","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":1,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udw84v/how_do_you_solve_the_immortal_hitler_problem/otf9a4g/"},{"id":"56f3f34e-e542-408d-a7de-852975e3b2d0","source":"reddit","source_id":"t1_otf9bi5","content_type":"comment","title":null,"body_preview":"Agreed, but we've also never tried to produce it in bulk because what's the point? So I've no idea how much we could get the cost down to if $/g of antimatter was our primary aim. A problem for our de","author":"Thatingles","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udkkkj/space_exs_chief_and_nasas_chief_are_dreaming_of/otf9bi5/"},{"id":"be7a9f61-c9f1-44b1-a4ec-f9ac51d1a0d5","source":"reddit","source_id":"t1_otf9bjf","content_type":"comment","title":null,"body_preview":"Pedestrians are engrossed in mobile devices, not concentrating on danger, walk out in front of moving vehicles.","author":"Forsaken-Weird-8428","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udkt6e/75_more_pedestrians_have_been_killed_since_2009/otf9bjf/"},{"id":"473ea52d-f32c-4006-96b2-37056b533cc2","source":"reddit","source_id":"t1_otf9d2m","content_type":"comment","title":null,"body_preview":"You just need another immortal to cut his head off. There can be only one.","author":"Mercury5979","classification":"human_created","confidence":0.85,"indicators":["cultural_references","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udw84v/how_do_you_solve_the_immortal_hitler_problem/otf9d2m/"},{"id":"c692fba7-6679-4bf9-b094-b9fe1091b896","source":"reddit","source_id":"t1_otf9f58","content_type":"comment","title":null,"body_preview":"I also never said anything about nuance. I’m pointing out that your prescription for a problem has historically failed. It’s that simple.","author":"UgolinoDiVivaldi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":1,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udw84v/how_do_you_solve_the_immortal_hitler_problem/otf9f58/"},{"id":"145dda78-07ce-4eec-8452-093c3685240a","source":"reddit","source_id":"t1_otf9o70","content_type":"comment","title":null,"body_preview":"They just don't die of natural causes. They can still die of other causes. Would be more humane to kill execute them.","author":"BigRedNutcase","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udw84v/how_do_you_solve_the_immortal_hitler_problem/otf9o70/"},{"id":"0063c072-c116-4c57-8318-1a0119c2fb3e","source":"reddit","source_id":"t1_otf9sk8","content_type":"comment","title":null,"body_preview":"The idea that a car is for road trips or not for road trips is so strange to me I'm not a ev owner, but I have a Prius, and I have 600 miles a tank  But I don't exactly view the car as a road trip car","author":"Moscato359","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","personal_experience_nuance"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udgzxx/general_motors_outlines_why_sodiumion_batteries/otf9sk8/"},{"id":"cc3ba19d-cad3-4347-9def-9f196f812abb","source":"reddit","source_id":"t1_otf9tpu","content_type":"comment","title":null,"body_preview":"Some people think they can outsmart me. Maybe. Maybe.  I've yet to meet one that can outsmart bullet.","author":"illbedeadbydawn","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udw84v/how_do_you_solve_the_immortal_hitler_problem/otf9tpu/"},{"id":"f2dc2647-c9be-4bcf-adf5-b5d6577997f1","source":"reddit","source_id":"t1_otf9znx","content_type":"comment","title":null,"body_preview":"\"How do you get rid of an immortal dictator.\" Me: destroy them. You: That does not solve the problem and you are moving goal posts. The question was not: How do you create a utopia post revolution?  T","author":"AgenYT0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udw84v/how_do_you_solve_the_immortal_hitler_problem/otf9znx/"},{"id":"d88a3be7-935d-4d8f-beb9-059de190891c","source":"reddit","source_id":"t1_otfa2fn","content_type":"comment","title":null,"body_preview":"Nah those are the exception not the rule. Like OP indicated the far more likely way to deal with people like that were basically just waiting them out until they died. But I do agree that yeah in OP's","author":"IlikeJG","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udw84v/how_do_you_solve_the_immortal_hitler_problem/otfa2fn/"},{"id":"18850ea9-5209-45b8-8565-f48916e37fa1","source":"reddit","source_id":"t1_otfadmu","content_type":"comment","title":null,"body_preview":"Good points, but I still hate all of the massive oversized vehicles.  Bring back the tiny pickups pls","author":"Informal-Fig-6827","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udkt6e/75_more_pedestrians_have_been_killed_since_2009/otfadmu/"},{"id":"ae6ad17b-362c-4a9d-a9d7-6825070ba7d0","source":"reddit","source_id":"t1_otfahl5","content_type":"comment","title":null,"body_preview":"Again, you’re not contending with what I said. I pointed out that the violent destruction of the despots in the revolutions you cited LED TO OTHER DESPOTS taking power. That has nothing to do with uto","author":"UgolinoDiVivaldi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":1,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udw84v/how_do_you_solve_the_immortal_hitler_problem/otfahl5/"},{"id":"c428c8db-4f6f-4592-81f5-88ce94e20118","source":"reddit","source_id":"t1_otfahlp","content_type":"comment","title":null,"body_preview":"But will those changes benefit you and me and average Joe, or will they only benefit those who can afford it? Seeing how the gap between the have and the have-nots has been accelerating the last 20 ye","author":"sorped","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udl6pu/how_far_do_you_genuinely_believe_we_will_advance/otfahlp/"},{"id":"6b6ab791-5a48-4afe-bd10-cea6604e12b9","source":"reddit","source_id":"t1_otfall3","content_type":"comment","title":null,"body_preview":"Violent rulers do not typically enjoy peaceful deaths. This isn’t any kind of value judgement, it’s just a basic observation about history leading up to today.","author":"Sedu","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","strong_opinion"],"bot_score":0.5,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udw84v/how_do_you_solve_the_immortal_hitler_problem/otfall3/"},{"id":"2c0c5eb8-391f-4a78-a3d5-533c83ff5265","source":"reddit","source_id":"t1_otfawtq","content_type":"comment","title":null,"body_preview":"I don't want people to see in my truck. My front windows i can see out just fine. My black glass in like 5% which is legal.","author":"Wolf_Smith","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1udkt6e/75_more_pedestrians_have_been_killed_since_2009/otfawtq/"},{"id":"81965f95-a96d-477a-857c-367948345272","source":"reddit","source_id":"t1_otfa75r","content_type":"comment","title":null,"body_preview":"COD Vanguard, he's one of the Vanguard Unit, there's two British Commandos, an American Naval Pilot whose also got ground combat experience as well, an Aussie explosives expert and Laura Bailey attemp","author":"Cowboywizard12","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1udtn1f/til_an_attempt_to_free_a_german_freighter_from/otfa75r/"},{"id":"a91d6fbe-69f1-4623-a473-159ba7ccf727","source":"reddit","source_id":"t1_otfa7by","content_type":"comment","title":null,"body_preview":"Using fascist thought terminating clichés to attack people who fight against US regime propaganda is just pathetic. If you can't produce material arguments - like 100% of all anti-socialists in histor","author":"Waste_Inspector95","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":"Tue Jun 23 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1udraii/til_in_2012_south_korean_activist_roh_suhui_made/otfa7by/"},{"id":"ae29e4e7-3d1d-4f84-8327-9f20454c0095","source":"reddit","source_id":"t1_otfa819","content_type":"comment","title":null,"body_preview":"So is the thumbnail. The things we do for science.","author":"00Samwise00","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1udwoxa/til_a_woman_undergoing_a_cervical_conization/otfa819/"},{"id":"da76cbce-97c4-484c-903c-bd1d90da34f4","source":"reddit","source_id":"t1_otfab7p","content_type":"comment","title":null,"body_preview":"It was never a cautionary tale about a world that could be, it was a criticism of the direction the world was taking.","author":"lazerbolt52","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1udvhak/til_madison_square_garden_made_a_multifaceted/otfab7p/"},{"id":"867e12ec-3ce5-4c10-8314-cd5743c3abda","source":"reddit","source_id":"t1_otfad0e","content_type":"comment","title":null,"body_preview":"But defend yourself with a butterfly knife and see what happens lmao","author":"Sadrixis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ud997k/til_in_1837_a_british_woman_named_caroline_newton/otfad0e/"},{"id":"873abb4d-771b-41cc-bff1-e09364d8b69c","source":"reddit","source_id":"t1_otfadyy","content_type":"comment","title":null,"body_preview":"Sam had an unlit cigarette in his mouth. I felt bad that he lost.","author":"donut_koharski","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1udc3v9/til_that_an_amateur_player_called_chris/otfadyy/"},{"id":"6c261ebe-a3ee-42a4-a965-05b8bdb9c2f6","source":"reddit","source_id":"t1_otfae7o","content_type":"comment","title":null,"body_preview":"Standing outside your customer's house on an uncovered porch, in the dark, in the cold and wind, on a school night, ringing the doorbell, with the TV obviously on inside (\"there's somebody home!\"), wi","author":"JuzoItami","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1udr7et/til_that_the_persistent_paperboy_who_demanded_i/otfae7o/"},{"id":"a7e27255-7fc5-4aa7-abab-82a2f0b8f3a0","source":"reddit","source_id":"t1_otfaexo","content_type":"comment","title":null,"body_preview":"There is a long and ingenious history of SF troops doing this and far more in the name of proving that security is completely lacking","author":"Vonplinkplonk","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1udtn1f/til_an_attempt_to_free_a_german_freighter_from/otfaexo/"},{"id":"827bc6dc-0420-4176-9bb3-a9c157c5eea0","source":"reddit","source_id":"t1_otfafd3","content_type":"comment","title":null,"body_preview":"The real takeaway from the Moneymaker effect is that it changed poker forever. A normal guy, an accountant, won the WSOP main event. He defeated the worlds best pros at the time. The game has evolved ","author":"LuckyGivrees","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1udc3v9/til_that_an_amateur_player_called_chris/otfafd3/"},{"id":"ff7239a4-821c-4506-b698-10b46d8db56a","source":"reddit","source_id":"t1_otfagzq","content_type":"comment","title":null,"body_preview":"Could be more minimal though. You can cut s as it is t→s before i so there is no need for this letter if you know the rule.","author":"Protolanguagereddit","classification":"ai_generated","confidence":0.7,"indicators":["semantic_blandness","missing_platform_voice","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/bflmgl/til_that_rotokas_a_language_isolate_spoken_by/otfagzq/"},{"id":"c06bc901-bb79-4c07-8ad8-20742db32c91","source":"reddit","source_id":"t1_otfahbt","content_type":"comment","title":null,"body_preview":"OOP wants to meet the folks who are buying NEW typewriters as they would be the only ones that would count toward the $17k trade monies. Not used ones.","author":"xraynorx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1udlexn/til_in_2024_global_trade_on_typewriters_accounted/otfahbt/"},{"id":"de425c98-47e4-472b-9d8b-9928eba69281","source":"reddit","source_id":"t1_otfahly","content_type":"comment","title":null,"body_preview":"It is crazy to me how easily people fall for labels. I am deep into the socialist spectrum, but \"communism\" in the Soviet sense is literally exactly the opposite of what I want. Almost point by point.","author":"Caelinus","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Tue Jun 23 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1udraii/til_in_2012_south_korean_activist_roh_suhui_made/otfahly/"},{"id":"c152e511-3fd1-4b05-bd87-3003acb55524","source":"reddit","source_id":"t1_otfaikz","content_type":"comment","title":null,"body_preview":"I mean with a head of hair like David temptations abound","author":"Jasranwhit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1udtvef/til_director_david_russell_once_put_fellow/otfaikz/"},{"id":"634c6af7-4058-49ef-b4a0-da32f2ff8b27","source":"reddit","source_id":"t1_otfajpy","content_type":"comment","title":null,"body_preview":"Me: I dont want my face scaned.  Business: Comply or die! Me: Nah I just wont give you my money.  Business: But I need your money! You are gonna kill the economy.  Me: Sounds like a you problem.","author":"aftermarketlife420","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1udvhak/til_madison_square_garden_made_a_multifaceted/otfajpy/"},{"id":"9017250d-0c7c-4759-a583-4c854541a8e2","source":"reddit","source_id":"t1_otfamlm","content_type":"comment","title":null,"body_preview":"No one has disagreed with you here, but honestly I think OPs phrasing is correct. “Were” would imply it was a continuous war. “Have been” implies it is still ongoing, but the “it” in question is a dis","author":"YourPalCal_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1udt94u/til_that_france_and_england_have_been_at_war_with/otfamlm/"},{"id":"6f269366-39fb-484d-8ab6-9b2278a9b5b3","source":"reddit","source_id":"t1_otfaqfp","content_type":"comment","title":null,"body_preview":"George Miller could pretty safely be removed from the list given the experiences of his actors.","author":"Jayrodtremonki","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Tue Jun 23 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1udtvef/til_director_david_russell_once_put_fellow/otfaqfp/"},{"id":"8d5eb88a-45a0-448b-838e-12e41ef9b43f","source":"reddit","source_id":"t1_otfaqgt","content_type":"comment","title":null,"body_preview":"That's certainly part of it. Another is that the significance of a scientific discovery isn't always immediately apparent. For example, penicillin was discovered 12 years before anyone figured out how","author":"starmartyr","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","missing_platform_voice","semantic_blandness"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Tue Jun 23 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1udn4jn/til_that_dmitri_mendeleev_creator_of_the_periodic/otfaqgt/"},{"id":"35d44e12-b190-4697-90e7-ff8082550a2f","source":"reddit","source_id":"t1_ot98v83","content_type":"comment","title":null,"body_preview":"It is how you make crack; cocaine is the -HCl form and so you mix with a basic/neutralizing solution like baking soda and then dry it out(\"crack\" it). This increases the drug's potency but lowers the ","author":"Alis451","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.6307196427541206,"content_class":null,"collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uca59i/does_hydrochloride_mean_that_the_active/ot98v83/"},{"id":"0b8e200f-753f-4a76-9776-d826c381acf3","source":"reddit","source_id":"t1_ot9gzf9","content_type":"comment","title":null,"body_preview":"This post is being removed because it is too long. Often these type of posts are asking for a peer review or vetting of unsubstantiated hypotheses, which are not allowed on AskScience. If your questio","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","uniform_paragraph_rhythm"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ud6r49/project_hélix_hypothesis_for_a_closedloop/ot9gzf9/"},{"id":"92d2b3a0-87d2-400c-b66a-54841549eef2","source":"reddit","source_id":"t1_ot9vprl","content_type":"comment","title":null,"body_preview":"Thank you for your submission! Unfortunately, your submission has been removed for the following reason(s):  Your question is either commonly occurring or has been recently posted on /r/AskScience. It","author":"askscience-ModTeam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","template_phrases","absence_of_personality"],"bot_score":0.2142857142857143,"content_class":"automated_moderation","collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ud8c96/could_i_theoretically_go_faster_than_the_speed_of/ot9vprl/"},{"id":"04d4b7d8-9a18-4ab2-8b63-2b6ec955d1d0","source":"reddit","source_id":"t1_ota0wa6","content_type":"comment","title":null,"body_preview":"Tetracycline, for instance, is only very slightly soluble in water and has an amine group that makes it a base, with a pKa corresponding to a pH of 8.3, that might irritate your throat going down. 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It","author":"askscience-ModTeam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","template_phrases","absence_of_personality"],"bot_score":0.2142857142857143,"content_class":"automated_moderation","collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ud80it/if_a_car_is_traveling_at_60mph_and_turns_on_its/ota3mzo/"},{"id":"771bcb5c-0230-415e-b160-37b8dddbafa9","source":"reddit","source_id":"t1_ota49ru","content_type":"comment","title":null,"body_preview":"Don’t worry that hydrochloric acid is incredibly acidic. It’s the acid in your stomach. And add the incredibly alkaline sodium hydroxide in a 1:1 ratio and you end up with… salty water. Sodium chlorid","author":"Random-Mutant","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_voice","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uca59i/does_hydrochloride_mean_that_the_active/ota49ru/"},{"id":"e4340929-294b-4dee-915e-967b55d28e8f","source":"reddit","source_id":"t1_otaniac","content_type":"comment","title":null,"body_preview":"This post is being removed because it is too long. Often these type of posts are asking for a peer review or vetting of unsubstantiated hypotheses, which are not allowed on AskScience. 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We require post titles to be phrased as questions so that","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","synthetic_empathy","absence_of_personality","explicit_ai_declaration"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1udd3ul/why_do_they_say_with_certainty_llms_are_not/otapzpg/"},{"id":"ca85d9e4-871b-4e7e-acac-4658f5424ded","source":"reddit","source_id":"t1_otarh8v","content_type":"comment","title":null,"body_preview":"It can be an issue if your medicine is cocaine hydrochloride made in a jungle lab, they have a tendency to add a little to much as its better than a little less than is needed where is goes mushy. Res","author":"5c044","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uca59i/does_hydrochloride_mean_that_the_active/otarh8v/"},{"id":"5850848c-c4e3-47b7-a88c-b1587023e612","source":"reddit","source_id":"t1_otatk96","content_type":"comment","title":null,"body_preview":"Reminds me of Life, the Universe, and Everything. But instead of being in intergalactic space, the planet is in a dust cloud. The residents exist their entire history thinking they're all that there i","author":"EfficaciousJoculator","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1u8skne/what_would_the_night_sky_look_like_if_earth_were/otatk96/"},{"id":"922c6cfa-db55-4f45-921b-db8b8574de00","source":"reddit","source_id":"t1_otb3fof","content_type":"comment","title":null,"body_preview":"Hi! This subreddit does not provide medical or safety advice. If you are concerned about a health issue, please see a doctor. If you need other professional assistance, please see the appropriate prof","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","safety_disclaimers","bot_identification","missing_platform_voice"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1udevan/need_help_with_problems_that_you_think_could_be/otb3fof/"},{"id":"0046871a-5d80-4432-9edf-d23a85e3f837","source":"reddit","source_id":"t1_otbo09l","content_type":"comment","title":null,"body_preview":"Crap, yeah, I was thinking the classic parabolic towers vs the shorter, more compact fan driven ones. Are they fan driven? I have only worked at plantes, or even visited, w open water cooling., lakes,","author":"BluesFan43","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/otbo09l/"},{"id":"e8cfbd6b-352d-4b54-8de5-640504e654f7","source":"reddit","source_id":"t1_otd8ofj","content_type":"comment","title":null,"body_preview":"Thank you for your submission! Unfortunately, your submission has been removed for the following reason(s):  The question involves performing a calculation. Such questions are better suited for /r/est","author":"askscience-ModTeam","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":"automated_moderation","collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1udkga1/theoretically_speaking_how_different_would_the/otd8ofj/"},{"id":"9d3d9f10-cf66-49ce-9531-a8f97e8aab32","source":"reddit","source_id":"t1_otda1ht","content_type":"comment","title":null,"body_preview":"Thanks for the explanation, it never clicked with me that the synodic day is slightly longer purely because of the earth is slightly fuhrer along on its path around the sun","author":"Victuz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/otda1ht/"},{"id":"79f5fd8b-6b28-4464-8c07-edaaf1a24818","source":"reddit","source_id":"t1_otdllms","content_type":"comment","title":null,"body_preview":"There could also be a technology solution that makes leap seconds easier to implement some time in the next 5,000 years...","author":"badicaldude22","classification":"human_created","confidence":0.7,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/otdllms/"},{"id":"a23b1e74-9b07-49f5-81d3-f2b6dd82dc3d","source":"reddit","source_id":"t1_otds1ko","content_type":"comment","title":null,"body_preview":"River or ocean water used for reactor plant cooling has to supply water at a temperature that can ensure emergency cooling systems can keep the reactor safely cooled under specific circumstances. If t","author":"PirateSpecialist5726","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/otds1ko/"},{"id":"d90f8dfb-8673-4d7d-9c73-41a6974761fe","source":"reddit","source_id":"t1_otdveti","content_type":"comment","title":null,"body_preview":"The steam from the turbines runs through a heat exchanger to condense it, also highly purified and contained, and sent back to the core heat exchanger. The water from the condenser is taken to the coo","author":"diabolus_me_advocat","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.3725503966193522,"content_class":null,"collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/otdveti/"},{"id":"ffdc2c28-c039-47de-bda9-ac0634948203","source":"reddit","source_id":"t1_otdwqx5","content_type":"comment","title":null,"body_preview":"the difference between pwr and bwr is just one more heat exchanging cycle, so that overheated water from the core heats the boiler that will send non-contaminated steam to the turbine instead of radio","author":"diabolus_me_advocat","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.3725503966193522,"content_class":null,"collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/otdwqx5/"},{"id":"471eb978-f0c2-4182-9008-e6155b62d1ab","source":"reddit","source_id":"t1_otdy6mf","content_type":"comment","title":null,"body_preview":"that's common in fast breeders everywhere. they cannot use water, as this would function as a moderator slowing down the fast neutrons required for breeding. so the transport of heat from core to gene","author":"diabolus_me_advocat","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.3725503966193522,"content_class":null,"collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/otdy6mf/"},{"id":"50819f6b-b495-464e-ba2a-055f1243848a","source":"reddit","source_id":"t1_otdyt2t","content_type":"comment","title":null,"body_preview":"don't confuse things one is molten metal as a heat transfer medium, and another is liquid nuclear fuel","author":"diabolus_me_advocat","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.3725503966193522,"content_class":null,"collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/otdyt2t/"},{"id":"46aaf9ee-9d20-4f5a-83c8-848e75746a65","source":"reddit","source_id":"t1_oted0bv","content_type":"comment","title":null,"body_preview":"This is a good answer. To add some additional points: Making a salt using an acid will give a polymorph (same molecue but differnet crystalline structure) with a different solubility that gives a desi","author":"DrPeeBee","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.9393816110659072,"content_class":null,"collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uca59i/does_hydrochloride_mean_that_the_active/oted0bv/"},{"id":"686c1e04-7ed8-415c-8aac-3dc88c7a8704","source":"reddit","source_id":"t1_otegsua","content_type":"comment","title":null,"body_preview":"As you mention cocaine HCl and ops question is about HCl salts, and interesting digression is the \"cocain isomer strategy\" used by defense lawyers for drug dealers in the 70s and 80s. Cocaine HCl deri","author":"DrPeeBee","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","natural_digressions","imperfect_expression","semantic_blandness"],"bot_score":0.9393816110659072,"content_class":null,"collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uca59i/does_hydrochloride_mean_that_the_active/otegsua/"},{"id":"4d1bc5fa-8921-40dc-b228-7589ea538b46","source":"reddit","source_id":"t1_otehqc1","content_type":"comment","title":null,"body_preview":"And coming back to the original question enantiomers have the same solubility as their crystal structure is the same (just opposite in 3D like hands)","author":"DrPeeBee","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.9393816110659072,"content_class":null,"collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uca59i/does_hydrochloride_mean_that_the_active/otehqc1/"},{"id":"ea3c85d6-7ce8-44af-be60-2a55b2352244","source":"reddit","source_id":"t1_otf4w9h","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","absence_of_personality","safety_disclaimers"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1udw3nv/hypothese_materieantimaterie_kollision_als/otf4w9h/"},{"id":"fe0614e1-395c-48f5-9e54-776e733773bc","source":"reddit","source_id":"t1_otf7beo","content_type":"comment","title":null,"body_preview":"This post is being removed because it is too long. Often these type of posts are asking for a peer review or vetting of unsubstantiated hypotheses, which are not allowed on AskScience. If your questio","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","bot_declaration"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Tue Jun 23 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1udweky/what_if_light_is_not_limited_to_3d_space_a_4d/otf7beo/"},{"id":"ec5f5db7-0b61-466f-9025-3b125a4c21ad","source":"reddit","source_id":"t1_otf9jfd","content_type":"comment","title":null,"body_preview":"When they give it to you they are required by law to validate its suitability for you including any interactions and tondocument it. Thats the law...not saying its followed at your pharmacy, but thats","author":"iamintheforest","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udi9hz/cmv_all_insulin_types_should_be_available_otc/otf9jfd/"},{"id":"128e5f35-ef24-4083-b4f6-38a2aa039113","source":"reddit","source_id":"t1_otf9le5","content_type":"comment","title":null,"body_preview":"Your post in r/changemyview has been automatically removed due to having insufficient positive engagement on Reddit. Negative karma accounts are often used to 'soapbox' without consequence or cause su","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","suspiciously_comprehensive","safety_disclaimers"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udwowu/cmv_money_does_help_men_with_women_and_saying/otf9le5/"},{"id":"87d3c667-de8b-4e6f-a586-180b84a54365","source":"reddit","source_id":"t1_otf9lhb","content_type":"comment","title":null,"body_preview":"https://www.vanityfair.com/news/2021/10/nih-admits-funding-risky-virus-research-in-wuhan Third paragraph.","author":"bobdylan401","classification":"human_created","confidence":0.7,"indicators":["human_quoting_source","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udsoni/cmv_there_is_0_evidence_for_covid_19_being_the/otf9lhb/"},{"id":"b359f733-dd92-4c00-80f2-281017077181","source":"reddit","source_id":"t1_otf9m6z","content_type":"comment","title":null,"body_preview":"It doesn’t. It just means we are both describing Black people receiving reparations.","author":"Equivalent-Long-3383","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udivly/cmv_theres_not_a_logical_or_financially_feasible/otf9m6z/"},{"id":"d931d3db-758f-47aa-861d-ba0ee04695d7","source":"reddit","source_id":"t1_otf9mv9","content_type":"comment","title":null,"body_preview":"You do not seem to understand the vast difference between ethnicity and genetics because you are using the terms interchangeably. Genetics are your DNA, handed down from your parents and their ancesto","author":"miraj31415","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 Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udr5ta/cmv_jesus_was_not_palestinian/otf9mv9/"},{"id":"d3a5f4a0-8fd7-4e0d-aa82-f6ac83c0aeb7","source":"reddit","source_id":"t1_otf9omr","content_type":"comment","title":null,"body_preview":"Correct and the sky is blue……who needs to hear this?","author":"epdug","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udr5ta/cmv_jesus_was_not_palestinian/otf9omr/"},{"id":"145e3153-c862-4708-9fc6-7415b11b15b8","source":"reddit","source_id":"t1_otf9q6c","content_type":"comment","title":null,"body_preview":"Now you're just arguing something completely different... Bye.","author":"Top_Neat2780","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0.5714285714285714,"content_class":null,"collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udtuci/cmv_gen_z_is_still_the_most_liberal_generation_so/otf9q6c/"},{"id":"61183313-29b3-4a45-b03b-ea90051e07f0","source":"reddit","source_id":"t1_otf9q8s","content_type":"comment","title":null,"body_preview":"The fact that you are asking this question demonstrates you very clearly have not been reading what I have been saying. Feel free to go back and re-read. Until then there's not point in me repeating m","author":"SupervisorSCADA","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udsoni/cmv_there_is_0_evidence_for_covid_19_being_the/otf9q8s/"},{"id":"4bdcacdd-77b8-45a6-a6de-78072ed69852","source":"reddit","source_id":"t1_otf9qcy","content_type":"comment","title":null,"body_preview":"I guess the answer is just childish arrogance. Have a great evening.","author":"Pale-Philosopher4502","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udr5ta/cmv_jesus_was_not_palestinian/otf9qcy/"},{"id":"76f8f7aa-fd0f-4d59-9468-b89732f9f6d3","source":"reddit","source_id":"t1_otf9qm7","content_type":"comment","title":null,"body_preview":"I'm chronically on reddit and this is literally the first time I heard of this.  I've seen people make comments like \"not in the US so doesn't apply to me\" kind of things. I've seen people complaining","author":"sp0rkah0lic","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udw72z/cmv_calling_out_someone_for_defaulting_to_their/otf9qm7/"},{"id":"36985dd3-2e31-492b-aaa4-ae983e0dadb9","source":"reddit","source_id":"t1_otf9r18","content_type":"comment","title":null,"body_preview":"Genetics are an awful argument for ownership of the land and state building anyway. Culture is a stronger argument.","author":"Dark1000","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","semantic_conciseness"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udr5ta/cmv_jesus_was_not_palestinian/otf9r18/"},{"id":"fe7fc47d-182e-4d65-bb58-2775803115fc","source":"reddit","source_id":"t1_otf9sal","content_type":"comment","title":null,"body_preview":"The difference is the Arabs did interbreed with the native populations and did so intentionally while the Ptolemys were rather famous for not interbreeding and \"keeping the bloodline pure.\" So the Ara","author":"sanguinemathghamhain","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udr5ta/cmv_jesus_was_not_palestinian/otf9sal/"},{"id":"30165d45-cd15-4b2b-a45a-e9a3ae3bad57","source":"reddit","source_id":"t1_otf9ssp","content_type":"comment","title":null,"body_preview":"Can’t compare The Beatles to Mozart. Both can be good, but they’re trying to do completely different things.","author":"SuperBowlXLIX","classification":"human_created","confidence":0.7,"indicators":["opinion_without_over_explanation","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udwlvg/cmv_alien_is_better_than_the_sequel_aliens/otf9ssp/"},{"id":"f6cf4dbc-c86c-4bb0-8dc2-4144f1c5dfb3","source":"reddit","source_id":"t1_otf9t98","content_type":"comment","title":null,"body_preview":"A greek religion at the time? Of Ptolemaic kingdom that ended BC?","author":"JackAndrewWilshere","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udr5ta/cmv_jesus_was_not_palestinian/otf9t98/"},{"id":"7f01bbed-aa53-42f7-9cb1-a0f0b8b24843","source":"reddit","source_id":"t1_otf9xh6","content_type":"comment","title":null,"body_preview":"This is the whole \"I'm there thus I am that\" argument. An African born in Britain may have British citizenship, but he is not ethnically British.  Jesus Christ was from the House of David, of the Hous","author":"BeauHunkus","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udr5ta/cmv_jesus_was_not_palestinian/otf9xh6/"},{"id":"a8ae465b-3621-41c5-a9a5-637ea0008e75","source":"reddit","source_id":"t1_otf9zmb","content_type":"comment","title":null,"body_preview":"Most of these are so minor it’s hard for me to take it seriously. You aren’t being removed from your family, verbally abused by strangers, hung or killed. It’s like a family member asking for kids. It","author":"Hot-Category8771","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":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ud25ny/cmv_demisexuals_should_not_be_calling_themsleves/otf9zmb/"},{"id":"3b1109a3-fe04-418b-aa11-7f26595d408f","source":"reddit","source_id":"t1_otfa2hx","content_type":"comment","title":null,"body_preview":"They weren’t colonized, they are the result of the colonization.  The Aztecs weren’t Mexican even those their population became mixed into Mexico . The same logic applies here.  Colonization usually c","author":"rhino369","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udr5ta/cmv_jesus_was_not_palestinian/otfa2hx/"},{"id":"11cea053-03f9-45de-8aa6-ffb66cea0311","source":"reddit","source_id":"t1_otfa654","content_type":"comment","title":null,"body_preview":"I realised as an adult that crushes were a real thing! And not a fictional romance trope... that explains why my mom thought I could have met people I fancy at university since we have huge classes. I","author":"Rude-Barnacle8804","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ud25ny/cmv_demisexuals_should_not_be_calling_themsleves/otfa654/"},{"id":"2461b6d0-090b-4c3e-8621-04e7d5288498","source":"reddit","source_id":"t1_otfa75l","content_type":"comment","title":null,"body_preview":"Why would people want to be a part of a community during these isolating times... better get sherlock holmes on that one. You say we need to keep straights away, then wonder why people don't want to b","author":"One_Situation_2725","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ud25ny/cmv_demisexuals_should_not_be_calling_themsleves/otfa75l/"},{"id":"bd7be9af-ce07-41de-903d-3ceae760b6a0","source":"reddit","source_id":"t1_otfa89k","content_type":"comment","title":null,"body_preview":"Failing how? They haven't even finished the court cases to start.","author":"kaytin911","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udrbm3/cmv_deportation_is_a_better_solution_than_mass/otfa89k/"},{"id":"45a3f2a6-83b3-405e-a560-521585e48d7d","source":"reddit","source_id":"t1_otfabqb","content_type":"comment","title":null,"body_preview":"You don't like the actions of the child citizens you're trying to starve?","author":"c0i9z","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udgknd/cmv_people_wanting_legal_immigration_in_their/otfabqb/"},{"id":"95ecec9e-0368-4973-9950-5b2b066d8ee5","source":"reddit","source_id":"t1_otfacid","content_type":"comment","title":null,"body_preview":"Just went through that sub, ironically the poll that I mentioned as an example is one of the first posts you see when lol. Calling out defaultism when someone is being grossly unaware about things tha","author":"Adventurous-Monk-796","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1udw72z/cmv_calling_out_someone_for_defaulting_to_their/otfacid/"},{"id":"818ea516-4ca7-4b20-87f1-583f4debcd67","source":"reddit","source_id":"t1_otf3uf3","content_type":"comment","title":null,"body_preview":"nah no proper book as far as i know. did just learn that fontana made a little short with beecher and o’reilly a couple years after the show ended","author":"southpaw_balboa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.849740932642487,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1udvcnx/im_sick_of_pretending_that_watching_youtube_isnt/otf3uf3/"},{"id":"9a797469-2510-46c3-9cca-26a81ef9f0c5","source":"reddit","source_id":"t1_otf4c3i","content_type":"comment","title":null,"body_preview":"I cant say that I have read or watched, but do know the broad contours. I think these works are essentially presenting the idealist Zionist perspective. An earnest and just quest and fight for a homel","author":"aesndi","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/o5xbjw/exodus_by_leon_uris_propaganda_or_good_literature/otf4c3i/"},{"id":"0f325c82-c210-411f-b4c9-0dfe6cfcd142","source":"reddit","source_id":"t1_otf4del","content_type":"comment","title":null,"body_preview":"Never in my life saw someone so perpetually aggrieved by the meaning of the word read, but you do you 👍","author":"FutureSun165","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1udvcnx/im_sick_of_pretending_that_watching_youtube_isnt/otf4del/"},{"id":"c0299af0-4575-4256-bcd8-e9477bb6d1da","source":"reddit","source_id":"t1_otf4fsw","content_type":"comment","title":null,"body_preview":">!SPOILERS FOR PIRANESI BY SUSANNA CLARKE!< I disagree with this theory. I actually think the book doesn’t support the “it is all in Matthew’s mind” reading. Raphael is not merely witnessing Matthew’s","author":"Samuel_Reeds","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/taepg1/piranesi_theory_i_think_i_figured_it_out/otf4fsw/"},{"id":"0c987463-219c-4cc3-8319-c49664bba363","source":"reddit","source_id":"t1_otf4r9d","content_type":"comment","title":null,"body_preview":"this is not the usual thread for recommendations! but do you mean history, or theory? for latter i've seen The Right to Maim by Jasbir K. Puar cited a few times now so I've just bought it to read, im ","author":"udibranch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1udbuk8/simple_questions_june_23_2026/otf4r9d/"},{"id":"78bb334a-bae3-468d-9ca9-a084d39b49b8","source":"reddit","source_id":"t1_otf4x1y","content_type":"comment","title":null,"body_preview":"It was terrible. I can't believe his editor let it go to print. But I looooved The Peripheral.","author":"smuffy123","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/11ae97e/william_gibsons_latest_book_agency_weirdly_worse/otf4x1y/"},{"id":"3b6fac2a-a48d-49c2-8dae-31655fde82d4","source":"reddit","source_id":"t1_otf53eu","content_type":"comment","title":null,"body_preview":"But you know what DOES annoy me? Being told how to feel or react to things... please stop doing that. Maybe just a woman thing, since it's kinda like being told to \"smile.\" Yuck.","author":"ParsnipFarmer676","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1udvcnx/im_sick_of_pretending_that_watching_youtube_isnt/otf53eu/"},{"id":"5486dc20-fcb3-456c-9346-75811740965a","source":"reddit","source_id":"t1_otf5a1w","content_type":"comment","title":null,"body_preview":"There were people saying this at the time, too. What I'm saying now is not much different from what Winston Churchill, no bleeding heart pacifist, said to Roosevelt in 1945.","author":"sanctaphrax","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","historical_reference_with_context","implied_opinion"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud3s6s/the_memoir_of_a_man_who_survived_the_horrors_of/otf5a1w/"},{"id":"5e3aa9c6-35c7-4e5e-8664-344ce8bfdd62","source":"reddit","source_id":"t1_otf5muc","content_type":"comment","title":null,"body_preview":"you went from cosmic meatgrinders straight to trauma-inducing child soldiers; i made a similar cataloguing error once and my librarian soul still hasn't quite recovered from those 90s paperbacks.","author":"Faint-Heron-5681","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":1,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud054h/why_did_no_one_tell_me_that_animorphs_was_not_a/otf5muc/"},{"id":"8596998a-d4ae-404d-bf5b-60396b940b5f","source":"reddit","source_id":"t1_otf5sx9","content_type":"comment","title":null,"body_preview":"Nope, it's not - at least not according to one of the Cambridge Dictionary definitions of the term. \"Someone who supports an opposite argument or one that is not popular in order to make people think ","author":"ParsnipFarmer676","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1udvcnx/im_sick_of_pretending_that_watching_youtube_isnt/otf5sx9/"},{"id":"8d3c003b-677f-4606-b172-5eaeaf2bd751","source":"reddit","source_id":"t1_otf5y4l","content_type":"comment","title":null,"body_preview":"I used to call this my favorite book. I’m not sure I still would, but I certainly like it. Your interpretation seems to match my own. Others have already said anything that I might add, though I would","author":"Verdant_Green","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ucxiel/a_likely_poor_first_attempt_at_literary_criticism/otf5y4l/"},{"id":"f2e767c4-9461-4855-9fb1-bc9df6a19446","source":"reddit","source_id":"t1_otf672q","content_type":"comment","title":null,"body_preview":"Yeah, 4-5 name drops per page would get old fast. Those details should add to the story, not make it feel like a Wikipedia page. At least the library saved you from spending money on it","author":"StormyMeteor58","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1udgkim/review_of_live_forever_by_john_robb/otf672q/"},{"id":"9a65f84a-32ad-4992-a88c-fe71f83a8b4a","source":"reddit","source_id":"t1_otf6kix","content_type":"comment","title":null,"body_preview":"finding a forgotten 230-page manuscript in the archives is my ultimate, incredibly dusty daydream; i wonder how much of hersey's classic reportage this will reframe.","author":"Faint-Heron-5681","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":1,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud3s6s/the_memoir_of_a_man_who_survived_the_horrors_of/otf6kix/"},{"id":"f89ac2f7-2c1e-425b-b47a-e6cc18935afe","source":"reddit","source_id":"t1_otf6p04","content_type":"comment","title":null,"body_preview":"You can still acknowledge that the bombs caused untold human suffering but also realize it prevented a costlier mainland invasion of Japan that would have played into Japan's plan to grind US morale i","author":"Mralexs","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","historical_specificity","emotional_authenticity","balanced_perspective_human"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud3s6s/the_memoir_of_a_man_who_survived_the_horrors_of/otf6p04/"},{"id":"866f3b65-34e2-42a5-8f53-441ab35fde4b","source":"reddit","source_id":"t1_otf7tj2","content_type":"comment","title":null,"body_preview":"also realize it prevented a costlier mainland invasion of Japan  An invasion that would not have happened because Japan was already preparing to surrender.","author":"-Saucegurlllll","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud3s6s/the_memoir_of_a_man_who_survived_the_horrors_of/otf7tj2/"},{"id":"cbd92009-2312-4161-a502-82d93ea69fa4","source":"reddit","source_id":"t1_otf89sk","content_type":"comment","title":null,"body_preview":"Oh, right on... I've actually never watched the show, but everyone still raves about it. I think I tried once, but it was a bit too \"gritty\" for my taste.","author":"ParsnipFarmer676","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","personal_opinion_expressed"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1udvcnx/im_sick_of_pretending_that_watching_youtube_isnt/otf89sk/"},{"id":"24702693-fa71-4897-988f-ade2796ab22e","source":"reddit","source_id":"t1_otf8k1l","content_type":"comment","title":null,"body_preview":"You're joking right? Animorphs has long been held as a series \"to be avoided\" unless you go in eyes open or you've already read it. I still remember when the kids who tried to recommend it to me sudde","author":"couchfly","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":1,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud054h/why_did_no_one_tell_me_that_animorphs_was_not_a/otf8k1l/"},{"id":"aa52d8ed-4711-4a53-9f88-ecee29b3adf4","source":"reddit","source_id":"t1_otf8ukb","content_type":"comment","title":null,"body_preview":"Finished How To Be Eaten, The Women, and now I’m reading Tailspin by Sandra Brown","author":"GrapefruitHaunting96","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ucgclo/what_books_did_you_start_or_finish_reading_this/otf8ukb/"},{"id":"8455c574-c02f-4318-aff5-667280e10a3c","source":"reddit","source_id":"t1_otf98d0","content_type":"comment","title":null,"body_preview":"That's funny because \"pursuit of happiness\" as a movie title implies that the character is starting from rock bottom. I would not have assumed this was a happy movie though it was one of my favorites ","author":"couchfly","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":1,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud054h/why_did_no_one_tell_me_that_animorphs_was_not_a/otf98d0/"},{"id":"b9cf8def-1a3a-4d30-a42f-e2331d13e4d1","source":"reddit","source_id":"t1_otf9n44","content_type":"comment","title":null,"body_preview":"Two things - first, I'm not sure 'damaged' is the right word to use. Perhaps 'undergoes a traumatic experience and emerges changed' might be more accurate. In 'The Magus,' the reader is invited to bel","author":"52Charles","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1udebhi/was_donna_tartt_inspired_by_john_fowles_the_magus/otf9n44/"},{"id":"7e37095a-c795-4d1a-ba3d-b50b16bed588","source":"reddit","source_id":"t1_otfa110","content_type":"comment","title":null,"body_preview":"saltburn from what i've heard is talented mr ripley part 2, so not the same vibe tho there are commonalities.","author":"Correct_Village6950","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1udebhi/was_donna_tartt_inspired_by_john_fowles_the_magus/otfa110/"},{"id":"fbc4616c-1476-423d-98bd-529b9b5fc497","source":"reddit","source_id":"t1_otf9frr","content_type":"comment","title":null,"body_preview":"Just finished the first series of Wellington Paranormal which is the spin off of the police in the film. Wonder if they'll lean into Wellington just being a completely mad paranormal city or just stic","author":"spongey1865","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_and_analysis","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1udvwzt/jemaine_clement_confirms_a_sequel_to_the_original/otf9frr/"},{"id":"2d3f8360-b592-4ab1-bb07-10a27f2276e9","source":"reddit","source_id":"t1_otf9g0f","content_type":"comment","title":null,"body_preview":"It ain’t a romantic movie fyi. Just watch the movie as it is. Keep in mind it’s a decently paced movie and find out the treasures or plot twists on your own, rather relying on a review.  Go for it!","author":"Huge_War_3721","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1udw02r/thoughts_on_gone_girl/otf9g0f/"},{"id":"744c9f7b-9b83-414c-8c60-b3b9bedb97a4","source":"reddit","source_id":"t1_otf9g99","content_type":"comment","title":null,"body_preview":"I really enjoyed it. My wife had to leave because of all the gore.  I thought it was great to get a new take on Robin Hood. He keeps being told of stories and he’s telling people they aren’t real, eve","author":"OccasionMU","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jun 23 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1u9p5im/official_discussion_the_death_of_robin_hood/otf9g99/"},{"id":"682b0e76-5b42-4df7-8c6d-11e53122b249","source":"reddit","source_id":"t1_otf9h02","content_type":"comment","title":null,"body_preview":"Hating Ben Affleck might actually make it an even better movie for you... But regardless, it's an excellent film. I remember stopping on the way home from a 2+ hour work trip, wanting to grab a burger","author":"IlliniTeX","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1udw02r/thoughts_on_gone_girl/otf9h02/"},{"id":"049a57e9-5222-4546-bf26-da41d567102d","source":"reddit","source_id":"t1_otf9kdk","content_type":"comment","title":null,"body_preview":"I just saw this recently. One of my favorite movies now.","author":"Silent_Philosopher_","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","semantic_blandness","short_content"],"bot_score":1,"content_class":null,"collected_at":"Tue Jun 23 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1udqq9y/inspirational_movies_that_make_you_feel_excited/otf9kdk/"},{"id":"e4e99c2e-629e-4492-be18-5fa118ff39e5","source":"reddit","source_id":"t1_otf9kp7","content_type":"comment","title":null,"body_preview":"Considering how frequently movie projects get delayed or canceled, why does anyone care about a movie idea at this stage? Let us know when the release date is set. Otherwise, I don't care.","author":"airwalker08","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1udvwzt/jemaine_clement_confirms_a_sequel_to_the_original/otf9kp7/"},{"id":"9e88c293-a3f7-4aa5-8966-50bd70087ea8","source":"reddit","source_id":"t1_otf9kpi","content_type":"comment","title":null,"body_preview":"It was also in Shrek 3 or 4. I’m still mad at that movie’s trailer for hiding the fact that it was an off the wall comedy.","author":"B-Train_ATL","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.5,"content_class":null,"collected_at":"Tue Jun 23 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uchw4j/what_song_did_a_movie_basically_steal_forever/otf9kpi/"},{"id":"661315a9-5b77-46e1-8a13-975707e92020","source":"reddit","source_id":"t1_otf9mox","content_type":"comment","title":null,"body_preview":"Don’t answer this dude. It’s an actual bot spreading misinformation; if you look at the profile, you’ll see this is the only topic it discusses and it makes its way to random subreddits to do it. If y","author":"sluttylilcb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ucz5r6/contagion_2011_starring_matt_damon_can_i_talk_to/otf9mox/"},{"id":"e6098291-086a-44c0-8bba-c44703471d73","source":"reddit","source_id":"t1_otf9nao","content_type":"comment","title":null,"body_preview":"The Purge could've been a really savage satire about how the rich and powerful literally murder the poor and minorities irl, and this is just the logical conclusion of that.","author":"MeadowmuffinReborn","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_depth"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uds760/classic_examples_of_interesting_concept_terrible/otf9nao/"},{"id":"9ad9fa18-b3cf-4914-9646-4e7e003ade24","source":"reddit","source_id":"t1_otf9pxj","content_type":"comment","title":null,"body_preview":"I feel like we saw it somewhat at the end of the retrospective trailer that dropped","author":"ConsuLMonK","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1udknte/new_poster_for_alejandro_g_iñárritus_digger/otf9pxj/"},{"id":"66e3d452-3efb-42ba-ae99-a8ff899e02e2","source":"reddit","source_id":"t1_otf9rpt","content_type":"comment","title":null,"body_preview":"Okay perfect. I like a movie where people say don’t watch anything about it and go in blind. I’ll put it on tonight thanks!","author":"FoundationEntire4834","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":1,"content_class":null,"collected_at":"Tue Jun 23 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1udw02r/thoughts_on_gone_girl/otf9rpt/"},{"id":"6f6fdce4-ad93-45f4-8c51-51c87dacced2","source":"reddit","source_id":"t1_otf9s3x","content_type":"comment","title":null,"body_preview":"This is my favorite musical. Great songs and Hugh Jackman's range is awesome.","author":"Silent_Philosopher_","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":1,"content_class":null,"collected_at":"Tue Jun 23 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1udqq9y/inspirational_movies_that_make_you_feel_excited/otf9s3x/"},{"id":"70b3e0cf-f13e-4429-ae7a-775aaa281f5e","source":"reddit","source_id":"t1_otf9sh6","content_type":"comment","title":null,"body_preview":"Also features Smashmouth for some added Y2K appeal","author":"capybroa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1udmcok/what_super_famous_movies_from_the_60s80s_does_the/otf9sh6/"},{"id":"589ba3fc-66e7-481e-ab40-f808664e7fa1","source":"reddit","source_id":"t1_otf9tmb","content_type":"comment","title":null,"body_preview":"My brother told me last week he did not remember King Solomon's Mines (1985). I remember the movie existed - but not if I'd ever watched it.","author":"Desertbro","classification":"human_created","confidence":0.7,"indicators":["self_reference","imperfect_expression","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Tue Jun 23 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1udmcok/what_super_famous_movies_from_the_60s80s_does_the/otf9tmb/"},{"id":"75fb854f-e42a-4d3d-b2b5-7391b8f06ebb","source":"reddit","source_id":"t1_otf9uh4","content_type":"comment","title":null,"body_preview":"Ed Harris rules, also RIP Lynne Marie Stewart, will be great to see her in this","author":"Puppetmaster858","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1udgi5q/the_dink_official_trailer/otf9uh4/"},{"id":"850efa41-c922-4643-aa34-160234ea1f2b","source":"reddit","source_id":"t1_otf9w52","content_type":"comment","title":null,"body_preview":"As funny as it will probably be, nothing will beat this joke from the first one: https://youtu.be/DR2rGt\\_4T4A?is=i\\_85JupZWTi-ROBb","author":"Ninjuit","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1udvwzt/jemaine_clement_confirms_a_sequel_to_the_original/otf9w52/"},{"id":"04d70840-077f-4cb7-b44e-e8d5d6e0bf91","source":"reddit","source_id":"t1_otf9wo7","content_type":"comment","title":null,"body_preview":"Yes I totally bought the idea that she just wanted to humiliate him in some insane way","author":"Concrete_hugger","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1okihoi/offcial_discussion_bugonia_spoilers/otf9wo7/"},{"id":"1b1f0872-2b17-4cd0-8e16-ec444865e1fd","source":"reddit","source_id":"t1_otf9wue","content_type":"comment","title":null,"body_preview":"Even if they were just members of another vampire council, yes it'd be great to see the characters from the show pop up somewhere.","author":"ItsMrNoSmile","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1udvwzt/jemaine_clement_confirms_a_sequel_to_the_original/otf9wue/"},{"id":"4eff1814-549f-4752-885e-4bc5e39aaaf3","source":"reddit","source_id":"t1_otf9yot","content_type":"comment","title":null,"body_preview":"yeah the show somehow ended up even better than the movie which is rare as hell","author":"Dear-Fault-4873","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1udvwzt/jemaine_clement_confirms_a_sequel_to_the_original/otf9yot/"},{"id":"7d195005-3ab9-463c-bdc3-b263c3be5c42","source":"hackernews","source_id":"48639170","content_type":"comment","title":null,"body_preview":"Please do Lazy Tetris so that I may relive my front page glory\nhttps://news.ycombinator.com/item?id=44103839","author":"admtal","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:01:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639170"},{"id":"c32eb8f3-0103-4a03-a895-f3bfc68c01ae","source":"hackernews","source_id":"48615463","content_type":"comment","title":null,"body_preview":"Apps like TikTok can know which username we logged in with, even if we uninstall and reinstall the app. This is egregious, as many companies like Facebook have SDKs embedded in many apps, allowing the","author":"cute_boi","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.14195623145297653,"content_class":null,"collected_at":"Tue Jun 23 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615463"},{"id":"cad70998-0837-48a6-a6fd-06018add8c17","source":"hackernews","source_id":"48618246","content_type":"comment","title":null,"body_preview":"Yeah what's worse...\nI have a LG modern TV. Smart shit. I also use a Linux install on a NUC. HDMI.\nFor some godsdamned reason, the TV was able to initiate an IP bridge with the Linux NUC and get an IP","author":"nekusar","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Tue Jun 23 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618246"},{"id":"98eac4ea-bca3-4f36-8f63-99cff5b8df2a","source":"hackernews","source_id":"48616370","content_type":"comment","title":null,"body_preview":"This is neat and interesting, truly, but the classic “what now?” emerges. I guess the only answer is “throw out my iPhone”? Otherwise this kind of seems like a circuitous ad to make people get worried","author":"Forgeties79","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Tue Jun 23 2026 23:01:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616370"},{"id":"405aebcb-7960-4290-9ff7-6b2beb007699","source":"hackernews","source_id":"48638769","content_type":"comment","title":null,"body_preview":"Oh wow, so they are only using sails?\nThe article seemed a bit light on actually how it's been powered.\nMy initial assumption was that it's just going to harvest wind out of the air to power electric ","author":"ElijahLynn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638769"},{"id":"f6349367-436d-48d2-a011-508cc5832276","source":"hackernews","source_id":"48642559","content_type":"comment","title":null,"body_preview":"An interesting comparison would be a standard cargo ship that goes as slow as possible.\n\"Slow steaming\" is already in use and has some dramatic impacts on fuel use.\nThe limit seems to be \"hotel loads\"","author":"ZeroGravitas","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642559"},{"id":"25a1eec1-88d8-4424-b9f3-28f5624f8fe3","source":"hackernews","source_id":"48641980","content_type":"comment","title":null,"body_preview":"Wouldn't the likely effects of this be to:\n1. Push even more of the internet within walled gardens like Meta and YouTube, where they don't have to rely on 3rd party cookies in order to show relevant a","author":"no-name-here","classification":"ai_generated","confidence":0.9,"indicators":["list_heavy_advice","suspiciously_balanced","missing_platform_voice"],"bot_score":0.3,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641980"},{"id":"256ad134-ec35-4acc-8c43-6eedc7b9c47f","source":"hackernews","source_id":"48641603","content_type":"comment","title":null,"body_preview":"I think this shows how much we need better democratic institutions like a full functioning parliament and (in my view) direct democracy on EU level.\nIf the councils make stupid ideas, citizen could st","author":"snowpid","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641603"},{"id":"220e8c0f-ed17-474e-96ee-667440acae6f","source":"hackernews","source_id":"48641944","content_type":"comment","title":null,"body_preview":"Cookies are not the meta for tracking anymore. Fingerprinting [1] is highly effective across IPs and across incognito/browser profiles. Content blockers like Brave shields or uBlock Origin do not stop","author":"Cider9986","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.13660618338558025,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641944"},{"id":"5b741835-badb-4078-9f6b-08246fc21a11","source":"hackernews","source_id":"48641925","content_type":"comment","title":null,"body_preview":"> Using completely far-fetched figures, it argues that without cookie banners, all online advertising would come to a standstill.\nIf only. Unfortunately even without any tracking at all they could sti","author":"account42","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641925"},{"id":"43119347-9a55-4c9b-94a2-38e8b316ce1d","source":"hackernews","source_id":"48642447","content_type":"comment","title":null,"body_preview":"The amount of tracking is already at insane levels, none of this is being done with good intentions.\nWe must get rid off cookie banners permanently and a browser level “do not track” must be enforced.","author":"itopaloglu83","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.20734938499897754,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642447"},{"id":"aa50b820-9a7d-44f9-8865-957a6fe8c1f7","source":"hackernews","source_id":"48642050","content_type":"comment","title":null,"body_preview":"The origin story of the \"EU\" cookie banner:\n  1. Proposal: Lets ban tracking.\n  2. \"But what if the user wants to be tracked? People want better adds![1] We are also missing out on business innovation","author":"Sweepi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642050"},{"id":"2aa173ca-7ba8-47a6-805e-a03e4fdd1bc6","source":"hackernews","source_id":"48641920","content_type":"comment","title":null,"body_preview":"Supporting noyb.eu since years for their great work.","author":"Ajoha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641920"},{"id":"679d92c9-a693-4728-a437-92278f7284a3","source":"hackernews","source_id":"48641385","content_type":"comment","title":null,"body_preview":"Isn’t a cosine similarity over the text embeddings a much more effective way to handle categorization?\nThe whole reason why embeddings work so well is because they encode the underlying meaning of the","author":"vb7132","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641385"},{"id":"a050972c-f15f-48f7-94fb-df1f701d5cb0","source":"hackernews","source_id":"48605014","content_type":"comment","title":null,"body_preview":"Previously: Boids <https://en.wikipedia.org/w/index.php?title=Boids&oldid=13573...>","author":"teddyh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605014"},{"id":"55456ead-5405-44aa-88ed-f34b760a4087","source":"hackernews","source_id":"48605376","content_type":"comment","title":null,"body_preview":"If you ever rode regularly with a large group of bicyclists, you have probably have done the same or will do the same as you gain more experience.\nIt comes naturally because you want to avoid a direct","author":"jmclnx","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.13323798367855835,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605376"},{"id":"3d85ca40-139c-4ebc-9ac4-41bec811d153","source":"hackernews","source_id":"48605037","content_type":"comment","title":null,"body_preview":"Loved this book.\nhttps://www.goodreads.com/en/book/show/62008110-in-a-flight-...\n\"In this enchanting little book, celebrated physicist Giorgio Parisi guides us through his unorthodox yet exhilarating ","author":"srean","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1380487452985774,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605037"},{"id":"1c5466ba-abae-43a4-895f-ebcf54a739ff","source":"hackernews","source_id":"48648827","content_type":"comment","title":null,"body_preview":"> clocks are less sensitive to environmental perturbations and can function without extreme cooling. This “opens a possible route to compact and robust optical clocks”\n> drifting over the course of a ","author":"montjoy","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.2944444444444444,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648827"},{"id":"6b87a150-cf17-4ca1-90b1-aad3e96426e1","source":"hackernews","source_id":"48642896","content_type":"comment","title":null,"body_preview":"Only vaguely-related, but looking at the bilingual text on the Vicmodem box, what happened when Commodore sold their Pet computer in Quebec?","author":"pseudohadamard","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","specific_question"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642896"},{"id":"48b4c8df-f762-4b3f-b214-8b9623173296","source":"hackernews","source_id":"48637674","content_type":"comment","title":null,"body_preview":"I thought mRNA vaccine was approved by FDA as an emergency measure for Covid. Doesn't it usually take around 10 years of assessment long term effects to approve a vaccine for general use? Especially f","author":"sajithdilshan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637674"},{"id":"a55b9ed4-f36b-4b53-8be4-c1d51cdb6a9e","source":"hackernews","source_id":"48643037","content_type":"comment","title":null,"body_preview":"Too bad you can't use the app if you don't have a google account.","author":"BiteCode_dev","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.10596489570713102,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643037"},{"id":"36d8186f-4530-4cde-b1e8-6dd68967d975","source":"hackernews","source_id":"48638942","content_type":"comment","title":null,"body_preview":"Why do you think LLMs don't do a good job at generating good selectors by default?","author":"sarupbanskota","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638942"},{"id":"80a21f00-ebea-4a6b-8eb4-583f067bf658","source":"hackernews","source_id":"48639391","content_type":"comment","title":null,"body_preview":"Big thanks to the Manticore team—you've done brilliant work in the full-text index space.\nI have been using Sphinx for decades, and now Manticore is the perfect replacement.\nBut I just realized the cu","author":"leoprctmp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639391"},{"id":"64caadda-a46f-41b5-92c3-56df61bc5613","source":"hackernews","source_id":"48640041","content_type":"comment","title":null,"body_preview":"And to think we’d used to mock the National Enquirer and other tabloids for ridiculous headlines.\nI think we owe tabloids a small apology…","author":"BobbyTables2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.11849804987339341,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640041"},{"id":"309fa6dd-4bd7-45af-94c3-c32030a7af10","source":"hackernews","source_id":"48642587","content_type":"comment","title":null,"body_preview":"Meta sounds incredibly dystopian. Like a Black Mirror episode in real life!","author":"djmips","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.13805600725754624,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642587"},{"id":"98f8a3da-02ac-4a15-924e-a98ccfc34a5e","source":"hackernews","source_id":"48639558","content_type":"comment","title":null,"body_preview":"Related:\nPetition against Meta's employee training data collection for ML models\nhttps://news.ycombinator.com/item?id=48623721","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639558"},{"id":"27ca4cc8-5a75-4f34-a33b-b330f706c031","source":"hackernews","source_id":"48640368","content_type":"comment","title":null,"body_preview":"The tried and trusted “Move fast and break things”…","author":"fsuts","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1586896171706452,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640368"},{"id":"b2d098cd-f9db-4e69-8434-b907c93da73b","source":"hackernews","source_id":"48640434","content_type":"comment","title":null,"body_preview":"Does Mark Zuckerberg have his keystrokes tracked ?","author":"lenkite","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640434"},{"id":"b6140a0a-9225-47c8-bdb3-e5e7ec58a24d","source":"hackernews","source_id":"48639537","content_type":"comment","title":null,"body_preview":"i still laugh thinking that once, during my life, working for facebook was coveted and respected.","author":"snootypoot","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.3023385677014602,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639537"},{"id":"ad5b9141-e262-475d-add5-c01de713ef3b","source":"hackernews","source_id":"48638770","content_type":"comment","title":null,"body_preview":"Whether you're a consumer, employee, or enterprise IT, in today's data-rich world, it can be difficult to tell if your information is really being stored securely.\nI'm therefore proud to announce my n","author":"12_throw_away","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","synthetic_empathy","semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638770"},{"id":"462d7bce-db67-4119-8a01-ffca8935afa9","source":"hackernews","source_id":"48644917","content_type":"comment","title":null,"body_preview":"\"The incident was classified as a SEV 2 on a scale of 0 to 5, with 0 being the most severe.\"\nOnly 2?","author":"sanjayjc","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644917"},{"id":"cbd88ceb-a08d-4550-822f-2d5217f939f9","source":"hackernews","source_id":"48638325","content_type":"comment","title":null,"body_preview":"Using employees instead of contractors because they produce higher-quality data sounds less clever after you leak the employees' data.","author":"Littice","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.08050405259559791,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638325"},{"id":"57d19626-3e47-4bee-a4ff-eca3768b76e5","source":"hackernews","source_id":"48639236","content_type":"comment","title":null,"body_preview":"It really makes you wonder why anyone still wants to work there. The only reason I can imagine people are staying is because they're afraid they can't get work anywhere else.","author":"timmytokyo","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639236"},{"id":"1161ba88-d3d1-41b1-abc7-55c599b7d737","source":"hackernews","source_id":"48638347","content_type":"comment","title":null,"body_preview":"Keyloggers collect sensitive data? Some really sharp insight coming out of FB HQ here\nStupid plan yields stupid results","author":"Havoc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.13018683099676798,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638347"},{"id":"e4b3b09a-4ed5-4138-98ae-bcf9385d9be9","source":"hackernews","source_id":"48638678","content_type":"comment","title":null,"body_preview":"This leak coming after all the reassurances that the intitiative passed privacy review and wouldn't be a leak risk is soo damning.\nNot only have the employees lost faith in the executive's integrity, ","author":"jdpigeon","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638678"},{"id":"889ed007-8608-48e5-8b44-df55ad054111","source":"hackernews","source_id":"48643315","content_type":"comment","title":null,"body_preview":"I’ve used asynq [1] at my past job. And although development is not as active anymore, they have a new contributor and we never encountered any bugs. It has been really solid and we relied on it heavi","author":"TN1ck","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643315"},{"id":"b684d8fc-7719-43e0-b498-a4f78fedb4fa","source":"hackernews","source_id":"48638339","content_type":"comment","title":null,"body_preview":"tl;dr: Being a homomorphism from a multiplicative structure into an additive structure isn't enough to grant it the logarithm title.\nAlthough logarithms are certainly ubiquitous in mathematics, I don'","author":"math_dandy","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638339"},{"id":"56e15536-1965-4fef-a17a-49a1a01e6f57","source":"hackernews","source_id":"48620248","content_type":"comment","title":null,"body_preview":"Background resource:\nComparison of vector algebra and geometric algebra - https://en.wikipedia.org/wiki/Comparison_of_vector_algebra_a...","author":"rramadass","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.13530680468447961,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620248"},{"id":"801d902b-d632-4045-969f-4e912cfb7fd9","source":"hackernews","source_id":"48620180","content_type":"comment","title":null,"body_preview":"Personally, I've got a line of mileage out of using GA to express animation rigs.\nI don't know about the rest of the article—I'm not a mathematician—but I certainly enjoying using GA a lot more compar","author":"erichocean","classification":"human_created","confidence":0.85,"indicators":["personal_experience_anecdote","imperfect_expression","strong_opinion_preference"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620180"},{"id":"28c54ffc-c34f-4baf-a815-f87f186fc6c8","source":"hackernews","source_id":"48621501","content_type":"comment","title":null,"body_preview":"it’s safe to say that we will never see total adoption, not within 2 generations.   We will taper around 65% at best.\nThink about the migration plan, and nearly every positive force to move to ipv6 ha","author":"tonymet","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10690232266217405,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621501"},{"id":"2d2ee514-35af-4cc3-bd18-fe92f893120c","source":"hackernews","source_id":"48617537","content_type":"comment","title":null,"body_preview":"In America I've never had a non-mobile ISP offer IPv6. At this point it would be best to recognize the sunk cost and give up on the migration. IPv6 will never reach the 100% needed to turn off IPv4.","author":"charcircuit","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.14433690214962144,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617537"},{"id":"fc20b168-eaf9-401c-a725-2f345f56eb8b","source":"hackernews","source_id":"48616825","content_type":"comment","title":null,"body_preview":"> Humans evolved to pay close attention to danger, but today that instinct is being overwhelmed by an endless supply of bad news from around the world\nThis insinuates that the human brain can not cope","author":"shevy-java","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.1410898861763945,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616825"},{"id":"b05d188c-f5a1-4f55-973b-79ed3a40be0e","source":"hackernews","source_id":"48639282","content_type":"comment","title":null,"body_preview":"If you want all your bad news once a week, you might be interested in: https://blog.sentinel-team.org/, which my team writes.","author":"NunoSempere","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639282"},{"id":"d85ebe42-74e5-49e4-bb0e-753c7995d0fb","source":"hackernews","source_id":"48615932","content_type":"comment","title":null,"body_preview":"\"There are a lot more important problems than Sri Lanka to worry about. Well, we have to end apartheid, for one, slow down the nuclear arms race, stop terrorism and world hunger. We have to provide fo","author":"reinitctxoffset","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.24353985933122793,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615932"},{"id":"ad323e01-7424-437a-8bbd-b547fd3b873c","source":"hackernews","source_id":"48639192","content_type":"comment","title":null,"body_preview":"\"Oh gee, we'd definitely contribute to the open source driver if the repo name didn't have wacom in it.\" Yeah, uh huh.","author":"edflsafoiewq","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639192"},{"id":"e20df6d1-1720-4282-9d85-769802543ad8","source":"hackernews","source_id":"48643589","content_type":"comment","title":null,"body_preview":"“A is B” doesn’t generally entail “B is A”.\n“A square is a rectangle” does not entail “a rectangle is a square”.\nSimilarly, “Socrates is alive” doesn’t entail “alive is Socrates”.\nNotably, they mentio","author":"zmgsabst","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643589"},{"id":"668e55a3-7d3c-4295-983d-812bf9b116ac","source":"hackernews","source_id":"48644494","content_type":"comment","title":null,"body_preview":"The premise here is false. AI does not learn. It is a word guessing machine. I know that some of this is the semantics of how we describe these analogs but pretending that an LLM can learn does not ad","author":"josefritzishere","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644494"},{"id":"fe07b70c-a846-4545-99ca-d027821326c5","source":"hackernews","source_id":"48647786","content_type":"comment","title":null,"body_preview":"Yes, because they can't reason. This is well known, and should be completely unsurprising. LLMs don't \"learn\" anything except that some token is statistically likely to be followed by some other token","author":"bigstrat2003","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647786"},{"id":"16ad19ea-fadf-4ec4-8143-3fc155899aea","source":"hackernews","source_id":"48643504","content_type":"comment","title":null,"body_preview":"I remember seeing this popping up in discussions the first time, but never noticed any resolution (other than to train both sides). Has SOTA advanced?","author":"eurekin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643504"},{"id":"b7dd9bde-55bf-43bf-890c-afb2bc155384","source":"hackernews","source_id":"48643652","content_type":"comment","title":null,"body_preview":"Here's a short example from A. Karpathy in a 2024 video: https://www.youtube.com/watch?v=zjkBMFhNj_g&t=750s","author":"whilenot-dev","classification":"human_created","confidence":0.85,"indicators":["human_indicator_platform_fluency","human_indicator_terse_replies"],"bot_score":0.11881617943745655,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643652"},{"id":"9ba2e327-07ed-4d7c-8016-55969ce2ea43","source":"hackernews","source_id":"48649800","content_type":"comment","title":null,"body_preview":"Discussed at the time:\nLLMs trained on “A is B” fail to learn “B is A” - https://news.ycombinator.com/item?id=37621999 - Sept 2023 (158 comments)","author":"dang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11559065933852997,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649800"},{"id":"28d34b32-5c0a-4b02-9491-08ebafc78748","source":"hackernews","source_id":"48651711","content_type":"comment","title":null,"body_preview":"I am surprised nobody links this blog post demonstrating that the paper's conclusion is not true (even for gpt3.5):  https://andrewmayne.com/2023/11/14/is-the-reversal-curse-rea...\nIt seems like restr","author":"jeremysalwen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_reference","opinion_or_observation"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651711"},{"id":"15c26c1f-af37-4591-a6a3-7202fcb42304","source":"hackernews","source_id":"48643568","content_type":"comment","title":null,"body_preview":"As I and several other people pointed out last time this was posted, \"A is B,\" in natural language, does not imply \"B is A.\" \"Is\" can denote any of many different shades of relationship weaker than lo","author":"gipp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643568"},{"id":"ec3e4b13-5c22-4c8c-9882-d1285a09d607","source":"hackernews","source_id":"48643648","content_type":"comment","title":null,"body_preview":"Not only is the inverse not generally true (as others have pointed out), their examples requires several mental leaps.\n\"Who is Tom Cruise's mother? [A: Mary Lee Pfeiffer]\" and the reverse \"Who is Mary","author":"ralferoo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11029793510344767,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643648"},{"id":"dc6372d7-473f-431e-8df2-e7a9a4616fd9","source":"hackernews","source_id":"48641692","content_type":"comment","title":null,"body_preview":"Probably they think you’re using a personal account for your company, they don’t want that as they heavily (?) subsidize personal usage.","author":"throwaway63467","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641692"},{"id":"a800e227-5477-4a9b-a5f1-2a44178b78e0","source":"hackernews","source_id":"48641647","content_type":"comment","title":null,"body_preview":"Just use one of the alternatives, there are so many.  I recommend DeepSeek, GLM/Z-AI or Qwen.  They are cheaper and offer competitive performance to Anthropic.","author":"yenihesap","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641647"},{"id":"4cbbd9c7-d37d-4e7c-b833-b09f34f83d2c","source":"hackernews","source_id":"48641675","content_type":"comment","title":null,"body_preview":"Deepseek models seem as good and are like 20x cheaper for me.","author":"ddxv","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.04884537208256651,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641675"},{"id":"b4608e89-07fd-4465-8e9a-254c557c09a8","source":"hackernews","source_id":"48649243","content_type":"comment","title":null,"body_preview":"1) Try a competitor\n2) next time have a fallback\n3) Stay close enough to the code that you aren’t helpless when the tools go away\nOn the one hand humans are sort of useless without tools. On the other","author":"tim-tday","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_personality","template_phrases"],"bot_score":0.12232439598507847,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649243"},{"id":"0db686ed-3b67-4cfc-8cdb-1e201ace463c","source":"hackernews","source_id":"48641597","content_type":"comment","title":null,"body_preview":"Strange, I managed to sign up with an email alias and pretty much always have my proton vpn turned on, never had any issues with Claude code or web - maybe I’m about to? :D\nBeen thinking of switching ","author":"wuhhh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.13749999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641597"},{"id":"0f0f98c9-8d3d-474f-9374-07e349e69ed5","source":"hackernews","source_id":"48641844","content_type":"comment","title":null,"body_preview":"Is this the new “google banned me for no reason”?\nGoogles customer relations were “AI” before LLMs.","author":"nottorp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10239342004790815,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641844"},{"id":"9a023af6-415a-4587-b013-5750c86e16bf","source":"hackernews","source_id":"48641607","content_type":"comment","title":null,"body_preview":"Might not be a very popular advice or even what you're looking for, but I think Anthropic banning you (or any user for that matter) is a blessing in disguise. The sheer amount of compute resources con","author":"pyeri","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641607"},{"id":"58e414a7-9966-439f-ac69-517a5373dde4","source":"hackernews","source_id":"48641747","content_type":"comment","title":null,"body_preview":"Reminds me of Google banning first time small business owners with no explanation and basically forcing them to shut down their businesses over night because without Google they couldn't find any cust","author":"phyzix5761","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.08669528397420447,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641747"},{"id":"9eda3e69-e1dd-45d5-bb95-8cfe8da38e2d","source":"hackernews","source_id":"48641415","content_type":"comment","title":null,"body_preview":"Thy're probably using their own AI to find violations.\nGo figure.","author":"karlkloss","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641415"},{"id":"a2f00e47-c227-41b7-83bc-3c98ab2d6fc9","source":"hackernews","source_id":"48641406","content_type":"comment","title":null,"body_preview":"Don't have a solution but just to add that I'm the same boat, and I've seen a few others. Something trips their anomaly detection and they don't care about it because it's presumably a low false posit","author":"dhoe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641406"},{"id":"86741207-46ed-4e0b-8460-78b1d82195da","source":"hackernews","source_id":"48649802","content_type":"comment","title":null,"body_preview":"that's the only card I can use\nThat gives me a \"there's probably more to this story\" feeling. Though I understand that there are people without multiple credit cards, getting a second credit card and/","author":"brudgers","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0.06202269978319778,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649802"},{"id":"5d4f1756-8c12-46f0-ab84-2adfb91ff100","source":"hackernews","source_id":"48641452","content_type":"comment","title":null,"body_preview":"Well at least you didn't submit an ID and selfie yet so you could make a new account right, the future is bright.","author":"throwaway2027","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.19101580667128007,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641452"},{"id":"ecab880a-f7b9-4e3d-9e21-19a1a4daed9a","source":"hackernews","source_id":"48641481","content_type":"comment","title":null,"body_preview":"The part that would bother me most is not the ban itself, but having no idea what to change. “Policy violation” could mean VPN, billing risk, location, or actual usage.","author":"Littice","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08050405259559791,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641481"},{"id":"5adcd155-482c-46b6-b094-3ab26e509fd8","source":"hackernews","source_id":"48641868","content_type":"comment","title":null,"body_preview":"It's amazing that companies still can't handle the concept of somebody moving to a different country but still using a credit card from their original country.\nI spent two days on the phone with Micro","author":"jasonkester","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.06498589592716363,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641868"},{"id":"d80b258b-58ef-48f9-997e-9b5bf92c394f","source":"hackernews","source_id":"48641428","content_type":"comment","title":null,"body_preview":"Why not using some other coding IDE with OpenRouter? There you can also use the models. You can even switch models easily depending on your needs and spent.\nThere are OpenSource versions of CodeX.\nFor","author":"PinguTS","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641428"},{"id":"7fea3a5a-bf25-4a9f-b175-6be347838c29","source":"hackernews","source_id":"48641667","content_type":"comment","title":null,"body_preview":"Don’t worry about it, Anthropic is banned from releasing new models anyway.\nTry out some of the competitors, they are really good these days.","author":"chillfox","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.0875,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641667"},{"id":"94c4a6d1-44ca-4f94-886a-703b65a0298e","source":"hackernews","source_id":"48641848","content_type":"comment","title":null,"body_preview":"In all seriousness, between DeepSeek-V4-Pro, Kimi K2.6 and now K2.7-Code, Xiaomi's MiMo-2.5-Pro, and Qwen3.7 Max, I haven't touched Claude for any sort of programming-related task in months.\nI still l","author":"abalashov","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals","niche_expertise"],"bot_score":0.13032925006137827,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641848"},{"id":"a67ef480-e016-482d-b1fb-44ed87386a1b","source":"hackernews","source_id":"48641373","content_type":"comment","title":null,"body_preview":"I know it’s not ideal, but why not give the main competitor a go? I have great experience of using OpenAI Codex, and frequently switch between it and Claude on a whim, often playing them off against e","author":"iamphilrae","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641373"},{"id":"87ec5a6f-4045-4a3d-b2a9-8984184a742c","source":"hackernews","source_id":"48641783","content_type":"comment","title":null,"body_preview":"I try not to depend on these AI tools, not having them is inconvenient but I still write every line of code myself, so the speed I work at remains always the same.\nI also never keep plans running for ","author":"leothetechguy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","synthetic_empathy"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641783"},{"id":"2ef963de-fa4e-428c-8231-55afcaf56c6f","source":"hackernews","source_id":"48641522","content_type":"comment","title":null,"body_preview":"I too was banned. Two key details: 1. I was unbanned via their appeal form, but 2. I had created a new account in the meantime which I’ve used since.\nIf you need a debit card, use Mercury https://www.","author":"sillysaurusx","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","self_reference","natural_digressions"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641522"},{"id":"f56820ee-3e79-47c9-9c9e-a06c67cb34bc","source":"hackernews","source_id":"48643785","content_type":"comment","title":null,"body_preview":"I shouldn't have clicked on his profile. Sorry for him for being raided by the police, but I didn't expect a \"Privacy Activist\" to be so focused on openly disliking muslims and migrants. I'm not logge","author":"4ggr0","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643785"},{"id":"3e1b8b0e-b237-4fa3-a11f-f69f680a5922","source":"hackernews","source_id":"48637923","content_type":"comment","title":null,"body_preview":"To all experts in video cards reading this:\nDo you know, how to initialize a NVidia card in the RISC-V system (such as Unmatched or Polarfire) to the basic VGA mode 3 (text mode, 80x25)? :)\nI really w","author":"ymz5","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637923"},{"id":"f919e3ae-c452-4b5b-b50d-4d3153027252","source":"hackernews","source_id":"48642068","content_type":"comment","title":null,"body_preview":"Do you have any plans (maybe in the far future) to re-implement the Photon microGUI system?\nJust asking because for me, that's half of what made QNX so great back in the day. Even today I keep raving ","author":"d3Xt3r","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642068"},{"id":"38694717-f9b5-4cb6-9409-77db704a16b0","source":"hackernews","source_id":"48642736","content_type":"comment","title":null,"body_preview":"Are wolves even a threat?  Outside of movies theyre pretty harmless.","author":"the_real_cher","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642736"},{"id":"fa4a1d4c-3190-4c4f-afb2-f0a899ffbaa3","source":"hackernews","source_id":"48644405","content_type":"comment","title":null,"body_preview":"Highly recommend the book 'Of Wolves and Men' by Barry Lopez","author":"sriacha","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644405"},{"id":"360422a2-8bd9-4340-9685-dcc521a7561f","source":"hackernews","source_id":"48640726","content_type":"comment","title":null,"body_preview":"Never fear. We have the technology to help people live with wolves.\nhttps://wildlifesecurityinnovations.com/projects/wolves-belg...\nWith the most wolf videos here.\nhttps://youtube.com/@hcftube1\nWe hav","author":"hcfman","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","synthetic_empathy","human_indicators_absent"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640726"},{"id":"a27ea293-ff1f-4d6f-bc2a-18cc1e9cc70c","source":"hackernews","source_id":"48640993","content_type":"comment","title":null,"body_preview":"If you read this, you should be able to get a job at Jane Street","author":"brcmthrowaway","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.19435067682864748,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640993"},{"id":"b3740efc-990c-4552-8f50-f9afb88b80d7","source":"hackernews","source_id":"48638183","content_type":"comment","title":null,"body_preview":"Still got 4x 128MB PC-133 Mosel-Vitelic. I'll be sooo rich soon!1!!","author":"LargoLasskhyfv","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","niche_expertise","platform_fluency"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638183"},{"id":"31ccea1e-dfc2-47da-8cc4-f6dcaee84e7c","source":"hackernews","source_id":"48637846","content_type":"comment","title":null,"body_preview":"2016: OMG I found that old hard drive with bitcoin!\n2026: OMG I found that old shoebox of SO-DIMMS!\nLol","author":"wolvoleo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.12011252171497112,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637846"},{"id":"d8cad11e-ec42-4d90-9632-c769849db6a4","source":"hackernews","source_id":"48637884","content_type":"comment","title":null,"body_preview":"People act like RAM is thousands of dollars now. I checked prices recently and while it’s pretty high, it’s not that bad for a component you just buy once and use for a long time. I’m still more conce","author":"deadbabe","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","platform_fluency","opinion_and_stance"],"bot_score":0.14006870944638436,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637884"},{"id":"31f818a4-911f-465a-83b8-29dd1d4ce716","source":"hackernews","source_id":"48639803","content_type":"comment","title":null,"body_preview":"I'm just imagining everyone counting memory usage in $ rather than GB now!  hahaha","author":"madazz01","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639803"},{"id":"a4cfb6d1-2bee-4776-bd5b-8cf789b990c2","source":"hackernews","source_id":"48638098","content_type":"comment","title":null,"body_preview":"Does anybody have an understanding of when realistically there will be supply again? I've heard some positive sentiment about new developments in China, but that's not a market I am familiar with, and","author":"poly2it","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0.09154876220309362,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638098"},{"id":"e5194971-f7a8-4341-9414-d0ef3d2d5309","source":"hackernews","source_id":"48638111","content_type":"comment","title":null,"body_preview":"Added errata, homelabsales ddr4 2133/2400 16/32/64 prices are down from 3 months ago a decent amount.","author":"jollymonATX","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638111"},{"id":"40ce9e6a-c2c4-4ef6-8ffa-9c63f6f14ffd","source":"hackernews","source_id":"48641056","content_type":"comment","title":null,"body_preview":"Okay, but... Are the new RAM players coming to the game? Or we'll be unable to afford a smartphone next year?\nThere were news that China has set up a new line, but tbh it's really bad that only a few ","author":"p0w3n3d","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0.12553058890278804,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641056"},{"id":"d25f03bc-5a12-442e-8807-439e1c6dc575","source":"hackernews","source_id":"48638680","content_type":"comment","title":null,"body_preview":"Recently I had been struggling with a computer that kept crashing randomly. I finally figured out it was a bad stick of DDR4. I jokingly said to some friends I should put it on Facebook marketplace fo","author":"VladVladikoff","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638680"},{"id":"7ccfc69c-5c7c-4e1c-b494-30390d2a9d73","source":"hackernews","source_id":"48639296","content_type":"comment","title":null,"body_preview":"DDR3 era processors are severely outdated today, with the strongest d3cpu 5th gen i7 unable to match performance of 6W TDP N100","author":"linzhangrun","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.26136057111815036,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639296"},{"id":"d7f2bc24-d6a5-4e1e-ac46-41514bd1972b","source":"hackernews","source_id":"48637694","content_type":"comment","title":null,"body_preview":"Worldwide chip pricing and it's effects on the overall economy are fascinating. I expected by now somebody with a gen -2 class VLSI plant would swing into action and make <thing> for 2/3 the cost of t","author":"ggm","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digression","imperfect_expression"],"bot_score":0.12507661883859894,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637694"},{"id":"09403f86-3f2e-4894-935c-483d42510350","source":"hackernews","source_id":"48638225","content_type":"comment","title":null,"body_preview":"I love this kind of thing—going to try and use this in my data structures course.","author":"jkhdigital","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638225"},{"id":"718133b0-8cb9-4e0e-822c-c15034d1b257","source":"hackernews","source_id":"48642722","content_type":"comment","title":null,"body_preview":"I was happy to confirm my suspicion that the author is polish and the name is indeed a pun (piwko being a small beer in polish).","author":"kgabis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642722"},{"id":"f812fac5-b631-4f29-8e3d-ef3a08c2fc75","source":"hackernews","source_id":"48639229","content_type":"comment","title":null,"body_preview":"This is a good optimization when you can use it, but it is somewhat uncommon to decode a large number of consecutive symbols using the same Huffman code. Actual compression formats switch between mult","author":"derf_","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639229"},{"id":"5bca7dd3-5ece-4321-9053-6e7aa871564e","source":"hackernews","source_id":"48618895","content_type":"comment","title":null,"body_preview":"Yeah, not happening. Gonna hope for the open models getting better and staying with what I've got for now.","author":"Overpower0416","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618895"},{"id":"4ddd5083-acc6-40f9-8930-0a032f81ad87","source":"hackernews","source_id":"48642376","content_type":"comment","title":null,"body_preview":"anecdotal but in my last from-scratch project claude code seemed to pick up on a lot of nuance on its own — conventions, prior decisions, stuff i didn't explicitly restate — without me feeding it back","author":"avihashu","classification":"human_created","confidence":0.8,"indicators":["anecdotal_evidence","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642376"},{"id":"025ef437-d996-4720-aa24-35bbbe4ea949","source":"hackernews","source_id":"48643952","content_type":"comment","title":null,"body_preview":"Somewhat related, I built ccrider [1], which indexes the session transcripts that agents already write to disk (Claude Code, Codex, Copilot) into a local SQLite FTS database. It has a TUI, CLI, and an","author":"nberkman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643952"},{"id":"f72734ff-beb0-47e5-afed-f7bd00e9a91f","source":"hackernews","source_id":"48641941","content_type":"comment","title":null,"body_preview":"it was nearly flawless. i did some complext stuff with it too.","author":"buffer_overlord","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","terse_replies"],"bot_score":0.2597589881390797,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641941"},{"id":"9835489b-5f5f-4e4b-b3ad-945566d2b6ce","source":"hackernews","source_id":"48643569","content_type":"comment","title":null,"body_preview":"Open weight models from Chinese labs tend to be significantly cheaper.\nI think theyre absolutely needed. I can't afford 200 USD a month for personal use of coding AI, and I don't think such prices are","author":"jerojero","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643569"},{"id":"5a5d5c28-78b6-4806-9202-736852167ded","source":"hackernews","source_id":"48625796","content_type":"comment","title":null,"body_preview":"For anyone who is interested in learning Japanese, or looking for resources. I've compiled this \"Awesome Japanese\" repo.\nhttps://github.com/yudataguy/Awesome-Japanese","author":"elpalek","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625796"},{"id":"7f9986df-7955-40ab-b0ba-f6f632a89a73","source":"hackernews","source_id":"48639878","content_type":"comment","title":null,"body_preview":"How are these selected for inclusion? I don't understand the point of this list.","author":"mmooss","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.15531346392501608,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639878"},{"id":"de98343f-ee94-485e-b208-3b6c9c8e0215","source":"hackernews","source_id":"48641135","content_type":"comment","title":null,"body_preview":"too many ads on this page, and the links go to more pages with ads and mostly to a website that only has \"samples\" of the courses for free\na repository of free online courses would be great, but despi","author":"insane_dreamer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641135"},{"id":"7524e0b3-01d3-4004-b2af-d5030e6e2b40","source":"hackernews","source_id":"48640341","content_type":"comment","title":null,"body_preview":"All this great free learning! We live in a time of incredible abundance.\nAnd yet when I look up from my phone at the screens of everyone else on the bus, I am the only one not on Instagram.","author":"cadamsdotcom","classification":"human_created","confidence":0.7,"indicators":["natural_digression","absence_of_ai_voice","platform_fluency"],"bot_score":0.11142837834247277,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640341"},{"id":"0fb072bd-076d-4c23-9aef-3b50457461b1","source":"hackernews","source_id":"48640871","content_type":"comment","title":null,"body_preview":"i remember finding this site awhile ago. they also have a list of cool podcasts to listen to","author":"goodboyjojo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.5384615384615384,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640871"},{"id":"6cd0352c-879d-4349-be20-5fe5578046a8","source":"hackernews","source_id":"48639908","content_type":"comment","title":null,"body_preview":"I can't even find the CS50 on it...I doubt the whole quality of this list.","author":"terrycody","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639908"},{"id":"77c001d0-f0b5-4a83-ac7a-3a9969ce7a21","source":"hackernews","source_id":"48640433","content_type":"comment","title":null,"body_preview":"Have the LLMs digested these courses already?\nIf so, How would we evaluate that claim ?","author":"aanet","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.11559856378495947,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640433"},{"id":"006f0f3d-c7c7-45ae-b70f-074775e230d3","source":"hackernews","source_id":"48640170","content_type":"comment","title":null,"body_preview":"Too bad that most Coursera courses are now behind a paywall. First they were free without certification, after a few years they removed the access to quizzes and tests but you could still audit for fr","author":"AlexeyBrin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640170"},{"id":"467881b7-cd3c-40a6-a8bf-6bd9790f5b3c","source":"hackernews","source_id":"48639865","content_type":"comment","title":null,"body_preview":"If anyone responsible for the site's CSS happens to see this, the fixed height in pixels of #header causes the nav bar links to be partially obscured making them more difficult to click. My current wi","author":"S04dKHzrKT","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639865"},{"id":"b39bfa59-0854-4033-9c75-52de5840371a","source":"hackernews","source_id":"48639805","content_type":"comment","title":null,"body_preview":"A lot of these are just links to coursera. And quite a few are not from universities (saw a few by PWC)","author":"wodenokoto","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639805"},{"id":"f1d76662-4a05-4936-86b8-2760450f412c","source":"hackernews","source_id":"48639613","content_type":"comment","title":null,"body_preview":"There are so many things I wish I had time to learn about. I don't need my learning resources, I need a way to jack in and have them uploaded to my brain.","author":"shostack","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_personality","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639613"},{"id":"20ea9494-0aa9-4dda-bbb8-ca57587de81c","source":"hackernews","source_id":"48639475","content_type":"comment","title":null,"body_preview":"https://www.openculture.com/free_textbooks - none of the free textbooks that i tried worked? i picked a few from the CompSci category","author":"mparnisari","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639475"},{"id":"52894b68-fcf2-4001-be5b-04ddf435fb52","source":"hackernews","source_id":"48641150","content_type":"comment","title":null,"body_preview":"I went to that site, said \"awesome!\", bookmarked it, and left the tab open in the background for an hour or so, and then noticed my laptop was warm.\nThat page was taking over 6GB","author":"gcanyon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641150"},{"id":"e722765b-51aa-4769-a979-7e12f3fba9ba","source":"hackernews","source_id":"48639554","content_type":"comment","title":null,"body_preview":"https://openstax.org/higher-education\n^^ Good resource for textbooks","author":"helterskelter","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.13418682747611008,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639554"},{"id":"9276fe17-c7d1-47ec-ba75-7f8e62ea95b3","source":"hackernews","source_id":"48639765","content_type":"comment","title":null,"body_preview":"The Stanford iTunesU classes have been truncated to a few seconds. So Susanna Braund's Aeneid course (which was brilliant) is gone. Same thing with their Hannibal course. I don't know that they're ava","author":"CalChris","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639765"},{"id":"366cd50f-d421-4850-a8e2-706a6e68bccb","source":"hackernews","source_id":"48638956","content_type":"comment","title":null,"body_preview":"How do desktop Linux distros avoid attackers from rolling back the operating system to a vulnerable, but signed version?","author":"charcircuit","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.14433690214962144,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638956"},{"id":"a246d81c-79c3-44cb-827c-7b3fd28f9368","source":"hackernews","source_id":"48638860","content_type":"comment","title":null,"body_preview":"Well, it seems like keeping secure boot disabled was gonna help me in the future haha\nI know it is not recommended but the options to have my own keys seemed a bit of a hack than a solution.","author":"h4kunamata","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1261574088438684,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638860"},{"id":"aa6b135b-a717-429c-b642-b6f148694d1f","source":"hackernews","source_id":"48649693","content_type":"comment","title":null,"body_preview":"Some laptops allow Custom Mode in UEFI setup menu. Then you can clear these keys and load your own. On Linux etc. you can that way enable secure boot without MS keys.\nNot all devices support it, so ch","author":"saidnooneever","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649693"},{"id":"a27079e5-e068-4c98-8707-1cefbc52dba5","source":"hackernews","source_id":"48642791","content_type":"comment","title":null,"body_preview":"Lets see if there will be any private investments unless gov guarantees fixed minimum price of MWh.","author":"MeteorMarc","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642791"},{"id":"378a78f7-1ac5-496a-a03b-cf962440c9af","source":"hackernews","source_id":"48644201","content_type":"comment","title":null,"body_preview":"Are we finally re-entering the Atomic Age? It seems that the Soviets extended the Oil Age by about 40 years, by blowing up the Chernobyl plant in 1986.","author":"Geee","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.05943609377704335,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644201"},{"id":"7993a680-a92d-4731-b30e-805118728dc2","source":"hackernews","source_id":"48638911","content_type":"comment","title":null,"body_preview":"Maybe this would’ve made economic sense 20 or 40 years ago, but nuclear is too expensive now compared with renewables. I can’t help but think this is a covert plan to bcecome an “almost nuclear” state","author":"rangestransform","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638911"},{"id":"f3a1619f-7688-4b70-b9ac-a79c9f492895","source":"hackernews","source_id":"48640543","content_type":"comment","title":null,"body_preview":">Unlike most other nuclear reactors, Candu reactors don't require enriched uranium. Ottawa says Western allies are turning away from Russia, one of the world's key suppliers of enriched uranium.\nEven ","author":"beloch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640543"},{"id":"79a88865-f38b-48f9-b8ff-d7c0fb49b448","source":"hackernews","source_id":"48646620","content_type":"comment","title":null,"body_preview":"Did people really forget just how much nuclear power sucks? Storage may not be a problem now but that's pushing the problem onto future generations yet again","author":"rireads","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646620"},{"id":"c24110b3-7482-4521-b37d-be9a319d8b81","source":"hackernews","source_id":"48642101","content_type":"comment","title":null,"body_preview":"10 new reactos by 2040 is huge when you come to think of it, this is just in 14 years, this is about 0.72 reactors built each year. Knowing you need to build : the whole reactor building, the machines","author":"GL26","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.1397455199679255,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642101"},{"id":"b7870db5-e467-4a61-b95a-f7a74f65906e","source":"hackernews","source_id":"48637891","content_type":"comment","title":null,"body_preview":"This is great. Hopefully they can make enough to supply the US energy. \nBecause we seem to be incapable of building new reactors.","author":"ungreased0675","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","strong_opinions"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637891"},{"id":"9ff77251-29c6-4ea6-a4eb-49c0c52b3cbb","source":"hackernews","source_id":"48638928","content_type":"comment","title":null,"body_preview":"The idea is great, the timeline is super unrealistic. We'll see those reactors in 2070 the earliest, more likely in 2080.","author":"kvakerok","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638928"},{"id":"2d3db73a-f86a-427e-94e0-853a73659c6d","source":"hackernews","source_id":"48639587","content_type":"comment","title":null,"body_preview":"It's obvious to me there will be a renaisance, but the question is which design will win.\nThere are so many companies building small modular reactors right and various different designs with different","author":"brikym","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","human_indicator_link_sharing"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639587"},{"id":"78b4b0ae-1c14-4da8-b978-645ea8bf7954","source":"hackernews","source_id":"48639968","content_type":"comment","title":null,"body_preview":"These are a bunch of contradictory quotes. We'll have to wait till NRCan or whatever comes up with a real plan. \"Up to 10 reactors built by 2040\" doesn't really match \"two new large-scale reactors by ","author":"arjie","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13561135502778043,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639968"},{"id":"a310a7bd-6f54-4fc1-93b4-30099e366880","source":"hackernews","source_id":"48640763","content_type":"comment","title":null,"body_preview":"The Decouple podcast has taught me more about the Canadian Nuclear industry than I ever wanted to know. \nhttps://www.decouple.media/","author":"totetsu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","natural_digressions"],"bot_score":0.12444513338829388,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640763"},{"id":"2b032c0c-843a-4248-8cbe-e98be8a8e2bf","source":"hackernews","source_id":"48638824","content_type":"comment","title":null,"body_preview":"Perhaps relevant.\n2005 ish - UK government release energy strategy and declares fission power plant intent.\n2010 ish - UK government formally announces Hinkley Point site.  It's declared the first rea","author":"Jedd","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","historical_context_with_dates"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638824"},{"id":"984479c4-b0c3-4d3c-9226-caa70131d43f","source":"hackernews","source_id":"48639555","content_type":"comment","title":null,"body_preview":"Interesting to see the general opinion on nuclear swing so far from environmental and safety concerns (whether warranted or not) to pretty broad support for energy independence.\nI can't help but think","author":"_heimdall","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639555"},{"id":"9b244887-5929-4f8f-8f2f-56c2cdba1a38","source":"hackernews","source_id":"48639590","content_type":"comment","title":null,"body_preview":"Always thought it was weird that the Commonwealth Realm nations had never pooled resources to have standardised reactor designs and expertise. Canada and Australia have loads of uranium - seems like a","author":"gaiagraphia","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639590"},{"id":"4597469a-7345-4fa0-a198-72beafec9897","source":"hackernews","source_id":"48639824","content_type":"comment","title":null,"body_preview":"OK, so when does the first one come online? \"The strategy calls for construction to start on two new large-scale reactors by 2035, for five more to be planned or under development by 2040 and for at l","author":"Animats","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.14295303337672582,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639824"},{"id":"f36c7555-a829-4d6f-8785-6b44489cc502","source":"hackernews","source_id":"48620557","content_type":"comment","title":null,"body_preview":"(2016)\nSome previous discussions:\n2023 https://news.ycombinator.com/item?id=35927149\n2021 https://news.ycombinator.com/item?id=27095503\n2020 https://news.ycombinator.com/item?id=23739596\n2018 https://","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620557"},{"id":"e037f00d-66ca-4aad-9497-94df7bceacd0","source":"hackernews","source_id":"48650216","content_type":"comment","title":null,"body_preview":"I'm reading this and finding it difficult to find the wrong-doing.\n> Apple users get a small amount of free storage, but once that runs out they are encouraged to pay for iCloud to back up photos, vid","author":"bko","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.08643114901315696,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650216"},{"id":"148276a8-da54-441c-b440-f0b9f4ffa63e","source":"hackernews","source_id":"48638736","content_type":"comment","title":null,"body_preview":"if you can afford to run one that is powerful enough for what you need it will be the superior choice. nobody should be feeding private data to the axis of evil (open ai, anthropic, palantir). i saw a","author":"snootypoot","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.3023385677014602,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638736"},{"id":"852b6e08-0cf6-4363-843c-c23b27527121","source":"hackernews","source_id":"48630202","content_type":"comment","title":null,"body_preview":"What's confusing to me is that there is no discussion about the actual downside experienced it's just theoretical.","author":"c-b","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630202"},{"id":"6713e58c-b510-4088-9d5b-87593540a89f","source":"hackernews","source_id":"48640555","content_type":"comment","title":null,"body_preview":"i'm tired of this narrative about switching to open source models. If people wanted to switch... well they would have switched!\nThe amount of effort Anthropic and OpenAI are putting behind inference, ","author":"implexa_founder","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","natural_expression","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640555"},{"id":"c5e64604-ad07-4968-8d39-871a5a45e0c5","source":"hackernews","source_id":"48638925","content_type":"comment","title":null,"body_preview":"Great point on the Xbox Adaptive Controller — the open source hardware angle\nmakes this even more important. If manufacturers can remotely disable devices,\nopen alternatives become critical infrastruc","author":"love0972","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.5501650173335535,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638925"},{"id":"204a75a0-c967-46fd-98cc-df35a6d8a291","source":"hackernews","source_id":"48640916","content_type":"comment","title":null,"body_preview":"When did YOLO versions jump from 13 to 26? What's next, YOLO XP?","author":"dheera","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640916"},{"id":"4fde93f1-2f95-4293-9309-8ce83efbf7e8","source":"hackernews","source_id":"48643125","content_type":"comment","title":null,"body_preview":"Related: An Introduction to YOLO26\n77 points, 24 comments\nhttps://news.ycombinator.com/item?id=48639165","author":"JohnKemeny","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643125"},{"id":"c59446f6-1b81-422f-b03d-29a08658952c","source":"hackernews","source_id":"48642942","content_type":"comment","title":null,"body_preview":"Lots of attention regarding YOLO today, not sure why. RF-DETR is still SOTA.","author":"steinvakt2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.0790131641098259,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642942"},{"id":"91c8baf7-80eb-49a0-9f46-9d4cee248c02","source":"hackernews","source_id":"48643825","content_type":"comment","title":null,"body_preview":"Suspect choice for the paper to only include a single DETR from 2022 in the headline pareto chart and claim to have \"the strongest AP–latency trade-off\"... Clearly the authors were aware of models tha","author":"yeldarb","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","critical_analysis","absence_of_ai_signals"],"bot_score":0.2574462574462574,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643825"},{"id":"c3e22c02-41e6-4065-88d8-6c9bd3d67d03","source":"hackernews","source_id":"48644820","content_type":"comment","title":null,"body_preview":"To be fair, the masthead image gives it away before the article even starts: the minimum viable unit of saleable software should be that it's peaceful to explore.\nOnce you get people using your softwa","author":"butlike","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644820"},{"id":"de3febcb-d5b9-4b75-881e-1882af377f2a","source":"hackernews","source_id":"48645370","content_type":"comment","title":null,"body_preview":"It sounds a bit like people are trending to the software version of sustenance farming not realizing that what drove society forward is compounding impact efficiency.\nSure everyone could build their o","author":"kwdev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645370"},{"id":"9e8652a9-157b-408c-ad74-d18f1247af0c","source":"hackernews","source_id":"48639310","content_type":"comment","title":null,"body_preview":"Oh, it’s “for agents,” you say. Well, I’m sure that makes all the difference.","author":"drob518","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12964578093689166,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639310"},{"id":"d76816bd-b258-4346-87ae-04bf2534384d","source":"hackernews","source_id":"48639948","content_type":"comment","title":null,"body_preview":"Wait, I clicked and read, but I still don't know what is this about!","author":"andunie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639948"},{"id":"940378bc-15f2-4487-a5bc-b118cb527dd8","source":"hackernews","source_id":"48639197","content_type":"comment","title":null,"body_preview":"Interesting to see more dev tools designed specifically for agent \nworkflows. I've been building a local tool that monitors AI agent \nAPI calls and costs in real time — the \"I have no idea what my \nag","author":"CHUNK_CHUNK","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.12325790126862643,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639197"},{"id":"25220d0b-582b-4d48-98c4-863cbe2e7a12","source":"hackernews","source_id":"48638897","content_type":"comment","title":null,"body_preview":"The focus on speed is interesting here, it's something I think less and less about with agents. I'm not waiting for git operations, and at the rate agents run it's just not a major factor. Agentic dev","author":"danpalmer","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.08333356678619044,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638897"},{"id":"3ab7cdaa-ab0c-487f-8246-a5c0c23cd95c","source":"hackernews","source_id":"48638979","content_type":"comment","title":null,"body_preview":"This project falls into the classic \"More\" trap. Agents are fast at creating code so let's make them even faster (more). However any rational observer can see that the bottlenecks for throughput are n","author":"N_Lens","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_specificity","absence_of_ai_signals"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638979"},{"id":"9c518ee4-db42-4354-b720-473f4a81b4ff","source":"hackernews","source_id":"48641317","content_type":"comment","title":null,"body_preview":"The logic in this post or rant doesn’t flow. Personally I like it that there are many designated areas for sharing information. As the author noted it can be slack, email, google docs comments. But I ","author":"simianwords","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.14891240821072374,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641317"},{"id":"ad72da30-e727-4fbc-8e5b-4d1f6bf650f0","source":"hackernews","source_id":"48637729","content_type":"comment","title":null,"body_preview":"This is the guy who told everyone to save money by buying property with ARMs and then, post crash, admitted to congress that there a flaw in his economic theory. No shit.","author":"lowbloodsugar","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637729"},{"id":"952f9fb2-d67a-4ab2-bdf8-a1e3dcc9067b","source":"hackernews","source_id":"48638946","content_type":"comment","title":null,"body_preview":"He shaped global monetary policy for nearly two decades.\nHis 2008 admission that his free-market ideology had a\n\"flaw\" was one of the most honest moments in central\nbanking history.","author":"love0972","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.5501650173335535,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638946"},{"id":"181a091a-c15a-4b69-b024-d2b7162aa6dd","source":"hackernews","source_id":"48638165","content_type":"comment","title":null,"body_preview":"One thing I'd add: the \"kuuki wo yomu\" concept extends beyond symbols \ninto everyday social cues too. A classic example is the \"genkan\" \n(entryway) — the slight step-up from outdoor to indoor floor le","author":"CHUNK_CHUNK","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.12325790126862643,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638165"},{"id":"e0bb8b61-5443-4372-944b-d83a8b002eba","source":"hackernews","source_id":"48640141","content_type":"comment","title":null,"body_preview":"Slightly related cool one that my japanese family explained me is that 'w' was used for 'warau' (aka \"lol\") in online japanese speech.\nAnd so for \"laughing a lot\" people would write 'wwwwwwww'.\nBut th","author":"TacticalCoder","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.1359617807345094,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640141"},{"id":"47c100c3-bdcd-4454-ab63-9d44a829156e","source":"hackernews","source_id":"48640480","content_type":"comment","title":null,"body_preview":"I think the fact that these symbols are \"not words\" is not in itself super earth-shattering.  What really matters is whether they have to be learned like words.  You could learn the words \"New Driver\"","author":"BrenBarn","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640480"},{"id":"53e86f1b-4a24-4622-8098-1c36b6f115c2","source":"hackernews","source_id":"48639130","content_type":"comment","title":null,"body_preview":"Several years back I lived in Tokyo for a couple of years. I like learning the local language. I could mostly get by with the spoken Japanese (Nihongo). Tried to learn the script but failed miserably.","author":"dd-sharma","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639130"},{"id":"3545e2ad-fa46-4059-8b29-1484ff345784","source":"hackernews","source_id":"48638056","content_type":"comment","title":null,"body_preview":"I'm a big user of the shoshinsha mark (beginner) emoji","author":"msephton","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.11633516334577278,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638056"},{"id":"fe60628e-c5b7-4e5e-ba51-7bb75b9cd5a0","source":"hackernews","source_id":"48645906","content_type":"comment","title":null,"body_preview":"> For those who are hearing impaired, there’s the chōkaku shōgaisha hyōshiki, which is a butterfly-shaped mark in yellow and green.\nThey used a pictogram to convey a kanji pun (chō refers to butterfly","author":"kazinator","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.13971753908251366,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645906"},{"id":"846c49c5-d079-4583-b538-9864b5db3426","source":"hackernews","source_id":"48637949","content_type":"comment","title":null,"body_preview":"I don't see anything particularly special about these symbols. Don't get me wrong, I like Japan but while these icons look nice, don't most symbols already speak without words?","author":"1-6","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637949"},{"id":"5225ecbd-f404-419b-921b-8dac7e9b3ace","source":"hackernews","source_id":"48639914","content_type":"comment","title":null,"body_preview":"This is a classic case of \"Thing in japan\". Yes 'wakaba' mark is cool. But the exact same point can be made about a big red L . Far more ubiquitous. Also there are beautiful medieval crests on British","author":"wetwater","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639914"},{"id":"823c2cb8-6bca-4ead-a87c-2cfbe4586884","source":"hackernews","source_id":"48641705","content_type":"comment","title":null,"body_preview":"When a URL is re-synced, do you keep older versions anywhere or does the new deployment completely replace them?","author":"karthickrmchn","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641705"},{"id":"d4dadd91-e7f5-498e-a075-1ce30ef1168d","source":"hackernews","source_id":"48639992","content_type":"comment","title":null,"body_preview":"MCP would be a nice addition\nRemote MCP could even allow you to share it with coworkers so they don't have to run anything\nI usually use Claude Code but sometimes I find myself using chat and then whe","author":"crisscrosscrash","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639992"},{"id":"ed187976-2959-4746-8c32-0d23588d653b","source":"hackernews","source_id":"48641494","content_type":"comment","title":null,"body_preview":"I'm using this API in the internal [1] model-independent LLM chat app I work on at an F100, and it ruined using the Claude and ChatGPT web interfaces for me outside of work [2] because I'm used to bei","author":"insin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.1179149850430401,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641494"},{"id":"2d8d761e-3f41-4bda-8099-cb6b3be8f29d","source":"hackernews","source_id":"48647552","content_type":"comment","title":null,"body_preview":"LastPass announced that hackers accessed customer data from its Salesforce environment after stealing the company's OAuth tokens in the Klue supply chain attack earlier this month.","author":"downrightmike","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647552"},{"id":"3b21d517-b656-4bfb-b0d8-204ce8043b94","source":"hackernews","source_id":"48647330","content_type":"comment","title":null,"body_preview":"They lost some of my secrets a few years ago. Swapped to 1password, never looked back.\nThey went downhill after they got purchased.","author":"blinded","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647330"},{"id":"5506368b-1232-4fe2-a18b-af72bccb853f","source":"hackernews","source_id":"48651542","content_type":"comment","title":null,"body_preview":"Once again, it's called LastPass because it should be the last choice when selecting a password manager.","author":"suprjami","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651542"},{"id":"527c934b-bfc4-4d76-805b-0f8199513ef8","source":"hackernews","source_id":"48650428","content_type":"comment","title":null,"body_preview":"I assume anyone still using LastPass in 2026 is actively trying to give up their data.","author":"uhh","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650428"},{"id":"ec6204b4-a645-4ab5-ac50-eb304f945eb8","source":"hackernews","source_id":"48650982","content_type":"comment","title":null,"body_preview":"I've never been able to access my old LastPass vault to delete its contents since its first breach when I switched to bitwarden.  I recall contacting them to make sure my data was erased, but I never ","author":"hydrogen7800","classification":"human_created","confidence":0.7,"indicators":["self_reference","emotional_authenticity","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650982"},{"id":"2696142c-cf68-4376-b883-a92474eee96e","source":"hackernews","source_id":"48638716","content_type":"comment","title":null,"body_preview":"Interestingly enough, the YTer found and used my photo of the 8\" Bernoulli cartridge.\nThese things are really hard to find nowadays! When they came out, most PCs did not even have a hard drive, and th","author":"tubetime","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638716"},{"id":"bce4d687-16fa-42b5-810f-2dde85cd5609","source":"hackernews","source_id":"48639073","content_type":"comment","title":null,"body_preview":"Nice work. It seems that Google has cracked down on yt-dlp lately though.","author":"ks2048","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.09957788871932717,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639073"},{"id":"1385f5c8-be3f-409d-b7e2-e9d7d777e969","source":"hackernews","source_id":"48638457","content_type":"comment","title":null,"body_preview":"Why is it a floating window and not a frame? Great work, btw","author":"guestbest","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638457"},{"id":"49e20a21-285f-4708-ae4b-f0a7f19e5974","source":"hackernews","source_id":"48639081","content_type":"comment","title":null,"body_preview":"Extra impressive considering he has a newborn at home.\nAs an emacs user and fan, I sometimes feel that emacs is pushed into directions it is not meant to handle but the fact that it can be pushed to d","author":"scorpioxy","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","strong_opinions"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639081"},{"id":"8f0045ea-c7da-4405-9977-a3e241a27757","source":"hackernews","source_id":"48639095","content_type":"comment","title":null,"body_preview":"Tried it. Works as advertised :) Amazing.\nI am on Doom Emacs, the keyboard shortcuts don't seem to work. Clicking works. I suspect Whichkey (Space) and Evil mode (n/p..etc.,) to be the culprits. I sho","author":"tecoholic","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639095"},{"id":"6216df8a-7957-4e82-b79b-7e9ed2a2ce28","source":"hackernews","source_id":"48627079","content_type":"comment","title":null,"body_preview":"GLM-5.2 is quietly becoming the most interesting open model release this year. The coding benchmarks are surprisingly close to frontier models at a fraction of the inference cost.","author":"jkwang","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627079"},{"id":"0a0d1ac1-754e-47c0-b33f-6b3a5cab5706","source":"hackernews","source_id":"48627231","content_type":"comment","title":null,"body_preview":"> GLM-5.2 cost a fraction as much. Opus finished in half the time and shipped a cleaner game.\nOff topic, but does anyone else instantly pick up on LLMisms like this? It seems like all the models have ","author":"david_shi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.1141787018149035,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627231"},{"id":"a104aaca-d4ed-4ec8-a69f-f2c1dfc1f545","source":"hackernews","source_id":"48651683","content_type":"comment","title":null,"body_preview":"> GLM-5.2 cost a fraction as much. Opus finished in half the time and shipped a cleaner game.\nThe only thing you measured was a single tunable of how much work should be done on a vague prompt. Now ma","author":"yencabulator","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651683"},{"id":"ca16bd4a-60f0-4b6a-8200-397eeea3b5e8","source":"hackernews","source_id":"48648549","content_type":"comment","title":null,"body_preview":"Does this mean I'm not going to be able to store stuff for cheap on backblaze anymore?","author":"thomasingalls","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648549"},{"id":"3257ffc4-09ef-4885-93fe-b13df92a0aee","source":"hackernews","source_id":"48648046","content_type":"comment","title":null,"body_preview":"> Backblaze, Inc. (Nasdaq: BLZE), the cloud storage platform for the AI era, today announced an agreement with CoreWeave, Inc. (Nasdaq: CRWV), The Essential Cloud for AI™.\nThis will be great for stori","author":"mk12","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648046"},{"id":"9d034c3c-4327-43d8-a7e3-7fbe7c3995d1","source":"hackernews","source_id":"48638900","content_type":"comment","title":null,"body_preview":"I wish I could find a position that would. My SAT scores, by far, outshine my CV.","author":"59percentmore","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638900"},{"id":"5aa0fc29-c365-4a09-9066-af875f70f3c9","source":"hackernews","source_id":"48637806","content_type":"comment","title":null,"body_preview":"A lot of responses pointing out various flaws with this question, including the fact that it can be used as a proxy for ageism, the fact that the grading scale has not been consistent over time, or th","author":"xantronix","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637806"},{"id":"d6f83469-9aee-4d0b-9900-1bb674b1ab1d","source":"hackernews","source_id":"48641690","content_type":"comment","title":null,"body_preview":">Each applicant took the test under unknown conditions. You don't know [...] whether they walked in cold or worked with a tutor for months, or whether they came from a perfectly stable home life or fo","author":"Dilettante_","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641690"},{"id":"f6970f6d-43fc-44d6-853b-274d48319d7b","source":"hackernews","source_id":"48646642","content_type":"comment","title":null,"body_preview":"Aside from the fact that they're judging you based on who you were as a minor, it's interesting how it was a startup that asked for this and not a large corporation, given that modern US public school","author":"alun","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.16944444444444443,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646642"},{"id":"7fe725fd-5193-4159-aae2-99ebb365a17d","source":"hackernews","source_id":"48638234","content_type":"comment","title":null,"body_preview":"It's weird that people think AI breaks the concept of work sample testing. Work sample testing isn't \"about\" programming, and predates the profession of programming. You can (and some companies do) wo","author":"tptacek","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.1451599368956944,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638234"},{"id":"f0d36292-df2b-45cf-ae28-02002e72a433","source":"hackernews","source_id":"48638146","content_type":"comment","title":null,"body_preview":"I had a friend with an MS show up for first-day of work for a job that asked for SAT scores on the application.  HR said \"we never got documentation for your SAT scores, can you provide that?\"  He was","author":"aidenn0","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638146"},{"id":"1ee71f76-ba8b-4d69-8761-f6716b64ab97","source":"hackernews","source_id":"48638964","content_type":"comment","title":null,"body_preview":"> similar-to-me bias (I like you because you're me!).\nMy first boss in the 90s eventually told me why he hired me.\n\"I assume that everybody at their first job with a CS degree have more or less the sa","author":"pmontra","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638964"},{"id":"31abf76e-372b-4a2f-9763-0dd339da7ccd","source":"hackernews","source_id":"48644879","content_type":"comment","title":null,"body_preview":"Not great. The inpainted areas are, as usual,  very smooth compared to the detailed, \"high frequency\" look of natural photos.\nBarely useful enough to erase things in thumbnails.","author":"Zopieux","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644879"},{"id":"34a09fe0-ce6a-4c4b-8d18-5c3da002ed35","source":"hackernews","source_id":"48638311","content_type":"comment","title":null,"body_preview":"What is inpainting? Everyone in the comments seems to be familiar with the term, and I don’t see it described in the linked page.","author":"chatmasta","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638311"},{"id":"267b4429-1d04-4044-97f0-f88cae318eb1","source":"hackernews","source_id":"48640707","content_type":"comment","title":null,"body_preview":"Here is a little app I made that allows you to experiment with all of the fine tuned models that runs entirely in your browser:\nhttps://inpaintlab.com/","author":"nickandbro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.09751066072298041,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640707"},{"id":"a5126a73-e718-4184-bf5c-4f4ef96384f8","source":"hackernews","source_id":"48637802","content_type":"comment","title":null,"body_preview":"Huh.  90 minutes of use isn't very much.  Is the battery easy to swap out or do I have to unscrew the case to do it?","author":"rsamtravis","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","direct_question_for_clarification","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637802"},{"id":"d4b968a1-4814-46ed-b68f-a9e9e256798c","source":"hackernews","source_id":"48642029","content_type":"comment","title":null,"body_preview":"The output reminds me a little bit in fuzziness of the earliest 640x480 digital cameras from the mid to late 90s that stored images on a 4MB compactflash card.","author":"walrus01","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642029"},{"id":"95017ccc-e074-45db-8968-a0d58a54ac2c","source":"hackernews","source_id":"48638777","content_type":"comment","title":null,"body_preview":"Cool project. Would be nice to have some unfiltered example photos to gauge the sensor quality w.o. more googling.","author":"j4k0bfr","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638777"},{"id":"5d2fb807-b3a9-4199-9207-7277c53983d5","source":"hackernews","source_id":"48637941","content_type":"comment","title":null,"body_preview":"I wonder why this doesn't use the 4608x2592 resolution the sensor is capable of.  It produces cropped 2592x2592 images.  Stylistic choice, hopefully not too hard to reconfigure?\nEdit s/camera/sensor/","author":"kristianp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","specific_technical_question"],"bot_score":0.12138146337681277,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637941"},{"id":"b5853775-1f06-44e3-806b-f4aa88ea5c72","source":"hackernews","source_id":"48646287","content_type":"comment","title":null,"body_preview":"The one I was impressed with that came out recently is this one https://github.com/Yutani140x/saturnix-camera this one (optocam) is cool it has heart/soul on an aesthetic perspective","author":"ge96","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11574872763454178,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646287"},{"id":"e009e8e7-81ba-4afe-ae66-eb6ba1078434","source":"hackernews","source_id":"48641794","content_type":"comment","title":null,"body_preview":"This is very cool, it would be huge if this camera could go on fields \"traditional cameras\" didn't go in, and iphones cannot give. Like an inbetween both where you can add an objective, and send photo","author":"GL26","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.1397455199679255,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641794"},{"id":"7372bda4-a066-4d91-9377-1979047fcd25","source":"hackernews","source_id":"48640195","content_type":"comment","title":null,"body_preview":"Sounds like a fun project.\nHonest question: why would one switch from a much more capable \"carry everywhere\" smartphone camera to this? Especially since phone is truly carry always & everywhere and th","author":"crossbody","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640195"},{"id":"283378ca-a93a-4635-b324-8f5139d18cf9","source":"hackernews","source_id":"48640447","content_type":"comment","title":null,"body_preview":"For anyone finding this, I used this during the beta. Beats GPT-5.5 xhigh on complex tasks. Since it’s expensive and difficult to subsidize, use it for the most challenging problems.\nOAI/ANT can subsi","author":"slopdetector","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640447"},{"id":"e2fd714d-7ffb-4852-b4a3-70cd52c6fa0f","source":"hackernews","source_id":"48638698","content_type":"comment","title":null,"body_preview":"I’ve been working on my own harness / “orchestration layer”, not with the goal of reaching frontier level performance, but rather boosting performance of smaller (locally hostable) models. Unfortunate","author":"schmuhblaster","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","natural_digressions"],"bot_score":0.25,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638698"},{"id":"8fa20d55-ea12-45b1-b8ef-eafaf7818327","source":"hackernews","source_id":"48632022","content_type":"comment","title":null,"body_preview":"It’s an anti distillation effort. They are scared.","author":"gmerc","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632022"},{"id":"f87c4d02-1b3b-41e8-ada9-031b10be688f","source":"hackernews","source_id":"48632316","content_type":"comment","title":null,"body_preview":"I feel like I get a lot of what this article presents as \"hidden\" by using this process:\n- \"Read `description` and create a specification, implementation guide, and checklist.\"\n- \"Ask clarifying quest","author":"linsomniac","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632316"},{"id":"33291d34-fe5b-4f14-827e-90859535b0e4","source":"hackernews","source_id":"48631417","content_type":"comment","title":null,"body_preview":"Is the thinking even done in real tokens? I thought it was done using the pure residual stream. That is instead of collapsing the residual stream to a token you treat the final layers output as a vect","author":"reliablereason","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression"],"bot_score":0.2833333333333333,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631417"},{"id":"7eb6b4ae-1e56-499f-9100-d7f55e9d527f","source":"hackernews","source_id":"48639233","content_type":"comment","title":null,"body_preview":"The initial motivation for this was likely to thwart any competition. Already Anthropic has accused some companies of organized distillation efforts at a massive scale.\nBack when I used antigravity, i","author":"sheepscreek","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639233"},{"id":"edfaa330-e554-49ed-8dde-78b351766dd0","source":"hackernews","source_id":"48639159","content_type":"comment","title":null,"body_preview":"It's well-known that the reasoning model output is not necessarily faithful to the content of the thinking scratch pad anyway, even if you had it unsummarized and available verbatim.\nSetting aside cod","author":"ian_j_butler","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639159"},{"id":"b2c0ed33-01b5-4b8f-bdfe-d20c8bfde435","source":"hackernews","source_id":"48627204","content_type":"comment","title":null,"body_preview":"If something like this is helpful or necessary, that’s what ram backed tmpfs is for.","author":"dundercoder","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627204"},{"id":"c9ac0ee5-fc7c-4b82-a951-325a40349ce1","source":"hackernews","source_id":"48644075","content_type":"comment","title":null,"body_preview":"I'm on 0.139.0 on Linux and my visible ~/.codex/logs are only about 129 MB.\nThis makes me even more conservative on upgrading these tools every time they prompt me to. Better to let them get a few mil","author":"robeym","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11033240559123127,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644075"},{"id":"addf640b-c6a3-4366-878e-d26c5f1b87a1","source":"hackernews","source_id":"48639857","content_type":"comment","title":null,"body_preview":"Hey everyone, I'm an engineer at OpenAI. Thanks for the discussion here. Just wanted to report that a fix for this issue has been published in an update to the CLI and Codex App.","author":"fc-oai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639857"},{"id":"2d06f540-a0d2-44ad-b959-62e2a667441d","source":"hackernews","source_id":"48643567","content_type":"comment","title":null,"body_preview":"I find that this kind of web design is not conforting, it brings back memories of slow loading pages, scammy websites that download things without warning you.","author":"GL26","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.1397455199679255,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643567"},{"id":"076445df-e7ff-4639-a9ef-fc5c66600d84","source":"hackernews","source_id":"48646881","content_type":"comment","title":null,"body_preview":"Beautiful archaic design. Please consider adding shelves labeled by genre; that could look great and make it easier for users to browse.","author":"shwetarkadam257","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646881"},{"id":"76452f0e-3a1c-4563-9699-dfc7770e7857","source":"hackernews","source_id":"48641790","content_type":"comment","title":null,"body_preview":"Oh my, inspecting the page gave me a warm, cozy, nostalgic feeling and made me feel grateful for all the meals <table>s just like that put on my family's table throughout the late 90s and early 2000s.","author":"gabrielso","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641790"},{"id":"8cf38749-7b3b-4bfa-91c7-fce2605082cc","source":"hackernews","source_id":"48616438","content_type":"comment","title":null,"body_preview":"I really like textboards, I think they are some kind superior than imageboard like reddit. I really love authless applications due its simplicity and privacy centric without complication, like strong ","author":"lerax","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","personal_experience","imperfect_expression","request_for_feedback"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616438"},{"id":"325b8249-551e-4fe8-a211-c64fcf05852b","source":"hackernews","source_id":"48651175","content_type":"comment","title":null,"body_preview":"> game servers that run user-supplied scripts\nI would be incredibly surprised if these micro VMs are actually viable for UGC scripts in game servers without completely destroying one's wallet.","author":"2001zhaozhao","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1003062545411621,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651175"},{"id":"b62f89b4-47fb-4fd9-b37c-0fce135c74cc","source":"hackernews","source_id":"48631490","content_type":"comment","title":null,"body_preview":"I started using zig more heavily for some edge device ML inference projects lately after watching Andrews jetbrains interview and it really really resonating with me on a personal level.\nAm also reall","author":"acedTrex","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","self_reference","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631490"},{"id":"509a37ed-543c-4f52-abcf-2a0eb330f0fb","source":"hackernews","source_id":"48651665","content_type":"comment","title":null,"body_preview":"Donations to the Zig Software Foundation largely go to contributors to the language. Meanwhile, donations to the Rust Foundation largely go into pockets unknown.\nThe key difference is that the Rust Fo","author":"RustSupremacist","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_indicators"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651665"},{"id":"6b8197eb-4c4b-4630-b315-4566e17b0f32","source":"hackernews","source_id":"48645006","content_type":"comment","title":null,"body_preview":"Since I'm between jobs, I've been taking the time to relearn geometry, trig, calc, and linear algebra. I've finished the first two and it's both humiliating and really fun to relearn some math. As an ","author":"erdaniels","classification":"human_created","confidence":0.7,"indicators":["self_reference","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645006"},{"id":"a9283331-365e-41f5-aa32-7d0ef8294541","source":"hackernews","source_id":"48639731","content_type":"comment","title":null,"body_preview":"I can definitely relate. My brain also wants to take the path of least effort now, even for simple things like adding two numbers which I could do very quickly in my head in my college days.\nAnd with ","author":"SilverSlash","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639731"},{"id":"bf3f575d-d298-4975-a3c4-6e13aceb748b","source":"hackernews","source_id":"48649155","content_type":"comment","title":null,"body_preview":"Professional mathematicians and computer scientists use AI as well. Maybe that's not very reassuring from the standpoint of skills regression in modern adult work culture, but at least it demonstrates","author":"gradientsrneat","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649155"},{"id":"a84f77d6-ab02-405d-a36a-d31ea2ad912e","source":"hackernews","source_id":"48645228","content_type":"comment","title":null,"body_preview":"Something I haven't seen anyone else mention is that this is problem 15. The author probably did the previous 14 problems too. IIRC the problems aren't strictly cumulative but you do generally end up ","author":"jerf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645228"},{"id":"cf20c591-b021-4a42-a046-378efc7feecf","source":"hackernews","source_id":"48640181","content_type":"comment","title":null,"body_preview":"I appreciate where the author is coming from, as we often have much more context because of training that have since atrophied a bit, but in defense of the dynamic programming solution, this generaliz","author":"abetusk","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640181"},{"id":"0cd8310f-2f96-42b1-837c-a166adafafe2","source":"hackernews","source_id":"48649138","content_type":"comment","title":null,"body_preview":"Because the daily world has much less math in it than we care to admit. You don't need calculus to understand which elevator button needs to be pushed.","author":"1970-01-01","classification":"human_created","confidence":0.7,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality","terse_replies"],"bot_score":0.13815702192488388,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649138"},{"id":"6769eee5-c7db-46c0-bfbe-40446c45745e","source":"hackernews","source_id":"48644967","content_type":"comment","title":null,"body_preview":"Yeah, this is relatable. Part of it comes down to \"use it or lose it.\" We atrophy when we don't exercise. But at the same time, it might come back to the OP faster than he thinks if he went into it. A","author":"jadar","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644967"},{"id":"a0f5ac49-f9e6-422b-a16a-e7c775a16b5d","source":"hackernews","source_id":"48641907","content_type":"comment","title":null,"body_preview":"The way the problem was solved at first hand by just \"recognizing the pattern of (2n) choose n\" wouldn't satisfy me at all, where's the proof ? Why does it work ? This isn't maths, this is \"pattern re","author":"GL26","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.1397455199679255,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641907"},{"id":"36279578-a5a0-49ec-8d62-a4c8d4359275","source":"hackernews","source_id":"48639249","content_type":"comment","title":null,"body_preview":"Always amazed how spoiled we are with modern hardware! The 8087 was $500 in today's dollars, and delivered around 50 kFLOPS of performance (0.00005 GFLOPS).\nA cheap mobile phone CPU+GPU costs the manu","author":"QuadrupleA","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinion","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639249"},{"id":"348c63fc-203e-49aa-8f93-2fab46ab4ae2","source":"hackernews","source_id":"48639264","content_type":"comment","title":null,"body_preview":"Where can I invest and trade in these ”tokens” you speak of?","author":"cluckindan","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.09778408049061406,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639264"},{"id":"b0742aec-c82f-4f30-8570-6e5eba697968","source":"hackernews","source_id":"48638677","content_type":"comment","title":null,"body_preview":"There are a lot of new safety bike tech gadgets. It's difficult to spot nice ones, like MIPS helmets, from the useless.\nDo my fellow hacker news readers recommend some useful tech for bikes?","author":"neves","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","direct_question"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638677"},{"id":"f7f23b2a-8aee-49e3-bd35-9b4218ff0232","source":"hackernews","source_id":"48642540","content_type":"comment","title":null,"body_preview":"Hmmmmm, a visor? I suppose it'll get steamed up pretty easily when hillclimbing on a cold damp morning.","author":"Wicher","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642540"},{"id":"6ab8dfe6-affb-4d4e-b131-6516b92a175b","source":"hackernews","source_id":"48641043","content_type":"comment","title":null,"body_preview":"I wish they showed videos with a human model or the retractable mechanism.\nAt first glance the visor seems large enough to cover the face, but based on the HUD simulation I guess it only covers the ey","author":"merelysounds","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","missing_platform_voice","absence_of_personality"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641043"},{"id":"bd50bfad-286c-4e75-9cc7-b33ab39287bf","source":"hackernews","source_id":"48647923","content_type":"comment","title":null,"body_preview":"While this is cool, I’m really surprised that eyeglass or sunglasses manufacturers haven’t doubled down on simple HUDs. In swimming there are the FORM goggles [0], but everything in the sunglasses spa","author":"oflannabhra","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647923"},{"id":"06eddc00-cacb-4683-9fab-91d5c5fbb02f","source":"hackernews","source_id":"48641315","content_type":"comment","title":null,"body_preview":"> Its primary function – setting it apart from other eyewear data systems – is to provide instantly visible alerts about the behaviour other road users (e.g. such as brake light activation, *crash det","author":"foo12bar","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641315"},{"id":"03f91d46-260f-4d05-a1b9-5a797486a8a8","source":"hackernews","source_id":"48638153","content_type":"comment","title":null,"body_preview":"I'm not sure who this is for. It's a time trial style helmet, but isn't very useful for time trialing. And it's not a commuter helmet. And it's not a road riding helmet, as it has no breathability. Is","author":"mvkel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638153"},{"id":"b4534496-30f1-4333-8e21-5f9ad7f6d9de","source":"hackernews","source_id":"48639194","content_type":"comment","title":null,"body_preview":"To anyone who wants to ride more safely I cannot recommend enough this simple $20 mirror which I find so valuable that I buy extra and hand them out to friends and strangers to help keep them safer. A","author":"SequoiaHope","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","absence_of_personality","template_phrases"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639194"},{"id":"77bf3286-caf2-46bb-b93e-c9fb4a46331b","source":"hackernews","source_id":"48639711","content_type":"comment","title":null,"body_preview":"Good luck - polymarket sponsored trumps White House UFC Extravaganza\nGod I cant believe I wrote that","author":"AIorNot","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639711"},{"id":"e58e1eac-a9ce-4a76-9e92-62f9facfc556","source":"hackernews","source_id":"48644556","content_type":"comment","title":null,"body_preview":"Alternative link without paywall: https://www.msn.com/en-us/money/companies/they-looked-like-t...","author":"castwide","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644556"},{"id":"c25bed5c-de5c-497d-b698-180288c24a7a","source":"hackernews","source_id":"48642480","content_type":"comment","title":null,"body_preview":"How is this not gambling? I mean, any mobster bookie could simply claim prediction market in this case, and simply take a cut. Where is the line drawn? On how much money the organizers give to the Tru","author":"mihaic","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642480"},{"id":"49f771a8-0f50-4efb-abcb-0a64e598ed2d","source":"hackernews","source_id":"48642812","content_type":"comment","title":null,"body_preview":"Unregulated gambling website is fraudulent? Jesus Christ, how did that happen? I'm baffled, completely shocked!","author":"wiseowise","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.10335718937781604,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642812"},{"id":"bd84539a-c4a7-4e31-99c4-65cb6ca4b199","source":"hackernews","source_id":"48642342","content_type":"comment","title":null,"body_preview":"This is a well-trodden path.\nA few years ago crypto gambling really took off. The big fish here is Stake. Back when Twitch still allowed slots, there was a flood of slots streamers. Ultimately this le","author":"jmyeet","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642342"},{"id":"02b2104b-f3e5-45ad-9114-a8540de29351","source":"hackernews","source_id":"48619077","content_type":"comment","title":null,"body_preview":"Seems to be a popular means for marketing gambling. There was a scandal of a bunch of twitch streamers doing the same thing for skin gambling websites.","author":"rcxdude","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619077"},{"id":"d2ce0e04-ea3d-48b4-afc5-64b5c98a92d6","source":"hackernews","source_id":"48616587","content_type":"comment","title":null,"body_preview":"Bait from polymarket to get new users, They should get sued.","author":"lobito25","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616587"},{"id":"b0feb616-4b38-4d0b-8dcf-e1ff38f1c25e","source":"hackernews","source_id":"48639041","content_type":"comment","title":null,"body_preview":"All these gambling apps need regulation.  And I fear they are buying politicians precisely so that doesn't happen.\nIf I were to have my way, I'd put a law in place that limits bets to $5 max and month","author":"cogman10","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_personality"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639041"},{"id":"eb5012a8-34d1-4074-baff-1d5fbdb5dc95","source":"hackernews","source_id":"48644018","content_type":"comment","title":null,"body_preview":"It's the same for all the gambling platforms - they give creators and influencers privileged accounts that win more than they lose so when they stream it looks like they're not losing constantly.","author":"tgtweak","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644018"},{"id":"67dbc827-0ac6-492c-a2da-3b36c350a37d","source":"hackernews","source_id":"48640987","content_type":"comment","title":null,"body_preview":"> He compared the videos to fast-food commercials, where food can appear more appealing than it does in real life.\n> “We’re depicting what actually happens,” he said.\nThe cope is real. They all know t","author":"aucisson_masque","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.2110421713249769,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640987"},{"id":"46ce060b-3efe-47c2-b3c1-86f7ea091a6c","source":"hackernews","source_id":"48639179","content_type":"comment","title":null,"body_preview":"I remember in 2006 when online sports gambling was banned, and witnessed first hand some sleaze bags flee to Costa Rica where many of the actual operations were located. What I witnessed regarding add","author":"Mobius01","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639179"},{"id":"7874a413-4d5b-4bd1-a7ff-e5476bffc63d","source":"hackernews","source_id":"48640754","content_type":"comment","title":null,"body_preview":"The alternative would be to ask both sides of the bets to record a video, and tell them to only post winning bids, but to pay out to both sides. Is that really better? Classic tactic by the bet pickin","author":"flowerthoughts","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640754"},{"id":"bf83eabb-65d8-4640-94bb-79c06f9aebff","source":"hackernews","source_id":"48641554","content_type":"comment","title":null,"body_preview":"the fact that apps like Polymarket seem to be legal is absolutely crazy to me.","author":"mastermage","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641554"},{"id":"8bfd372f-e50d-4dc3-aedf-eb769d8e4737","source":"hackernews","source_id":"48640197","content_type":"comment","title":null,"body_preview":"Also, kids get scammed daily on YouTube on Pokemon card pulls with \"loaded\" packs and otherwise fake pulls for views.","author":"tty456","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.17032925006137825,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640197"},{"id":"bafc036c-8389-4b24-b199-6611c7f1e7da","source":"hackernews","source_id":"48617455","content_type":"comment","title":null,"body_preview":"Gift link: https://www.wsj.com/business/media/polymarket-social-media-b...","author":"impish9208","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617455"},{"id":"1c28f40f-f780-49e5-b1f1-b4a70ec2a628","source":"hackernews","source_id":"48640546","content_type":"comment","title":null,"body_preview":"The WSJ ran an earlier article stating that unless you have access to a lot of data, computing power, and statisticians, you're going to lose on those bets.","author":"WalterBright","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.13904293124098976,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640546"},{"id":"5defd27f-a9eb-42b3-a9f1-007347a0d8a8","source":"hackernews","source_id":"48643820","content_type":"comment","title":null,"body_preview":"So too has nearly everyone else who is peddling someone's interests. Social media currently exists to bend you to someone else's will. This was always true in some sense: newspapers, television, radio","author":"everdrive","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643820"},{"id":"4740e225-17d1-49a2-8c98-298ec5d3a026","source":"hackernews","source_id":"48638881","content_type":"comment","title":null,"body_preview":"I finally gave in to my curiosity and downloaded Kalshi last week to place a few bets on the World Cup.\nI was blown away how easy it was. I placed a bet with real money within 5 minutes of downloading","author":"cj","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638881"},{"id":"8c3a9768-f502-474e-9868-3711c707d726","source":"hackernews","source_id":"48638504","content_type":"comment","title":null,"body_preview":"I wonder if you could feed the generated assistant output to another model which has no other context from the other role tags and merely performs a policy review of the generation and flags violation","author":"tonic_note","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638504"},{"id":"8f7bec76-4151-474d-9350-b4764d033aa1","source":"hackernews","source_id":"48640311","content_type":"comment","title":null,"body_preview":"API serving already sanitised the role boundary tokens so you can’t submit them.\nBut what if the techniques applied to get Golden Gate Claude were applied instead of a role-boundary marker?\nThen the m","author":"cadamsdotcom","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_comprehensive","template_phrases","semantic_blandness"],"bot_score":0.11142837834247277,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640311"},{"id":"a5318f40-9d75-4e25-a0ab-67dcc5c10259","source":"hackernews","source_id":"48641076","content_type":"comment","title":null,"body_preview":"Why aren't the role tags preprocessed algorithmically/deterministically and then fed in as one-hot-encoded vectors alongside the semantic word embeddings? I'd imagine that it would be easier to train ","author":"GolDDranks","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641076"},{"id":"cc59e639-cc5b-4cf6-9170-9279eae7518f","source":"hackernews","source_id":"48638930","content_type":"comment","title":null,"body_preview":"Isn't the first section no-longer accurate for several years? I understood that, while we serialize the end of turn markers in a text format like `</think>`, internally they are a dedicated token that","author":"CGamesPlay","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638930"},{"id":"091699b1-0b78-4db1-a523-8fe21ebc82b8","source":"hackernews","source_id":"48641164","content_type":"comment","title":null,"body_preview":"Very interesting research. I would be interested to know how closed source AI labs implement the role thing in their inference. Is it still only a separation token? Frontier closed source LLMs are qui","author":"veganmosfet","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression","template_phrases"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641164"},{"id":"46740c4b-54c7-4bfa-ba30-6d299ff45d4d","source":"hackernews","source_id":"48642060","content_type":"comment","title":null,"body_preview":"That's a technique that has been in use forever, a ton of jailbreaks work by taking shortcuts across system delimiters in an attempt to blur the lines between the roles. They just investigate it with ","author":"orbital-decay","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642060"},{"id":"2e95f94e-7d38-45e1-8c66-772446f9b823","source":"hackernews","source_id":"48642732","content_type":"comment","title":null,"body_preview":"Isn't the problem that role tags are just part of the input stream? So a specific word in the system prompt becomes the same token as the same word in the user prompt? A clean way to solve this would ","author":"captainmuon","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642732"},{"id":"67123c06-2ae8-42f4-bb38-9819a548edb0","source":"hackernews","source_id":"48645934","content_type":"comment","title":null,"body_preview":"This is great--LLMs 'forgetting who they are' is one of the most uncanny things they do, and the note about why static benchmarks underperform human attackers is on point.\nOne sort of wild idea: 'give","author":"twotwotwo","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","niche_expertise","imperfect_expression"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645934"},{"id":"b8fd2ef6-c0e6-4298-a9ee-1ccc8b8b40ab","source":"hackernews","source_id":"48643393","content_type":"comment","title":null,"body_preview":"Articles with code examples that doesn't show their output are just silly. This one deals with `std::println` to print pointer formatting with no output.","author":"arunc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643393"},{"id":"5a675689-98c4-4068-8492-e9b6ba919f93","source":"hackernews","source_id":"48642163","content_type":"comment","title":null,"body_preview":"> A related issue solved along was Windows string representation of paths. std::filesystem::path stores its text in wchar_t encoded as UTF-16 (Windows native). But p.string() narrows it down to the ac","author":"Longhanks","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals","specific_technical_detail"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642163"},{"id":"ab78ec31-753b-4674-b5f6-70dca67eb799","source":"hackernews","source_id":"48643382","content_type":"comment","title":null,"body_preview":"> This makes it possible to use static_assert for instance with std::format...\nThis is great but it sounds like it doesn't work for floats yet\n> For now, compile-time std::format covers integers, stri","author":"randusername","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","quoting_external_content"],"bot_score":0.13626584487739704,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643382"},{"id":"c0ec197b-adfb-4c74-bb99-eb7423c01717","source":"hackernews","source_id":"48645317","content_type":"comment","title":null,"body_preview":"I'm more happy to see C++ moving to consolidate around a single formatting model.\nThis past year we were porting Elemental (PC game) to 64-bit so it's pretty old code.  There are a gazillion different","author":"draginol","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","self_reference"],"bot_score":0.625,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645317"},{"id":"b1a7ec5f-f840-4692-be13-20ea77472edf","source":"hackernews","source_id":"48650970","content_type":"comment","title":null,"body_preview":"I'm old enough to remember all the \"Free Kevin\" gifs scattered around the internet.\nThis helps to fill in some of the details. It's a really nice story showing the humanity that can be found in situat","author":"kkaske","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650970"},{"id":"c0f30b40-4f1d-4f09-aadd-686908968334","source":"hackernews","source_id":"48639408","content_type":"comment","title":null,"body_preview":"Windows NT — that’s some nostalgia. Choosing it over ReactOS somehow makes it feel even more genuine.","author":"masa-kozu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639408"},{"id":"1e39a1ab-3c5e-46f9-8c30-83f7eb1b2a8a","source":"hackernews","source_id":"48639161","content_type":"comment","title":null,"body_preview":"> wack0\nWasn't that the kid that got busted for the Nintendo Gigaleaks? And then claimed his mental health problems \"made him do it\"?\nThey also ported NT to G3/G4 Apple hardware: https://github.com/Wa","author":"ranger_danger","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.09498465531685,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639161"},{"id":"ae39384f-8fde-4ba1-ac3e-d65db75c6012","source":"hackernews","source_id":"48639628","content_type":"comment","title":null,"body_preview":"Posted on 2025-03-04: https://news.ycombinator.com/item?id=43221633","author":"Telaneo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639628"},{"id":"92b2e8f9-c578-47c8-8f9c-6162991e8d6d","source":"hackernews","source_id":"48641012","content_type":"comment","title":null,"body_preview":"\"Windows for WorkCubes\"\nMichael MJD did a video on this recently, showing off necessary modifications on a vanilla GameCube and the installation procedures: https://www.youtube.com/watch?v=ESV3Qib8eJI","author":"st_goliath","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641012"},{"id":"7039c3bf-7886-4e94-8e44-37f9015ca319","source":"hackernews","source_id":"48650819","content_type":"comment","title":null,"body_preview":"This is on top of the $80B allocated to SMRs [0] by the US DoE with bipartisan support.\n[0] - https://www.reuters.com/business/energy/westinghouse-electri...","author":"alephnerd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.14999530436524006,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650819"},{"id":"e0ff9d2d-6764-4646-84a6-432d8e591b1a","source":"hackernews","source_id":"48642865","content_type":"comment","title":null,"body_preview":"Every time I read in some blog about an unproven technique which is profitable for token sellers I'm reminded of those overpriced restaurants that became \"instagram popular\" because the cool kids got ","author":"pydry","classification":"human_created","confidence":0.78,"indicators":["natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642865"},{"id":"75566d5c-277e-412c-af0b-2bcc2b4319a5","source":"hackernews","source_id":"48645485","content_type":"comment","title":null,"body_preview":"Please fix your writing and make it more user friendly to the users you want to read it.  As of now, it reads like unedited AI slop.","author":"tirrellp","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645485"},{"id":"3663fdb9-2b6c-4264-8dc5-06a2c5bda6d4","source":"hackernews","source_id":"48642829","content_type":"comment","title":null,"body_preview":"With all the roles and harnessing and boiler plate, it kind of makes me wonder if we shouldn't just spend a year or two doing genuinely good software development and then everything trained on it woul","author":"yapadog","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642829"},{"id":"b6607838-fcce-4d4e-bfd6-e1f5b0542d1e","source":"hackernews","source_id":"48644324","content_type":"comment","title":null,"body_preview":"\"Building an application used to mean orchestrating roles over time: one person designed, another challenged the architecture, a third tested, a fourth deployed.\"\nWhat? That's not my experience at all","author":"throwaway91827","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644324"},{"id":"d6965da9-2eb2-4a83-b886-aa8774a395ee","source":"hackernews","source_id":"48642760","content_type":"comment","title":null,"body_preview":"The complexity was real, and honestly that’s a good callout","author":"n0us","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642760"},{"id":"424ad3a4-89ae-42f8-8182-967424cf39eb","source":"hackernews","source_id":"48643631","content_type":"comment","title":null,"body_preview":"The 'reading effort : meaning' ratio of this post is a bit painful.\nThere are about 3 named concepts in every paragraph.\nThere are about 15 claims about named concept being the solution to a problem t","author":"nilirl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.08622555716212994,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643631"},{"id":"91e01520-5c1f-4490-8468-d93ae9f00cf4","source":"hackernews","source_id":"48645135","content_type":"comment","title":null,"body_preview":"If you need this stuff in production I recommend getting a good computer graphics textbook.\nThese cheat sheets are convenient _if you already know what you are doing_ and _are confident the cheat shee","author":"fsloth","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","hedging_but_natural"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645135"},{"id":"45f791d5-d9d7-43cd-ad05-63ed9ccbcd04","source":"hackernews","source_id":"48643566","content_type":"comment","title":null,"body_preview":"The formulas provided for quat to matrix and quat to axis angle is terrible, they only work if the quaternion's magnitude is exactly one. You need to replace sqrt(1 - a*a) assumptions with actual comp","author":"xeonmc","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","niche_expertise","platform_fluency","imperfect_expression"],"bot_score":0.1222912082729921,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643566"},{"id":"aed5ec4a-3560-4516-9392-7bbb903dd652","source":"hackernews","source_id":"48640460","content_type":"comment","title":null,"body_preview":"Oi, more AI slop. After dealing with things that have external package management and yocto, I understand the pain. But integrating that into yocto is very doable and is a far better path forward.\nAnd","author":"russdill","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640460"},{"id":"29707cb6-d909-4d63-9ce6-46446098b9d5","source":"hackernews","source_id":"48640218","content_type":"comment","title":null,"body_preview":"> Fast, reasonably priced prototyping (PCB assembly, mechanical 3D printing, etc.).\nRAM is expensive now. Reasonably priced seems to be counter to that fact.\nThe whole article feels like a promo-tour.","author":"shevy-java","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","synthetic_empathy","absence_of_personality"],"bot_score":0.1410898861763945,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640218"},{"id":"19467a05-379f-4fe4-96ec-133417e3b29b","source":"hackernews","source_id":"48637860","content_type":"comment","title":null,"body_preview":"I've used buildroot extensively, and an occasional yockto.\nMy impression in recent years is that these image cross build environments are just not as frequently needed as they were back in the day of ","author":"johnea","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637860"},{"id":"50f171c6-4028-4ad5-834c-8f82e75ffc19","source":"hackernews","source_id":"48640867","content_type":"comment","title":null,"body_preview":"Whilst I find yocto perfectly fine. I also see that it has its limitations. I think there is a need to make yocto more nimble rather than designing a whole new build system.\nyoebuild does seem interes","author":"looopTools","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640867"},{"id":"e5413203-8b17-4add-8b94-8a4c8c3cd6c0","source":"hackernews","source_id":"48643205","content_type":"comment","title":null,"body_preview":"My experience is that Yocto is a bit like CMake: people hate the mess they make with it and blame the system, even though they never bothered learning to use it.\nWhen someone starts with \"why cross-co","author":"palata","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643205"},{"id":"de6dd84d-857c-41ea-bde6-4022e4e2164e","source":"hackernews","source_id":"48638138","content_type":"comment","title":null,"body_preview":"The problems building with Linux and GNU environments exist because they were terribly designed with assumptions like\n- You're building on the same native system as GNU and Linux packages, you install","author":"okanat","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","list_heavy_advice","over_qualification","platform_fluency"],"bot_score":0.2678071905112638,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638138"},{"id":"c3b4a9f3-8d3b-4f0c-952a-f3a94ce7f7bd","source":"hackernews","source_id":"48645261","content_type":"comment","title":null,"body_preview":"Joke: The Linux community will continue to overlap and reinvent parts of itself until there is a universal Linux kernel that can be fully adapted and customized to fit onto almost any hardware..","author":"1970-01-01","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.13815702192488388,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645261"},{"id":"3411ae13-dcb0-4e10-9331-153267fa603a","source":"hackernews","source_id":"48640900","content_type":"comment","title":null,"body_preview":"This sounds like fun, but I'm not sure how changing build systems fixes the vendor problem. They will just ship their proprietary blobs built on top of this new build system instead of the old one, an","author":"sn","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":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640900"},{"id":"ac265d24-a9c1-410e-97a7-898b8f9b4d58","source":"hackernews","source_id":"48646730","content_type":"comment","title":null,"body_preview":"Wow, no cross-compilation as a feature?!\nArchitecture emulation with qemu-userspace is 5-10x slower than running a native build.\nThe only 'proper' no-friction cross-compilation system I know is Debian","author":"ValdikSS","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646730"},{"id":"717e3048-3846-434c-8401-69fdc2d87be2","source":"hackernews","source_id":"48640503","content_type":"comment","title":null,"body_preview":"Gentoo is literally designed for this but people keep coming up with other non-solutions. A Gentoo stage 3 with a custom kernel can run on a potato.","author":"hparadiz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.09731500865322072,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640503"},{"id":"8c9b5871-752a-4b13-a2a4-412b41fc50a0","source":"hackernews","source_id":"48638363","content_type":"comment","title":null,"body_preview":"I haven't used it, but there's also Avocado OS [1]. Myself, I use Yocto for our embedded build. It's not perfect but for our application, which involves building a bunch of software that uses both Swi","author":"lukeh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638363"},{"id":"f26154c4-b95e-47b6-96cb-56ed1aff0eef","source":"hackernews","source_id":"48638201","content_type":"comment","title":null,"body_preview":"I'm surprised to see no mention of Guix.  It solves all of these issues, and already has a good story both for cross and native builds on a variety of architectures.\nAdding new targets is deceptively ","author":"wasting_time","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","template_phrases"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638201"},{"id":"0a834fc3-b895-4ae8-92bc-7532e0595fd0","source":"hackernews","source_id":"48638470","content_type":"comment","title":null,"body_preview":"Modern SBCs are just normal computers and not \"embedded\" in the traditional sense. You can generally just use Debian, and spend time on the actual project, instead of wrestling with the system","author":"dima55","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638470"},{"id":"bbfd5d9c-03db-4aa3-9115-ad30d9e03151","source":"hackernews","source_id":"48638934","content_type":"comment","title":null,"body_preview":"I've been using Nix for \"embedded\" systems for few years now and it works fine. I don't quite understand why \"embedded\" has historically meant learning a completely separate tool. I've been building f","author":"KingMachiavelli","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638934"},{"id":"ba019bca-a5f0-4f77-8222-2aa23df5b92e","source":"hackernews","source_id":"48641443","content_type":"comment","title":null,"body_preview":"This is the opposite of \"do one thing and do it well\" unix philosophy.\nYou don't need your package manager to invoke your hook. You need _your_ tooling to invoke your hook.\n./safely-bump-deps.sh && np","author":"jamesrom","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641443"},{"id":"1047408a-d3e6-4887-998e-fd599d3d4846","source":"hackernews","source_id":"48642774","content_type":"comment","title":null,"body_preview":"I'm the guy that built the antimiasma discovery and mitigation tool [1] and has seen a lot of the evolved and ever-changing malware samples (17 unique deobfuscated samples with different code branches","author":"cookiengineer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","self_reference","imperfect_expression","list_heavy_advice"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642774"},{"id":"e494b724-ff60-440f-8c05-adb7eff95250","source":"hackernews","source_id":"48640193","content_type":"comment","title":null,"body_preview":">Every package install is checked against the threat feed and it raises an exception if we find something malicious being installed.\nSo your solution is to reinvent signature based antiviruses, like N","author":"TZubiri","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","lack_of_synthetic_empathy","absence_of_template_phrases"],"bot_score":0.11645644213013082,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640193"},{"id":"02291c4f-17b7-4a48-bb9a-fccc5db25052","source":"hackernews","source_id":"48640929","content_type":"comment","title":null,"body_preview":"This seems to be primarily a problem with NPM, since it's the only package manager that I know of that allows for package authors to essentially run arbitrary post-install scripts silently package ins","author":"YuechenLi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.1880541089552812,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640929"},{"id":"ec8da8e6-1088-445d-86af-a47a814b1cbc","source":"hackernews","source_id":"48641173","content_type":"comment","title":null,"body_preview":"System package managers (at least apt & portage) have a whole bunch of hooks. I guess this is talking about language package managers.\nTFA is also a bit hazy on what hooks exactly?","author":"eqvinox","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.10635834914740801,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641173"},{"id":"3841922a-fb02-4d49-8b6a-821ac191088a","source":"hackernews","source_id":"48643263","content_type":"comment","title":null,"body_preview":"The solution is called curated package feed. Using private one instead of default public package source, you get a trusted source. All updates should be done by first pulling the new packages to the p","author":"zihotki","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0.09974642698049661,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643263"},{"id":"67460f26-c46c-4854-82e1-ae396df268a8","source":"hackernews","source_id":"48641580","content_type":"comment","title":null,"body_preview":"1. There are 5 competing standards.\n2. This is clearly unacceptable, so we've created the one standard to unite them all™.\n3. There are 6 competing standards.","author":"JKolios","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641580"},{"id":"ebb2a195-51ec-48fc-8ad6-b87dcc716378","source":"hackernews","source_id":"48640457","content_type":"comment","title":null,"body_preview":"This sounds like a prime new vector for malware, ironically.","author":"drdexebtjl","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.17606139121681336,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640457"},{"id":"e675ef38-3ca6-4ab0-9255-3bbe6a8c69c8","source":"hackernews","source_id":"48641416","content_type":"comment","title":null,"body_preview":"Every package install is checked against the threat feed and it raises an exception if we find something malicious being installed  \n\nOk big problem is lots of stuff installed for campaigns wasn't fla","author":"ozim","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641416"},{"id":"a484a957-3b36-450d-861f-35677b6da9ce","source":"hackernews","source_id":"48637865","content_type":"comment","title":null,"body_preview":"Yes this is how freedoms are restored. Next we need a story of flock tracking a reporter or political figure. Put that 4th amendment into sharp focus.","author":"largbae","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1679424943178378,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637865"},{"id":"01844487-b080-45ba-86cf-7ef6cb536d24","source":"hackernews","source_id":"48638793","content_type":"comment","title":null,"body_preview":"Not sure how much warrants are going to help when a judge will see a stack of requests from a police chief and just rubber stamp them all without looking. This is already a problem in places where war","author":"Jzush","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_indicators"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638793"},{"id":"f286a732-1228-4229-8cb0-29fd802960e5","source":"hackernews","source_id":"48646419","content_type":"comment","title":null,"body_preview":"It was not that long ago that i was watching Top Gear UK talk about how much they admired the US for its libertarian ideals, and how Americans don’t tolerate things like speed cameras on a cultural le","author":"nativeit","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","natural_digression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646419"},{"id":"5a10a577-06a8-409f-9ad3-8cb77c3d74ba","source":"hackernews","source_id":"48646145","content_type":"comment","title":null,"body_preview":"A warrant being required for a GPS tracker but not for nationwide direct visual monitoring seems absurd.","author":"economistbob","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646145"},{"id":"1d1878a4-5bbe-4462-9de0-3e81a340d4a5","source":"hackernews","source_id":"48638326","content_type":"comment","title":null,"body_preview":"\"If you give me six lines written by the hand of the most honest of men, I will find something in them which will hang him.\" -- Cardinal Richelieu\nPrivacy protects personal dignity, not just illicit b","author":"normalaccess","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","human_indicator_quote_with_commentary","human_indicator_external_links"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638326"},{"id":"c5bfcaa0-fd91-44c8-b16f-73ffe1a178da","source":"hackernews","source_id":"48642118","content_type":"comment","title":null,"body_preview":"It should go without saying that all humans are flawed, regardless of their training, their uniform, their position in society.\nThe local pedohunters group dumpen.se in Sweden actually caught a cop tr","author":"INTPenis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642118"},{"id":"50474550-a001-49c8-87e4-37dba56c6668","source":"hackernews","source_id":"48641975","content_type":"comment","title":null,"body_preview":"Warrants are needed, and much more transparency. These platforms should be monitored and policed aggressively to keep everybody honest. There's a precedent for this with for example body cam footage m","author":"jillesvangurp","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.1534825420260313,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641975"},{"id":"910d52f9-5cfc-4f44-a130-f0b983f1ad59","source":"hackernews","source_id":"48647969","content_type":"comment","title":null,"body_preview":"Misogyny in government is a bellwether for authoritarianism. If a man doesn't respect women, you can bet they won't respect men or minorities either, although they may be less inclined to admit such i","author":"gradientsrneat","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","over_qualification","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647969"},{"id":"5b1a46c3-66fe-4b8e-91f2-7ff42fcab092","source":"hackernews","source_id":"48638102","content_type":"comment","title":null,"body_preview":"> He characterizes the behavior as rare. He simultaneously identifies it as the most common form of abuse. The tension between those two statements is the problem Flock has left unaddressed.\nI don’t s","author":"nkrisc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638102"},{"id":"d9a0758f-4728-4571-aa85-fe4a33d34320","source":"hackernews","source_id":"48639139","content_type":"comment","title":null,"body_preview":"Scott Adams' had a great line:\n\"Whenever people have the opportunity to commit fraud and there is no monitoring, you can assume they are committing fraud.\"","author":"alexpotato","classification":"human_created","confidence":0.7,"indicators":["quoting_source","platform_fluency"],"bot_score":0.1359617807345094,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639139"},{"id":"90460265-6d56-4dbf-a8eb-351ecd76f943","source":"hackernews","source_id":"48643499","content_type":"comment","title":null,"body_preview":"No, it shows that we have a destructive, trust undermining security industry that sells abusive surveillance software that by spirit of the law would be clearly illegal in any country that pretends to","author":"raxxorraxor","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643499"},{"id":"1401c4ab-2a9e-450c-86be-cad4f5491123","source":"hackernews","source_id":"48639546","content_type":"comment","title":null,"body_preview":"This shouldn't be hard to understand. Don't talk to the police, without your attorney present, under any circumstances whatsoever.\nDating the police is just such an astoundingly egregious violation of","author":"boring_twenties","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639546"},{"id":"13fe250b-dcda-48d4-b305-eaf8bc1472b1","source":"hackernews","source_id":"48642642","content_type":"comment","title":null,"body_preview":"So we should expect even more AI bullshit in Windows 12.","author":"egorfine","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.12411620137912853,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642642"},{"id":"0ec2f975-6b86-4045-946e-ecab1ca58185","source":"hackernews","source_id":"48640653","content_type":"comment","title":null,"body_preview":"I think one of the highest-leverage U.S. economic strategies right now is to maximize the upside from the AI data-center boom.\nThat means reducing any bottlenecks around not just data-center construct","author":"ETH_start","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.35114052384459715,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640653"},{"id":"8bdb7496-800f-435e-95a7-c32c6d010112","source":"hackernews","source_id":"48642130","content_type":"comment","title":null,"body_preview":"We should have just added optional body support for GET requests.\nSo much simpler...","author":"grugdev42","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642130"},{"id":"95848c34-8d7d-406d-8c34-a4ddad9ba014","source":"hackernews","source_id":"48642495","content_type":"comment","title":null,"body_preview":"What are the chances sites start using this to prevent sharing links...","author":"IshKebab","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.11754373809084344,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642495"},{"id":"87fbbdb7-70c4-412a-b307-83e939dfba5d","source":"hackernews","source_id":"48644007","content_type":"comment","title":null,"body_preview":"Good use case for graphQL requests which use POST for all queries? But then again what about mutations","author":"tndibona","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_indicators"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644007"},{"id":"28e613b3-cdf8-470b-b5db-0b36e02aeabc","source":"hackernews","source_id":"48641695","content_type":"comment","title":null,"body_preview":"What do you think people will make the Query request body? Most everything will use this for JSON but it could be anything so what other interesting things do you think will go in there? Query 1 + 1 a","author":"koolala","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","synthetic_empathy","absence_of_personality"],"bot_score":0.17817418046364752,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641695"},{"id":"74b7140c-cfbe-4ffe-a4a7-c6fad07b831d","source":"hackernews","source_id":"48644261","content_type":"comment","title":null,"body_preview":"I still don't get the need for QUERY. One can create a search or filter resource with a POST request and then query it using GET. As a bonus, creating a resource allows it to be shared and cached.","author":"nesarkvechnep","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.16060333511485078,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644261"},{"id":"a28977aa-8115-4b1c-ba36-550e8068c773","source":"hackernews","source_id":"48641955","content_type":"comment","title":null,"body_preview":"Nice, not having bodies on GET has been a pet peeve of mine for a long time. It would be nice to allow bodies on DELETE as well, but that is less of a problem in most cases.","author":"doctor_phil","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641955"},{"id":"1d911646-21a9-4380-97cb-2bea5304cba9","source":"hackernews","source_id":"48642847","content_type":"comment","title":null,"body_preview":"This is awesome and very much needed. Sending massive get requests always felt like shit and support for body parsing of GET was all over the place. I hope it will be adopted quickly.","author":"haburka","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642847"},{"id":"f99b5afb-5b34-4368-9b09-3765f8a6c091","source":"hackernews","source_id":"48645385","content_type":"comment","title":null,"body_preview":"I wish there was an HTTP method that directly signals async intent of the server. I know we have 202 Accepted status, but these days there are so many APIs that use the async patterns and each one dif","author":"piterrro","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645385"},{"id":"a3c6f846-42e3-4a4e-8a9c-1383f2dff2f4","source":"hackernews","source_id":"48644536","content_type":"comment","title":null,"body_preview":"It blows my mind that people are invested in this.  HTTP is a 35+ year old text-based protocol.  Its becoming the COBOL of digital transmission.\nJust as one example, among many, you could try WebSocke","author":"austin-cheney","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression","technical_analogy"],"bot_score":0.11021371561820481,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644536"},{"id":"73010e48-3c3f-44b3-a0ae-b08ae9097cc4","source":"hackernews","source_id":"48643643","content_type":"comment","title":null,"body_preview":"The other issue with adding a separate supported way to do what people did with GET+body is that we will probably see servers slowly drop support for the GET+body approach when QUERY gets widespread s","author":"veltas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.25408520829727554,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643643"},{"id":"7b7f162b-6237-4bd8-bfd6-56cbe3d14be8","source":"hackernews","source_id":"48646144","content_type":"comment","title":null,"body_preview":"Three different definitions of the hypertext transfer protocol (HTTP).  Choose one\n1. What the most popular HTTP servers actually accept\n2. What the most popular HTTP clients actually send\n3. What the","author":"1vuio0pswjnm7","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.1449247631061012,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646144"},{"id":"a76f74d7-1ac9-4634-94cb-caafbc17666b","source":"hackernews","source_id":"48643069","content_type":"comment","title":null,"body_preview":"Would this be a defensible decision if the spec were designed today, an additional read method that takes the same argument, entirely for the purpose of not ignoring a specific property? It seems like","author":"doginasuit","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice"],"bot_score":0.20098039215686275,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643069"},{"id":"a6afd2f7-3180-464f-89be-7cd636e227b6","source":"hackernews","source_id":"48641817","content_type":"comment","title":null,"body_preview":"It's interesting to see additions to HTTP methods as it much feels like the existing ones are set in stone. At least for the time that I have been a developer.\nI'm curious to see how fast the adoption","author":"8-prime","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_expression","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641817"},{"id":"9aa32b91-5262-4fea-a06e-2bda04efd22c","source":"hackernews","source_id":"48642074","content_type":"comment","title":null,"body_preview":"I wonder what the drawbacks of standardizing a GET body would have been. CoAP already has it (which creates friction in building CoAP<->HTTP proxies).\nAll in all, I dislike the overall focus on the HT","author":"waweic","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","technical_depth"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642074"},{"id":"1ce1db50-2500-414b-8a7f-ffd08f777cf7","source":"hackernews","source_id":"48641894","content_type":"comment","title":null,"body_preview":"> using HTTP GET with a request body is a bad idea, as for example users behind a corporate firewall or a different browser may be unable to use your website.\nSo is using QUERY requests for quite some","author":"tosti","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10810279699108506,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641894"},{"id":"f9a487c3-873a-46d0-b79c-819113d66a04","source":"hackernews","source_id":"48642694","content_type":"comment","title":null,"body_preview":"Slightly off topic Funfact: you can buy a several thousand dollars expensive ssl intercepting proxy appliance which doesn’t support anything beyond http/1.1.\nWill be fun when those see a whole new htt","author":"Asmod4n","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642694"},{"id":"4c3fc6a7-96fc-4608-851e-d7ab7c0ce7b8","source":"hackernews","source_id":"48641265","content_type":"comment","title":null,"body_preview":"HTTP QUERY was discussed many times in the past here:\nhttps://news.ycombinator.com/item?id=48568502 (4d ago, 173 comments)\nhttps://news.ycombinator.com/item?id=29794838 (4y ago, 125 comments)","author":"ktpsns","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641265"},{"id":"011b1a34-7182-42d3-a042-169485753b22","source":"hackernews","source_id":"48642326","content_type":"comment","title":null,"body_preview":"\"QUERY is just GET\"\n\"Using GET with a Body works\"\nSeems like this is going everyone's head. You're not supposed to use GET with a Body, this is a hack, therefore having an explicit method makes sense.","author":"ramon156","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.0842691929051874,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642326"},{"id":"4638ae59-4e6c-42de-ac9f-d1b69844b3fa","source":"hackernews","source_id":"48643241","content_type":"comment","title":null,"body_preview":"There's critical security flaws in this web server. Consult your local LLM for a security analysis.","author":"wewewedxfgdf","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.12025291704162158,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643241"},{"id":"99e6fb9d-9657-418c-b1e0-e8980b3480b4","source":"hackernews","source_id":"48643733","content_type":"comment","title":null,"body_preview":"arm64 is an IP-locked ISA, namely it is not worth assembly writting, stick to plain and simple C.\nRISC-V is. I am self-hosting many of my internet thingies. I plan to move to RISC-V only hardware and ","author":"sylware","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.14748376695668625,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643733"},{"id":"c92ba66c-fa3d-4e48-b5ef-e810bc9cb5b1","source":"hackernews","source_id":"48642193","content_type":"comment","title":null,"body_preview":"Ahh, this little gem ported to Linux, great! That opens much more possibilities to play with it, thanks","author":"kunley","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_reply","natural_digressions"],"bot_score":0.24171512278650134,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642193"},{"id":"4982286e-6384-48cf-9018-36232d3f0351","source":"hackernews","source_id":"48643484","content_type":"comment","title":null,"body_preview":"\"raw syscalls only: no libc wrappers\"\ninsane! i wonder how many times you have spent to learn about them!","author":"radhitya","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.35975702890446715,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643484"},{"id":"7268456b-33a5-4f5b-8b93-a0863bdf08cb","source":"hackernews","source_id":"48641814","content_type":"comment","title":null,"body_preview":"Cool. I particularly like the O'Reilly book cover that never was. Although I fear you may have misunderstood what wasm is...\nQuestion/critique. Isn't getting the mime type by file extension a bit wind","author":"benj111","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.11080804690972944,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641814"},{"id":"6f24bac8-de5e-4ad8-94c2-d3c4494b568c","source":"hackernews","source_id":"48641544","content_type":"comment","title":null,"body_preview":"This isn't a bad thing per se. I imagine this could be a thing for an embedded side project or a tiny rescue system.\nEdit: or learning arm64 assembly :)","author":"tosti","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.10810279699108506,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641544"},{"id":"ec878a4a-14ae-49fa-8e93-b33b380f85c1","source":"hackernews","source_id":"48642294","content_type":"comment","title":null,"body_preview":"I love projects like this because I think eventually all common computing tasks will be broken down in constituent most computationally optimized components","author":"hparadiz","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.09731500865322072,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642294"},{"id":"4176c1c4-8477-4071-bb2f-c5945e1a6802","source":"hackernews","source_id":"48644212","content_type":"comment","title":null,"body_preview":"Is an assembly webserver more performant than webservers written in other languages? Are there any hard limits on how much you can squeeze when using a particular framework?","author":"Lucasoato","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_comprehensive","semantic_blandness"],"bot_score":0.15684715314307823,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644212"},{"id":"ac8f417f-74f0-4f0e-8579-f3a055c3b795","source":"hackernews","source_id":"48644385","content_type":"comment","title":null,"body_preview":"> written entirely by-hand in ARM64 assembly as a fun project. It's probably got a lot of vulnerabilities I'm unaware of\nImpressive, but that second part worries me. I hope one day AI security scans u","author":"mrbluecoat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644385"},{"id":"e50f60bf-185d-4559-84b6-4864b204d72f","source":"hackernews","source_id":"48642538","content_type":"comment","title":null,"body_preview":"I love it :-)\nBack in the distant past I wrote some really big ARM 32 assembly projects. 64 bit ARM is really very similar!\nI had a look through the code. Some ENTRY/EXIT macros to help with the drudg","author":"nickcw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","emotional_authenticity","natural_digressions"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642538"},{"id":"2d584c74-6114-4e19-8743-5a2894999456","source":"hackernews","source_id":"48640398","content_type":"comment","title":null,"body_preview":"> Cyberdecks are changing for the better\n> I say that cyberdecks are having another wave of resurgence because the interest in cyberdecks waxes and wanes, like everything in life, there is a cycle to ","author":"palmotea","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice","over_qualification"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640398"},{"id":"e4d79434-2a52-4fac-ab36-636287f2b662","source":"hackernews","source_id":"48642858","content_type":"comment","title":null,"body_preview":"Very compelling read on how common people cooperatives were always the only counterweight to the ruling class - and how the elites constantly tried to polarise the common people to take power from the","author":"mentalgear","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","human_indicator_absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642858"},{"id":"b43a5912-c41f-46ad-a64c-21fa141f174b","source":"hackernews","source_id":"48643464","content_type":"comment","title":null,"body_preview":"Or just pick up any shithouse old laptop from a thrift store or wherever and put Linux Mint on it. Done.","author":"everyone","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643464"},{"id":"10b497d8-4358-4c3c-b72d-537cc508e83c","source":"hackernews","source_id":"48640851","content_type":"comment","title":null,"body_preview":"i've seen many people get into cyberdecks. stuff like this gets people feet wet for stem professions like engineering and programming.","author":"goodboyjojo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.5384615384615384,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640851"},{"id":"eec3dd20-75c9-4c59-92d4-46b79bf66c7f","source":"hackernews","source_id":"48641555","content_type":"comment","title":null,"body_preview":"> Technology was supposed to connect us[...]\nWas it? According to whom? The quoted phrase is pretty much a meme at this point, but I don't think it's true. This would suggest people in the 80s and 90s","author":"globular-toast","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641555"},{"id":"0f78d388-9f56-4119-a061-d23192360f43","source":"hackernews","source_id":"48641334","content_type":"comment","title":null,"body_preview":"Forget the Ono-Sendai Cyberspace Seven, I'm still waiting for a Sandbenders.","author":"aaronbrethorst","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10198451749796474,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641334"},{"id":"f9eab935-a0d7-49ec-9951-ebd3ea1653d4","source":"hackernews","source_id":"48644316","content_type":"comment","title":null,"body_preview":"At the end of the day, the very system you claim to oppose will ultimately profit from this \"movement.\"\nI am not trying to look down on a hobby. Building cyberdecks is cool, and it's a great learning ","author":"imthias404","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644316"},{"id":"9b98fd0c-558e-4c9f-8610-ff434af7651d","source":"hackernews","source_id":"48641126","content_type":"comment","title":null,"body_preview":"\"Yeah I don't get it...\" meanwhile me packing for holiday with my GrapheneOS Pixel with my 3D printed phone stand and my BT mechanical keyboard \"Wait a minute!\"\nAlso gave a workshop last weekends to k","author":"utopiah","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","self_reference","natural_digressions"],"bot_score":0.11535887214672222,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641126"},{"id":"250b117f-20cb-4def-bc6f-ea665913c744","source":"hackernews","source_id":"48639484","content_type":"comment","title":null,"body_preview":"I'll just wait until I can jack in with a jailbroken Neuralink.","author":"NDlurker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639484"},{"id":"0945cfac-6203-4417-9e45-ff4ca13d4772","source":"hackernews","source_id":"48641968","content_type":"comment","title":null,"body_preview":"Analog Electronics are the goat, there this whole branch of people who make electronic music using pure analog circuits, here is an example : https://www.instagram.com/reel/DOr4ShNCFBv/?igsh=MTR2MWx6a","author":"GL26","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1397455199679255,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641968"},{"id":"02b9fa91-b53f-406f-8b52-ae81c16c3d4a","source":"hackernews","source_id":"48639025","content_type":"comment","title":null,"body_preview":"At CCCamp 2023 was someone showing off how they converted a laptop with a broken screen into a cyberdeck by removing the screen and permanently connecting the bottom half to VR glasses.\nThere was also","author":"inigyou","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1313382419082221,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639025"},{"id":"c2be3d56-3fb4-4707-92e9-f568b5cd2db2","source":"hackernews","source_id":"48641166","content_type":"comment","title":null,"body_preview":"I think these things are interesting, but I grew up on neuromancer...and so I have some cognitive dissonance when I see these described as cyberdecks and see screens.\nI get that the term has moved on,","author":"y1n0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641166"},{"id":"525b47e2-5aff-46f2-9f09-193edf0599a6","source":"hackernews","source_id":"48638262","content_type":"comment","title":null,"body_preview":"Cyberdecks are nice for photos and build blog posts, but does anyone actually regularly use them?","author":"ideasphere","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638262"},{"id":"fa506478-899d-4f68-a1a7-2967c2efe514","source":"hackernews","source_id":"48642052","content_type":"comment","title":null,"body_preview":"What keeps going through my mind regarding this topic is that we have Instagram for pictures, YouTube for videos, Reddit as a forum, Twitter/Bsky as a microblogging service, and so on. But what if we ","author":"ma2kx","classification":"human_created","confidence":0.78,"indicators":["natural_digressions","imperfect_expression","genuine_specificity","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642052"},{"id":"c8bcfc37-70cf-42d0-9a02-437cc5e60e70","source":"hackernews","source_id":"48638626","content_type":"comment","title":null,"body_preview":"I recently got a (good!) 3D printer, and that combined with Claude has got me building lots of custom hardware devices using ESP32s.\nI don't really see the value in a full-computer experience (which s","author":"nl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.11163165224885646,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638626"},{"id":"046e81b7-f41f-4822-9537-a0f0ab4897ae","source":"hackernews","source_id":"48639679","content_type":"comment","title":null,"body_preview":"I read the article and sadly I think the author missed a key thing that is going on.\nYes, there are few people who created cyberdecks as a counter-culture, anti-company tool (which is a lot of what th","author":"nl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0.11163165224885646,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639679"},{"id":"14ec4a6c-0a5b-4814-925f-a3a967bd422d","source":"hackernews","source_id":"48639560","content_type":"comment","title":null,"body_preview":"An article praising memcached and no mention of the feral bunny mascots.","author":"jszymborski","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639560"},{"id":"6e6a0d01-aa99-4d9c-82f9-b842847d32d9","source":"hackernews","source_id":"48641121","content_type":"comment","title":null,"body_preview":"To me the only difference that mattered is that Redis allows to do range queries, while Memcached only by key. Aka TreeMap vs HashMap. Or B-tree index vs Hash index.","author":"deepsun","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641121"},{"id":"3e34d519-a2f9-4c0b-a900-a79fdaa7be95","source":"hackernews","source_id":"48639398","content_type":"comment","title":null,"body_preview":"Redis works great as a cache, but there are a few things you need to do in order to use it reliably as a cache.\n1) Wrap your client library so that it's impossible to store anything without an expiry ","author":"kijin","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","list_heavy_advice","absence_of_personality","polished_first_draft"],"bot_score":0.25,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639398"},{"id":"a90b0986-7879-40c6-bec0-027276ea6a0c","source":"hackernews","source_id":"48641971","content_type":"comment","title":null,"body_preview":"Perhaps you should try aerospike which provides a data-in-memory mode and reliable persistence and of course, automatic scale-out. Your mum will stop worrying about you and your job once and for all.","author":"dosint21h","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641971"},{"id":"201778d9-76a9-4de6-b96f-df8b8a96690c","source":"hackernews","source_id":"48644465","content_type":"comment","title":null,"body_preview":"Redis got replaced by Valkey FYI. It still has the same problems except for being driven by AI marketing, and even if you are doing AI you will find it has useful features, like vector lookup.","author":"inigyou","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1313382419082221,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644465"},{"id":"92cf1081-5642-47e1-870e-675d512b8168","source":"hackernews","source_id":"48646629","content_type":"comment","title":null,"body_preview":"I inherited a Django app once where Redis was doing everythinga nd a single bad pub/sub message locked up the whole thing. We pulled the cache layer into memcached.","author":"jessinra98","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.37614383122453626,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646629"},{"id":"98389478-1e64-41ef-a2be-13e2bc46662f","source":"hackernews","source_id":"48642618","content_type":"comment","title":null,"body_preview":"WHEN do you move to Redis/Memcached? None of my projects have exceeded 1000 rps at peak, and in none of them have I felt the need to move from unlogged PostgreSQL tables to Redis.\nJust trying to get a","author":"drchaim","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642618"},{"id":"0f17971d-92a6-4b5c-b9c0-5938061715cb","source":"hackernews","source_id":"48645550","content_type":"comment","title":null,"body_preview":"Burning memory for a pure memory/RAM service like memcached in today's environment is not going to work given the price of memory and especially for larger customers. Especially in cloud environments,","author":"freediddy","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.13208670082787938,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645550"},{"id":"f6fcfac5-f1e5-44b8-b07d-f8a6f25407d3","source":"hackernews","source_id":"48643699","content_type":"comment","title":null,"body_preview":"memcached is about a bazillion times faster than redis at doing the simple KV cache job. it’s got threads. it’s highly optimized to do its one job super well, where redis is more a arbitrary shared Py","author":"jitl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","imperfect_expression"],"bot_score":0.0784174497806276,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643699"},{"id":"49b7e80c-cbb7-4621-9520-a17cef8279ab","source":"hackernews","source_id":"48646839","content_type":"comment","title":null,"body_preview":"I remember one \"fun\" feature in Memcached, is that each client did it's own hashing/sharding system... and when trying to share cached values across platforms/languages in order to further reduce reso","author":"tracker1","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.14094892394898573,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646839"},{"id":"6f4f509a-53af-4504-9a11-400df6a931ae","source":"hackernews","source_id":"48646610","content_type":"comment","title":null,"body_preview":"The comment about memcached being ephemeral is orthogonal to whether people will use it as if it persistent.  If the cache appears to get hit 99.9% of the time and is always there, sooner or later peo","author":"psadri","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646610"},{"id":"47ab6db5-e51f-44c5-8a37-761e1a96aef2","source":"hackernews","source_id":"48647758","content_type":"comment","title":null,"body_preview":"Memcached was a savior for caching when it launched. I love that it was created in 2003 by Brad Fitzpatrick for LiveJournal. Each post on a users feed could have different access restrictions, and thi","author":"dyogenez","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647758"},{"id":"5e3f5b27-50ad-45ac-a464-eedd054dc675","source":"hackernews","source_id":"48640519","content_type":"comment","title":null,"body_preview":"I like memcached, but its really not redis's fault if you set it up as a volatile cache but people treat it as a persistent data store.\nThe comparison is especially weird as memcached is also not pers","author":"bawolff","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640519"},{"id":"3fcaef3b-dcf4-45e3-a1dd-c5a92261eada","source":"hackernews","source_id":"48640610","content_type":"comment","title":null,"body_preview":"I've done a bunch of Flask work over the past couple of years - not full time but as part of the tech stack for my small eCommerce business.  Have run into all kinds of footguns and weirdness with Mon","author":"AussieWog93","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.07040414066556502,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640610"},{"id":"f69ebcd8-663d-4a4e-943d-fa50b0fc6094","source":"hackernews","source_id":"48641483","content_type":"comment","title":null,"body_preview":"This kind of thing tends to happen a lot with open source projects or programs that are maintained long term. As the codebase grows, it inevitably starts supporting things that weren't part of the ori","author":"jdw64","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality","platform_fluency"],"bot_score":0.2197224330712273,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641483"},{"id":"8a10c920-a829-4a72-9b5b-740c7287c2b1","source":"hackernews","source_id":"48641091","content_type":"comment","title":null,"body_preview":"One other feature of memcache that is rarely mentioned is that all operations are O(1) by design, which is a conscious design choice from the authors: yes, it is limiting, but it also ensures no rando","author":"nasretdinov","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641091"},{"id":"890945d1-18a5-46f5-bfdd-13e2d4d5c496","source":"hackernews","source_id":"48639987","content_type":"comment","title":null,"body_preview":"I think I've seen all of the Redis/Valkey issues the author mentioned in production.\n* Outages where Valkey had no memory policy, ate all the memory, and then caused write errors to its append-only fi","author":"kylewpppd","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639987"},{"id":"2661694a-6270-4cd3-9bea-7d28cb573e7d","source":"hackernews","source_id":"48642605","content_type":"comment","title":null,"body_preview":"Redis is a great piece of tech but it suffers from trying to be good at two different jobs (persistent data structures, volatile cache) which should not be combined.  And indeed in Redis itself they d","author":"downsplat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642605"},{"id":"8110614c-0da6-4c55-b5e8-da6dc7358ad4","source":"hackernews","source_id":"48646980","content_type":"comment","title":null,"body_preview":"There's nothing about memcache that avoids these problems.\nBack in the mid-2000s I worked on a scaled system that used memcache, and developers fell victim to all the exact same problems that are cite","author":"shermantanktop","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646980"},{"id":"aa64f4b7-b828-4cae-a416-6442d7b3c4cb","source":"hackernews","source_id":"48649191","content_type":"comment","title":null,"body_preview":"Always cool to see a fresh approach to organizing Ruby projects!\nLike the author, I have experimented with app structures that better suit my project needs than Rails' conventions (having spent more t","author":"chao-","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649191"},{"id":"0d5aac6c-6730-4538-8a0f-79b7b27dedfe","source":"hackernews","source_id":"48637784","content_type":"comment","title":null,"body_preview":"The issue here seems to be that the behavior of tzdata (correctly) changes over time.  Can all this complexity be avoided by storing the tzdata version in the timestamp itself so it can decoded with t","author":"mulmen","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.5,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637784"},{"id":"90131b41-3551-4cd5-8b23-599961e1847f","source":"hackernews","source_id":"48638773","content_type":"comment","title":null,"body_preview":"This is one of those cases where I would prefer to be antifragile and rapidly \"patch the data\" once as opposed to trying to perfectly solve problems like this before they arise. In all likelihood this","author":"pphysch","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.3726315623737977,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638773"},{"id":"c4dc693a-084e-4ced-b03d-54f8b5eaaddc","source":"hackernews","source_id":"48640360","content_type":"comment","title":null,"body_preview":"> Going forward, the UTC offset for America/Vancouver timezone is permanently UTC-7.\nA rather bold use of the word “permanently” given that the province just changed the previous permanent setup.","author":"eduction","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640360"},{"id":"3491c1ef-7cc7-449a-90cc-84755834c3f1","source":"hackernews","source_id":"48639718","content_type":"comment","title":null,"body_preview":"This problem isn't specific to timezones. In general, you did X on the basis that A was B, and now you know that that A is actually C. The strategies to handle that are quite interesting:\nhttps://mart","author":"thisrod","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639718"},{"id":"e64f17fb-2e11-41e2-bf63-3c77f3dc6239","source":"hackernews","source_id":"48640346","content_type":"comment","title":null,"body_preview":"Lesser known is that western parts of British Columbia are still  debating what timezone to adopt.  E.g. the East Kootenays which used to align with Alberta's mountain time w/ daylight savings is now ","author":"kelseydh","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640346"},{"id":"5e009b2d-30ac-4510-af05-a1cb5c4ac43e","source":"hackernews","source_id":"48638375","content_type":"comment","title":null,"body_preview":"Whenever I see a tz post, I want to remind ya'll that the `tzdata` package is using data from `eggert/tz` by Paul Eggert -- a crazy good UCLA professor. I took his course once and in the exams, he'd l","author":"chaidhat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638375"},{"id":"3289d308-f06e-41b8-9eb6-c87085dc10e8","source":"hackernews","source_id":"48644367","content_type":"comment","title":null,"body_preview":"Most of his posts and articles are about policy and criticism towards Wikipedia.\nIronically they might have amplified the reach of their articles to laymen and editors and made him a martyr in the pro","author":"TZubiri","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.11645644213013082,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644367"},{"id":"f7c9f1ae-e732-46a4-b2af-a04a48fff41e","source":"hackernews","source_id":"48649341","content_type":"comment","title":null,"body_preview":"Did he explain why he returned to save/undermine Wikipedia after all this time?\nPaid by evil billionaires? Or just a continuing descent into MAGA-tinged madness?","author":"ZeroGravitas","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649341"},{"id":"4edeba2c-d2ad-4dc9-9806-cc16f7ba045b","source":"hackernews","source_id":"48644225","content_type":"comment","title":null,"body_preview":"I gave up on Wikipedia when the Deletionists took over.","author":"josefritzishere","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644225"},{"id":"d89cdad5-76a4-47b8-bd2a-de1b5318ca95","source":"hackernews","source_id":"48644078","content_type":"comment","title":null,"body_preview":"trying to contribute to wikipedia was the most miserable experience in a \"collaborative\" process I've ever had in my life.\nLike arguing with cranks at a town hall meeting, ignorant high school group p","author":"postflopclarity","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644078"},{"id":"7608d3bb-fd15-4d1e-bc40-830c381b9f7a","source":"hackernews","source_id":"48652017","content_type":"comment","title":null,"body_preview":"Wikipedia now claims Iran won the war in a locked article.\nhttps://en.wikipedia.org/wiki/2026_Iran_war\nI'm not surprised that a cofounder is being shown the door. Radical propaganda can't survive open","author":"panny","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652017"},{"id":"c566a00c-ca16-459d-a03f-b63fa041091a","source":"hackernews","source_id":"48651100","content_type":"comment","title":null,"body_preview":"He has been demonstrating wrongthink for quite a while. Because of that, I am not surprised at the Wikipedia reaction.","author":"g42gregory","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651100"},{"id":"515665b3-9a57-41ac-9cba-ea823a18674f","source":"hackernews","source_id":"48645053","content_type":"comment","title":null,"body_preview":"One useful thing to do sometimes when looking at whether or not a user is interested in participating in Wikipedia or just participating in arguing about things is to look at their contributions to ac","author":"OskarS","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645053"},{"id":"7d9e23e9-421a-4b97-aeb0-7d16bdc8cc89","source":"hackernews","source_id":"48646655","content_type":"comment","title":null,"body_preview":"Banning transparent bad actors, even when they don't outright admit that's what they are, is both legitimate and necessary.","author":"Planktonne","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646655"},{"id":"4c78af2b-1932-447f-8b6f-5ed3a0ead2bb","source":"hackernews","source_id":"48644750","content_type":"comment","title":null,"body_preview":"I also have problems with Wikipedia, sure, but I resolved them simply by setting up a private wiki, and it's been quite peaceful.\nChanging the whole institutional culture at Wikipedia is more of a soc","author":"altilunium","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.3235294117647059,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644750"},{"id":"3aa9bf76-4180-4b35-8a46-b94730e0b874","source":"hackernews","source_id":"48644336","content_type":"comment","title":null,"body_preview":"There is a link in the other comments that is intended to explain the context, but as someone who isn't familiar with the structure of threads / conversations in the Wikipedia editing community, I am ","author":"herodoturtle","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644336"},{"id":"84878833-a98d-453f-884a-1ea17c5aa17b","source":"hackernews","source_id":"48644089","content_type":"comment","title":null,"body_preview":"Many of his essays have been deleted, and many others are Pending Deletion. Those deleted can be viewed only by admins. There is a large movement to censor this guy's opinions and undo his contributio","author":"dotancohen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.2678071905112638,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644089"},{"id":"73154c00-88b6-4e8a-845c-45b5158c286c","source":"hackernews","source_id":"48644219","content_type":"comment","title":null,"body_preview":"Link to the reason for his ban:\nhttps://en.wikipedia.org/wiki/Wikipedia:Administrators'_noti...","author":"octaane","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644219"},{"id":"95345110-e27e-4ff4-909c-faeb86266c07","source":"hackernews","source_id":"48644338","content_type":"comment","title":null,"body_preview":"As an outsider the accusation \"Canvassing\" seems like a double edged sword. Similar to Reddits \"Brigading\" but without the hostile intention. It's not clear to me, how Wikipedia prevents this rule fro","author":"pjio","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644338"},{"id":"4df0380c-303b-40c8-bcb7-652923f19056","source":"hackernews","source_id":"48644994","content_type":"comment","title":null,"body_preview":"I encourage people to read through his proposed WikiProject's page[0] and the related discussion.[1] Important context is also that WikiProjects are exempt from canvassing rules; members are free to n","author":"mzajc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644994"},{"id":"37af78b3-9623-4fb8-8ac8-2a7b327c3547","source":"hackernews","source_id":"48645507","content_type":"comment","title":null,"body_preview":"There is a long history here, and if you are looking at just the WikiProject and the community ban discussion, you are missing a Hell of a lot.\nVery short background:\nLarry Sanger left Wikipedia in 20","author":"JdeBP","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645507"},{"id":"80ebb19d-bdce-465f-b64b-fd3d50cb83a0","source":"hackernews","source_id":"48643970","content_type":"comment","title":null,"body_preview":"Possible context at https://en.wikipedia.org/w/index.php?title=Wikipedia:Adminis... - might be a better link, too.","author":"phoe-krk","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643970"},{"id":"09c5c0b4-e1dc-40bc-8d5f-c07ef351e3d7","source":"hackernews","source_id":"48644507","content_type":"comment","title":null,"body_preview":"So to summarize:\nhe resuggested \"WikiProject Intellectual Diversity\", a group with the goal to make \"Wikipedia more intellectually diverse\" and \"ensure fair and open decision-making and governance, br","author":"wongarsu","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644507"},{"id":"6a2d30c0-7230-43b5-bd65-72e7a5d244ea","source":"hackernews","source_id":"48650128","content_type":"comment","title":null,"body_preview":"This is a lot of asshole puckering over nothing. Is this post really about doing your job, or about protecting your ego? Posturing and a defensive attitude will never be respected by anyone. People ju","author":"sublinear","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","synthetic_empathy","template_phrases"],"bot_score":0.13032665852892475,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650128"},{"id":"ddc7de56-c7d4-48e7-83a0-dd48fc8c1fd8","source":"hackernews","source_id":"48650990","content_type":"comment","title":null,"body_preview":"> You will encounter business decisions you think are terrible but you still have to sell to your team. You cannot vent your frustration to the people you lead.\nI actually disagree with this point a l","author":"karagenit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650990"},{"id":"5a20bcff-a085-4149-a746-178d4bbb0b44","source":"hackernews","source_id":"48648938","content_type":"comment","title":null,"body_preview":"That's why I rather want to have LLM as my manager and not the other way around. Having a middleman is worse than having none.","author":"stevefan1999","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","missing_platform_voice"],"bot_score":0.11587345051654019,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648938"},{"id":"b9789600-61d7-4042-8523-32a8a1fa9f9f","source":"hackernews","source_id":"48649759","content_type":"comment","title":null,"body_preview":"It also has perks. You can bring your friendly pitbull to work, and no hater will dare to say anything!","author":"bebemama9393oe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","opinion_expressed"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649759"},{"id":"8e2ebf22-2178-4bd4-a6c4-3d19893251a8","source":"hackernews","source_id":"48652433","content_type":"comment","title":null,"body_preview":"\"You’ll bring work home with you more often than not.\"\nThis happens regardless of managerial position. The only difference in management role is the lack of direct control, which when not yet internal","author":"userulluipeste","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0.3,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652433"},{"id":"0746ecf4-2019-4112-b689-8894971b632f","source":"hackernews","source_id":"48649618","content_type":"comment","title":null,"body_preview":"> You will encounter business decisions you think are terrible but you still have to sell to your team.\nThis is incorrect. You don't have to. In fact, you shouldn't.\nThere can be situation in which st","author":"hypfer","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_personality"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649618"},{"id":"21c1f79a-19e4-4130-bee3-1de7c996bf09","source":"hackernews","source_id":"48649838","content_type":"comment","title":null,"body_preview":"I will never forget my dad's response to me telling him that I was becoming a people manager: \"Everyone else's problems are now your problems.\"","author":"kaycebasques","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","absence_of_ai_indicators"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649838"},{"id":"e1e13ad6-5165-4c1a-9bdf-d02b5e7fcb31","source":"hackernews","source_id":"48650994","content_type":"comment","title":null,"body_preview":"This is an fantastic article (atleast for me as a swede). Most of it can be true depending on your situation but please remember \"Being a manager can be fun and fulfilling\".\nSeeing a peer grow into se","author":"coredev_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650994"},{"id":"e5d2a955-d63d-4e7e-9a36-c541e563f51e","source":"hackernews","source_id":"48649749","content_type":"comment","title":null,"body_preview":"I agree with this, but the social dynamic just sucks. I would much rather the manager be part of the team, not feel lonely, be able to joke around about safe things (so, not politics, religion, or ide","author":"sivalus","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 Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649749"},{"id":"ae073304-20d1-4517-9f6f-06bd9b3c167c","source":"hackernews","source_id":"48648880","content_type":"comment","title":null,"body_preview":"There's a note at the end:\n> As always, this blog post is written by me, without any AI, so all errors are my own.\nHowever, the illustrations in the post are clearly made by generative AI, are they no","author":"rav","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","human_indicator_original_commentary","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648880"},{"id":"ad225957-0a2e-4dea-9cb8-d2757d8283b0","source":"hackernews","source_id":"48649597","content_type":"comment","title":null,"body_preview":"One of the more counter-intuitive parts of management that I've found is that your focus shifts from delivering a technical outcome to care-taking a team that delivers technical outcomes. It's a meta-","author":"joshmarlow","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649597"},{"id":"72e46f8d-a643-4792-afea-266e95e3e2d9","source":"hackernews","source_id":"48652659","content_type":"comment","title":null,"body_preview":"Anyone willing to put Ghibli themed AI slop on their page has nothing to share about truth, unless their truth is that management is fundamentally unethical.","author":"GPerson","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652659"},{"id":"fee6c702-17bc-455e-9022-040e24eaa8f2","source":"hackernews","source_id":"48648949","content_type":"comment","title":null,"body_preview":"Similar when you climb up the technical path as well, beyond staff engineer. It gets lonely, not many peers, not part of a team, you have to be careful about what you say and to whom as your words car","author":"bironran","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648949"},{"id":"9e984f13-32da-46de-8588-89b386ac6288","source":"hackernews","source_id":"48649958","content_type":"comment","title":null,"body_preview":"The reality is that there is no escaping management.  A high level IC is pretty much just an unofficial manager.   You are responsible for a large technical area - it's your job to meet with stakehold","author":"siliconc0w","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.11587345051654019,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649958"},{"id":"1642f958-1a8f-4938-a9d4-9bfb87793d86","source":"hackernews","source_id":"48648781","content_type":"comment","title":null,"body_preview":"Missed the part about 100x the stress and politics for 1.2x the pay.","author":"robotswantdata","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648781"},{"id":"0fe9caa3-d215-4398-b308-7bc2b93c9b68","source":"hackernews","source_id":"48649455","content_type":"comment","title":null,"body_preview":"All leadership is like that. Even if you're not a people manager.\nI'm an IC in a technical leadership position, all of these hold true with the added constraint that I cannot tell anyone what to do. I","author":"juancn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.1231928332394649,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649455"},{"id":"28713976-d501-4b05-a01d-f90b7a8ee496","source":"hackernews","source_id":"48648969","content_type":"comment","title":null,"body_preview":"This is very accurate. For me personally, I found the difficulties, friction, and stress, have started to eclipse the pros and decided to move back into an IC role after 15 years as EM/SrEM.\nThe work ","author":"jms703","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648969"},{"id":"7436d1a3-17a6-4a5c-b141-9600037bcf31","source":"hackernews","source_id":"48649057","content_type":"comment","title":null,"body_preview":"I think this might scare some people off from management unnecessarily.\nA lot of what's being described here is important for new managers to understand, but eventually, once you find your footing, yo","author":"jawns","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649057"},{"id":"c64fdcbb-8b2f-434a-949d-8e98d13a4cd7","source":"hackernews","source_id":"48649377","content_type":"comment","title":null,"body_preview":"Mostly agree with this article. When I mentor people about managing, some other bits I also usually mention:\n1. 'You’re not “part of the team” anymore.' - You're not part of the software dev team, but","author":"jkingsbery","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","personal_experience_anecdote","natural_digression","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649377"},{"id":"de2e3c76-f098-4f36-b26d-666307fe3a55","source":"hackernews","source_id":"48640018","content_type":"comment","title":null,"body_preview":"For me, the best about Tauri is that:\n- We can embed an existing application using a sidecar [1].\n- Now, we can also use Elixir in the backend, embed the BEAM, and deliver a single binary, see ElixirK","author":"auraham","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","niche_expertise","natural_digressions","absence_of_personality"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640018"},{"id":"e692e504-5818-4a15-a58b-205d5bdc6be0","source":"hackernews","source_id":"48649864","content_type":"comment","title":null,"body_preview":"This is pretty cool, I have an interest in running admin interfaces (think web CMS) for non-technical users locally.\nI tried out the most basic possible example, from the linked page:\n    Deno.serve((","author":"baliex","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649864"},{"id":"efd8a923-f241-403a-8862-0c5161d5bff6","source":"hackernews","source_id":"48648195","content_type":"comment","title":null,"body_preview":"interesting - this looks quite promising. anything that reduces captchas or client blocks while using a VPN is welcome in my books.\ni’m not sure what they mean about agents, however. would this mean a","author":"bstsb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648195"},{"id":"46b1e5f3-159e-470a-9dbc-1da1d29cc6be","source":"hackernews","source_id":"48649339","content_type":"comment","title":null,"body_preview":"I'm likely naive, but I'm very excited about a future that abandons the web and builds on reticulum.  But I worry that the same flaws will be replicated out of habit instead of using it as a chance to","author":"pwndByDeath","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649339"},{"id":"914014a1-782b-4004-92c9-7b4e72342b5a","source":"hackernews","source_id":"48652505","content_type":"comment","title":null,"body_preview":"> If nothing changes, users will increasingly be forced to choose between their privacy and their access to the web\nShorter post: https://blog.mozilla.org/en/privacy-security/keeping-the-web...","author":"galadran","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652505"},{"id":"6fafa02d-96b5-48d9-a9c4-272741e70eb0","source":"hackernews","source_id":"48643406","content_type":"comment","title":null,"body_preview":"I hadn't seen star battle before. Was fun. Wanted to play another medium one so created an account and it opened up the same puzzle, so then i just clicked through what i remembered and now i'm way to","author":"athrowaway3z","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0.07680287057328172,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643406"},{"id":"fed62294-98b5-47b5-8855-da84b852c5e1","source":"hackernews","source_id":"48644279","content_type":"comment","title":null,"body_preview":"I had the same idea as well! https://puzzleparlour.co.uk/\nThere are still a couple of bugs to iron out, but people seem to like the original Gravity Words game.","author":"ed_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644279"},{"id":"e546f82e-9541-4258-b5e2-e5d37937ff89","source":"hackernews","source_id":"48639346","content_type":"comment","title":null,"body_preview":"Also great and ad-free: https://cluesbysam.com/\nMy daughter and I play it most nights, and she has been developing her deductive reasoning quickly enough that she occasionally sees the next move first","author":"largbae","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.1679424943178378,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639346"},{"id":"46d5e796-c4b8-4c3e-840d-c6345641663f","source":"hackernews","source_id":"48644530","content_type":"comment","title":null,"body_preview":"I did the same thing! I was playing nonogram puzzles a lot in an ad-infested iPhone app, got sick of the ads, and replaced it with my own site:\nhttps://karstendick.github.io/nonogram/","author":"joshdick","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644530"},{"id":"78d19d2b-ad26-44a1-94e1-1fdf63015f5b","source":"hackernews","source_id":"48639456","content_type":"comment","title":null,"body_preview":"the star battle interface diverges from penpa, puzpre, and puzzleteam in a number of basic ways that actively make the solving experience worse imo:\n- having to switch between \"star\" and \"exclude\" mod","author":"aji","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639456"},{"id":"49b76d15-b2bd-4563-95ef-76c45fae4faf","source":"hackernews","source_id":"48643029","content_type":"comment","title":null,"body_preview":"I’m personally invested in a Kakuro variant I have built, and a print book[0] in the past few years, manually. I have recently augmented the website with Claude Code.[1]\nSo I am in a position to notic","author":"cwmoore","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.19268466201185347,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643029"},{"id":"2aa88263-e7be-43be-943a-0360e7132c0a","source":"hackernews","source_id":"48639526","content_type":"comment","title":null,"body_preview":"Based on the title, I was expecting the things I grew up calling logic puzzles, which some people call \"logic grid\" puzzles, e.g. https://www.allstarpuzzles.com/logic/00019.html (note: expired HTTPS c","author":"rmunn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","niche_expertise"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639526"},{"id":"eae4e468-f336-4678-b9cc-6e9369dd65ec","source":"hackernews","source_id":"48638667","content_type":"comment","title":null,"body_preview":"My family and I went down a very similar path, we were tired of all the ads and dark patterns when we just wanted to play simple puzzle games. We made a pretty similar site/app\nhttps://puzzleparlor.fu","author":"circuitqed","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638667"},{"id":"15bb98f5-34f6-4396-8b45-f3b57cf012dc","source":"hackernews","source_id":"48651990","content_type":"comment","title":null,"body_preview":"My next vacation project is basically this, but as an offline-capable PWA served from a 100% static site. I don't want to install apps for these types of games and I want them to fully function on my ","author":"lsaferite","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651990"},{"id":"1c21a66a-b055-4212-87a4-c37beb420cd7","source":"hackernews","source_id":"48640832","content_type":"comment","title":null,"body_preview":"> Create a free account to keep playing.\nAfter 3 attempts (all moves were mistakes! maybe I'm too stupid?) asked for my email.\nIs emails collection the end-goal of this (vibe-coded, I suppose) page?","author":"zx8080","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640832"},{"id":"9ff1a356-3231-4cb6-b6a9-16d4f2d3c841","source":"hackernews","source_id":"48642496","content_type":"comment","title":null,"body_preview":"Looks nice but feels severely underbaked. Did a medium soduku puzzle. Made a mistake, so I tried erasing it to get rid of the noise. 0? no. backspace? also no apparently. then I just mashed other numb","author":"frisia","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11538461538461538,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642496"},{"id":"397467c6-a16b-4d5f-b829-0eb7ab6333d9","source":"hackernews","source_id":"48643165","content_type":"comment","title":null,"body_preview":"This is great, thank you! I predict agentic coding will change software dramatically in this direction. I recently had my weather app showing me a full-screen video ad. It drove me so mad that I devel","author":"jmrko","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643165"},{"id":"96d0f0d9-ea01-4d5b-ba0a-2a76c2a58c84","source":"hackernews","source_id":"48640326","content_type":"comment","title":null,"body_preview":"I am curious why there is no desire to produce a paper showcasing key details.","author":"ktallett","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.12696133039163265,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640326"},{"id":"6ec234ac-75d9-4f75-a735-e0fda0594c59","source":"hackernews","source_id":"48641995","content_type":"comment","title":null,"body_preview":"Just a reminder that RF-DETR is better than yolo26","author":"steinvakt2","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.0790131641098259,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641995"},{"id":"7a79115a-602f-4e6d-9394-7126feeafba9","source":"hackernews","source_id":"48640492","content_type":"comment","title":null,"body_preview":"Ive used YOLO26 in one of my projects, It was very easy to train on our custom dataset and also very easy to deploy even on rust with AVX2 support. This model is indeed fast and can be used for almost","author":"m00dy","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.14569276282081786,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640492"},{"id":"ba94c8c9-3afa-4a0e-9863-1628612ce438","source":"hackernews","source_id":"48640504","content_type":"comment","title":null,"body_preview":"With some previous versions of YOLO I‘ve found pages that run it in real-time locally on your browser, analyzing the webcam.\nIs there a demo like that available for YOLO26?","author":"Tepix","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_question","absence_of_ai_signals"],"bot_score":0.10688788917147105,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640504"},{"id":"9661f0cb-5303-402f-ad34-eebd8e3c69d3","source":"hackernews","source_id":"48642219","content_type":"comment","title":null,"body_preview":"I'm sure the model is capable, but I find it funny that the sample image that contains three bears gets detected as two elephants.","author":"alex_duf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642219"},{"id":"74cd9e6b-be8c-4551-a9fe-1238f23a07e7","source":"hackernews","source_id":"48641227","content_type":"comment","title":null,"body_preview":"One thing I don’t get I why the article is credited to ‘Contributing Author’.\nMeanwhile their very own Peter Skalski already does super job with host write ups and examples of all YOLO sorts and is we","author":"larodi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641227"},{"id":"e1968797-d795-47d8-bdfc-72cea30e3af0","source":"hackernews","source_id":"48640623","content_type":"comment","title":null,"body_preview":"Wow I'm old, I still remember working with YOLOv2.","author":"yurimo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640623"},{"id":"f49464de-945a-4975-afe8-1df87c7f13b6","source":"hackernews","source_id":"48641165","content_type":"comment","title":null,"body_preview":"Reminder that Ultralytics is pushing AGPL in a very overreaching way with their models that's why they are not available in Frigate\nhttps://github.com/blakeblackshear/frigate/pull/10717","author":"Alles","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641165"},{"id":"c00828c6-e87c-4b34-8b7e-7cfcba5ffd1d","source":"hackernews","source_id":"48640535","content_type":"comment","title":null,"body_preview":"I found that while CLIPSeg is slower than YOLOn, it is still pretty fast and if gave me much much better results without training.\nIf you want to detect objects and speed is important so you can’t use","author":"speedgoose","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640535"},{"id":"a50232b4-19ae-421f-ad99-f2d97930dc36","source":"hackernews","source_id":"48641320","content_type":"comment","title":null,"body_preview":"Is the license for this AGPL? Can someone please confirm?","author":"pritambarhate","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641320"},{"id":"e38f063a-ccd8-430b-9904-07820cc5731c","source":"hackernews","source_id":"48641073","content_type":"comment","title":null,"body_preview":"Was evaluating YOLO26 within the last month for its on-device (iPhone 16 Pro) segmentation capabilities. Its decent, but its biggest limitation is that its only trained on 80 COCO classes (meaning pre","author":"geuis","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641073"},{"id":"aa81445f-eec8-41e7-b8d5-70bb9903c1c0","source":"hackernews","source_id":"48643198","content_type":"comment","title":null,"body_preview":"My buddy has some vision impairments, and I remember training a much older of YOLO's models to detect objects/enemies in Terraria for him. It worked very well.\nI then tried trained it on a lot of samp","author":"deviation","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643198"},{"id":"314f4575-e586-47aa-975c-c16070d2260c","source":"hackernews","source_id":"48640415","content_type":"comment","title":null,"body_preview":"We've been running YOLO for a number of years (since v5) on soccer videos. None of the recent iterations have been significantly better, with v26 scoring worse then v9 and v11 on our tasks. Makes me w","author":"esquire_900","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640415"},{"id":"422bddbd-8367-4e51-a599-a5bb4c755c28","source":"hackernews","source_id":"48641898","content_type":"comment","title":null,"body_preview":"FWIW there are today many more alternatives with better license. Here is a good meta repo for object detection with different model variants:\nhttps://github.com/LibreYOLO/libreyolo","author":"pzo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_indicators"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641898"},{"id":"a098616f-ca4a-4824-9025-b9c30489228f","source":"hackernews","source_id":"48643402","content_type":"comment","title":null,"body_preview":"It’s a big improvement if you’re already paying them but, given their aggressive approach to licensing, I can’t imagine why anyone would choose to use an Ultralytics model on a new project in 2026. Yo","author":"yeldarb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","natural_digressions"],"bot_score":0.2574462574462574,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643402"},{"id":"34bb004f-7091-40bf-9172-8bd136635cc6","source":"hackernews","source_id":"48630235","content_type":"comment","title":null,"body_preview":"Have to bring back split depth GIFs a decade later too?\nJust works with depth hinting no actual stereo information.\nhttps://news.ycombinator.com/item?id=48630210","author":"mxfh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.2678071905112638,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630235"},{"id":"22e41305-1464-4b48-8ccd-b3f8e8a85dd4","source":"hackernews","source_id":"48643788","content_type":"comment","title":null,"body_preview":"This dinosaur one is the only one that appears really 3d to me. https://i.kym-cdn.com/photos/images/original/000/267/743/48d...\nPlus its as old as time.","author":"erg0s4m","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643788"},{"id":"286c6b4b-fd32-4313-b6c5-6fc71fa0203e","source":"hackernews","source_id":"48642037","content_type":"comment","title":null,"body_preview":"I recently came across this model and I would love to try it with my coding agent soon.\nI really like the idea of small models that can reason but do not have too much knowledge. Also, no emphasis on ","author":"brainless","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.09268466201185348,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642037"},{"id":"cd0592ff-e1de-4cac-9780-69bdb90f7844","source":"hackernews","source_id":"48644506","content_type":"comment","title":null,"body_preview":"Two model, one is optimised for system, reasoning etc, second is optimised for specific language ( rust or go ? ) , both small enough to run on local computer, will it work ?","author":"iamgopal","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.2678071905112638,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644506"},{"id":"51b8b65d-280a-435e-834d-d8e54a135bfb","source":"hackernews","source_id":"48650015","content_type":"comment","title":null,"body_preview":"Man just need something like this with tool calling.","author":"tracerbulletx","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650015"},{"id":"61369b26-7e48-4860-b930-a1869ae0cfa1","source":"hackernews","source_id":"48646036","content_type":"comment","title":null,"body_preview":"Beats Opus 4.5 on reasoning you say?\nPrompt: If A goes to B who then goes to C, can A send something to C?\nResponse:\nWe need to interpret best. The phrase \"If A goes to B who then goes to C, can A sen","author":"achrono","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646036"},{"id":"27161d27-8b99-4038-a1d6-48788c875b09","source":"hackernews","source_id":"48640177","content_type":"comment","title":null,"body_preview":"It's terrible at hunting security bugs (I expected it to be, but I wanted to be sure). I added it to a benchmark I made with a corpus of some Mythos-discovered bugs, and it found zero. The smallest pr","author":"SwellJoe","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.1028063082107974,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640177"},{"id":"5a5914a2-3fc0-4b47-8576-524a85ecb18e","source":"hackernews","source_id":"48646102","content_type":"comment","title":null,"body_preview":"Notable:\n  VibeThinker-3B is developed through a staged post-training pipeline built upon Qwen2.5-Coder-3B base, a compact 3B foundation model.\n\nQwen2.5 is ancient by LLM standards.","author":"nolist_policy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646102"},{"id":"74aca9c7-50f2-485c-b422-91d6136222af","source":"hackernews","source_id":"48643959","content_type":"comment","title":null,"body_preview":"SLM when trained for single use case often beats the LLM. That's both the advantage and limitation.","author":"virajk_31","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.20497879350852533,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643959"},{"id":"9e1d061e-0bff-4412-acb3-d0462f9971b9","source":"hackernews","source_id":"48643385","content_type":"comment","title":null,"body_preview":"I have been thinking about how to use this. Since it doesn’t support tool calling I have been considering a dual model deployment, where a small tool calling llm drives the majority of the user experi","author":"androiddrew","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643385"},{"id":"9db75580-e21f-4537-a721-9b0d3be0a912","source":"hackernews","source_id":"48649937","content_type":"comment","title":null,"body_preview":"I gave this a run on llama.cpp locally. My GPU is Ge1080, so I needed quantized version for even such a small model and…\nThis. Is. Amazing. I am flabbergasted.\nI am not into the whole GenAI thing and ","author":"delis-thumbs-7e","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649937"},{"id":"9343a643-f539-441b-8487-15f41fcf85f8","source":"hackernews","source_id":"48644431","content_type":"comment","title":null,"body_preview":"How would you best utilize a model like this for coding? I take it it's not meant for vibe coding a full app, and the reasoning probably makes it unsuitable for autocomplete. Would you use it to imple","author":"sorenjan","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1433034169150671,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644431"},{"id":"7888287f-b9e5-4297-8b2f-3a1240d21e56","source":"hackernews","source_id":"48645521","content_type":"comment","title":null,"body_preview":"I really hope that in a couple of years I can have a laptop that runs a reasonably good coding agent locally, that I can run fast and do most of my programming with, without running my laptop hot. I c","author":"yousif_123123","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645521"},{"id":"c057c431-3138-4833-b89b-5b5bd22f17f6","source":"hackernews","source_id":"48639746","content_type":"comment","title":null,"body_preview":"I tried generating the classic pelican svg, but it failed horribly just showing me a rectangle and  a black circle...","author":"aero2146","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639746"},{"id":"f6b90e32-5e0b-4941-b87b-2087fa977d8c","source":"hackernews","source_id":"48639919","content_type":"comment","title":null,"body_preview":"Having some success while testing this model out as a replacement for GPT-5 nano in source code security review. Running on RTX 3090 (24 GB VRAM) via vLLM. It's not great on structured output (as note","author":"noperator","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639919"},{"id":"19ad79af-00b5-46c5-88de-0952c20078eb","source":"hackernews","source_id":"48650531","content_type":"comment","title":null,"body_preview":"Sounds like something that could be pretty useful as a 'validation' subagent. Provide it the details/context related to a larger LLM's run or turn in a harness and have it act as a gatekeeper. At this","author":"troglodytetrain","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases"],"bot_score":0.3,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650531"},{"id":"ca127067-38f5-459a-846d-3f8225a40676","source":"hackernews","source_id":"48650233","content_type":"comment","title":null,"body_preview":"Really enjoying seeing these really capable SMLs.\nNote that on HF they state:\n\"This model was not trained on tool-calling or agent-based programming data. We therefore do not recommend using it for ta","author":"mvitorino","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","direct_quote_with_commentary","absence_of_ai_indicators"],"bot_score":0.11538461538461538,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650233"},{"id":"0be2749a-2eef-4880-a53a-f68a8255bdff","source":"hackernews","source_id":"48640611","content_type":"comment","title":null,"body_preview":"The interesting thing about models this small is they should be able to be put on a single Taalas chip (the HC1 already runs a Llama 3.1 8B model). We're already at the point where half-decent reasoni","author":"NotSuspicious","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640611"},{"id":"2f76068b-8c0f-4412-9e1c-cf5cf0ef609c","source":"hackernews","source_id":"48640063","content_type":"comment","title":null,"body_preview":"Note that these are Python-only results, the model will not do as well with other languages.\nI'm glad to see more domain-focused SLMs, we need more of them! A programming focused MoE should work well ","author":"gslepak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640063"},{"id":"dc9fd6db-6662-47a1-a39b-9e984a277533","source":"hackernews","source_id":"48640144","content_type":"comment","title":null,"body_preview":"There is some base level of intelligence any model needs to be useful, even in narrow tasks.\nCould you teach a 5 year old to drive a car? A 10 year old?  A 12 year old?    To drive a car requires bein","author":"deftio","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.1722912082729921,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640144"},{"id":"7007f74a-5aeb-48d9-b13c-a67d438cdd35","source":"hackernews","source_id":"48643256","content_type":"comment","title":null,"body_preview":"Looks like we are seeing small but mighty model breakthroughs, outpacing the pure capital firepower of SOTA providers. I love rooting for the little guy, but is it too soon to call it? To play devils ","author":"rbbydotdev","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","suspiciously_balanced","missing_platform_voice"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643256"},{"id":"8f060485-8b72-4801-88a0-942c6ac56875","source":"hackernews","source_id":"48640319","content_type":"comment","title":null,"body_preview":"Am I right in thinking this is a tiny model which has been trained well to reason, and that's it? Makes me think of a smart person who doesn't know anything about a given topic, but with the right too","author":"secretslol","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640319"},{"id":"c7d7dd36-9372-4f74-bcf5-d438680bb1a4","source":"hackernews","source_id":"48645542","content_type":"comment","title":null,"body_preview":"I blame 8086 segmented memory and the rest of its horrid architecture on why no one liked programming in assembly language. There were other elegant RISC machines with flat memory models and large gen","author":"waynecochran","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","technical_domain_knowledge","platform_fluency","absence_of_ai_signals"],"bot_score":0.2157629006822891,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645542"},{"id":"94f8fd98-7152-41ab-89e5-88b87c12cbb5","source":"hackernews","source_id":"48645638","content_type":"comment","title":null,"body_preview":"Wow.... I remember writing 8086 assembly on MASM and another assembler I've forgotten the name of, and then also doing inline ASM in Turbo C++\nThe segment thing and the convoluted different pointer ma","author":"deftio","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.1722912082729921,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645638"},{"id":"213dc6ec-1d5d-4f79-9b89-9498dca2ee2d","source":"hackernews","source_id":"48625460","content_type":"comment","title":null,"body_preview":"Google's native client (NaCl) even used it on 32-bit x86...\nSegmented memory (on hardware that supported segment permissions) was used to good effect in Multics as well.","author":"musicale","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625460"},{"id":"7b11723a-5015-4a70-a33e-44ad9565c6e4","source":"hackernews","source_id":"48643347","content_type":"comment","title":null,"body_preview":"Author comes from some weird assumption that software is some annoying byproduct of making hardware, rather than a fact that the hardware is made to run software  and making it easier is a goal.\nIt wa","author":"PunchyHamster","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643347"},{"id":"f12f0e9f-b199-4e42-a18d-872276c4091e","source":"hackernews","source_id":"48643417","content_type":"comment","title":null,"body_preview":"Could have been fixed with an ADC-type instruction that operated on segments.\nImagine if you could have done something like this:\n   add  si, some-delta\n   adsc es, 0\n\nin order to move a seg:ofs ptr f","author":"peterfirefly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643417"},{"id":"17f51cf3-5989-4ecb-84a0-fe80bfb9fb29","source":"hackernews","source_id":"48643223","content_type":"comment","title":null,"body_preview":"I quite enjoyed using the memory segments - I thought they were quite intuitive and helped in reasoning about the machine.","author":"b800h","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643223"},{"id":"0dc98134-22ec-430d-b925-00f8ee9936ae","source":"hackernews","source_id":"48642924","content_type":"comment","title":null,"body_preview":"Wasm with multiple linear memories is basically segmented memory. Its a great security model.","author":"justincormack","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642924"},{"id":"0a65ff32-1fda-4607-aea0-31111f5d2277","source":"hackernews","source_id":"48644749","content_type":"comment","title":null,"body_preview":"> Need more than 64KB? Allocate two blocks.\nHow is that compatible with an array and a simple implementation of the index operator?","author":"pif","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644749"},{"id":"cb10fc7b-8242-46f6-ad91-db60d3c5fcc0","source":"hackernews","source_id":"48643242","content_type":"comment","title":null,"body_preview":"I had to use it to do image processing on a 256MB image buffer back in the 1980s in assembly language. It was absolutely hideous. Give me a flat 32 bit memory address space any day (e.g. MC68000 aroun","author":"RagnarD","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643242"},{"id":"9a70eab2-b126-4e69-9163-c31252cec832","source":"hackernews","source_id":"48645760","content_type":"comment","title":null,"body_preview":"Did anyone else find the AI written style of this offputting?\nThe original 20 bit vision of the 8086 was when memory was very expensive and they expected typical high end machines to have 128K of memo","author":"trollbridge","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice","human_indicator_present"],"bot_score":0.11383656073482952,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645760"},{"id":"0542f84e-8a99-414d-b1f3-772ac1a7c93b","source":"hackernews","source_id":"48648594","content_type":"comment","title":null,"body_preview":"The author assumes the way to keep segments going with larger memory would have been to change the amount of overlap, but it would have also been possible to make an 80286 where the segment registers ","author":"richard_todd","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648594"},{"id":"97924208-8dff-44ed-a891-f5a5a88b8248","source":"hackernews","source_id":"48642891","content_type":"comment","title":null,"body_preview":"For its time it was a decent idea. Software was smaller and simpler. But today (and even before 64-bit) software is larger, more complex, we also need memory protection / isolation and more flexible m","author":"senfiaj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","technical_opinion"],"bot_score":0.11886626868227917,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642891"},{"id":"3abe4515-ce02-4b9c-93ac-f26db2f6a0c8","source":"hackernews","source_id":"48645827","content_type":"comment","title":null,"body_preview":"They could have used 16 bit segments with no overlap. It would have a 16 bit offset register + a 16 bit segment selector register with the top 12 bits reserved (always 0). 16 bit software would run as","author":"M95D","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","opinion_or_suggestion","technical_jargon_usage"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645827"},{"id":"0a816ca9-c191-4377-8fc4-b00c226d44d9","source":"hackernews","source_id":"48642555","content_type":"comment","title":null,"body_preview":"What is the difference between the segmentation model used by Intel and the banking model used by a lot of consoles? I've worked with the code of a couple of NES and GBC games, and while banking could","author":"hexmiles","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642555"},{"id":"595ce8e5-815c-45df-87dd-28f71511d6e2","source":"hackernews","source_id":"48642808","content_type":"comment","title":null,"body_preview":"The segment model seems clever if you assume that you never have an object that is larger than 64kb. And once you have that you need to care about segment overflow, pointer comparisons no longer work,","author":"AKSF_Ackermann","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642808"},{"id":"01010e58-2644-447a-b0b8-f40a8a97df01","source":"hackernews","source_id":"48644454","content_type":"comment","title":null,"body_preview":"1992-me hates the author. Coming from 68k assembly, x86 was a nightmare. And together with the ridiculous number of registers, segments made up a huge chunk of that horrible experience.","author":"deepsummer","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644454"},{"id":"f530685f-8a7e-4bfb-80c1-f5394c205449","source":"hackernews","source_id":"48642929","content_type":"comment","title":null,"body_preview":"I seem to recall at the time that flat memory was self evidently a better idea.  It's not like people were sitting around going \"gee I can't think of any better way to do memory addressing that this\" ","author":"wewewedxfgdf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12025291704162158,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642929"},{"id":"4bf24486-f86f-44e9-af86-32f85de8b119","source":"hackernews","source_id":"48642730","content_type":"comment","title":null,"body_preview":"> 8086 Segmented Memory Was a Good Idea.\nYet the article goes about the most ass backward way of explaining 8086 segments and constructs a convoluted mental picture of dividing memory into overlapping","author":"st_goliath","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642730"},{"id":"f9af0243-8daa-4993-9a52-0e9aeb0c19d4","source":"hackernews","source_id":"48650177","content_type":"comment","title":null,"body_preview":"I feel like this could achieve techempower-level legend status","author":"tomcam","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650177"},{"id":"08a20748-a875-4876-9936-4c396f03470a","source":"hackernews","source_id":"48648905","content_type":"comment","title":null,"body_preview":"I'm convinced if Mythos/Fable comes back at this point, it will be guardrailed into lobotomy.\nIt won't be as good.","author":"rirze","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648905"},{"id":"1844983c-b609-408f-9e77-be5b9471ed21","source":"hackernews","source_id":"48641457","content_type":"comment","title":null,"body_preview":"What makes mythos special is the fact that someone with zero expertise in the field could find and weaponize a zero-day. Real threat actors already use llms em masse and the recent advancements with g","author":"himata4113","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.13863419166843244,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641457"},{"id":"ea208707-828e-4038-8251-5ae9a2420add","source":"hackernews","source_id":"48649504","content_type":"comment","title":null,"body_preview":"Quite honestly, this is the most interesting and useful thing that I have ever read, directly responsive to the question of \"how good are LLMS at doing difficult tasks, in terms of both bang-for-the-b","author":"dlenski","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649504"},{"id":"8559a3de-3f40-4282-b0c3-25a4fafb2f66","source":"hackernews","source_id":"48647318","content_type":"comment","title":null,"body_preview":"IIRC from the Anthropic report, the alleged danger of Mythos isn’t that it finds more vulnerabilities than previous models, but that it’s significantly more successful at exploiting them. Which this d","author":"wrs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647318"},{"id":"338eeaf7-2a6f-4f5a-bf6b-35b54ca91c13","source":"hackernews","source_id":"48640831","content_type":"comment","title":null,"body_preview":"Spatial reasoning is where fable really separates itself imo","author":"GeorgeWoff25","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.3,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640831"},{"id":"42500f76-66a0-4eab-85ec-aa2fc5857721","source":"hackernews","source_id":"48641746","content_type":"comment","title":null,"body_preview":"For malware detection, many models are biased for or against detecting a threat (likely a thing that can be adjusted with a prompt).\nI suggest tasks cannot be guessed (find, not tell). And 2d charts, ","author":"stared","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","genuine_specificity"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641746"},{"id":"e555e5eb-8175-4ff1-abb6-efb0942fa700","source":"hackernews","source_id":"48645285","content_type":"comment","title":null,"body_preview":"I was pretty impressed with Fable when I used it.  Fable on Low was better than Opus 4.8 on High (and cheaper).\nNow, for me, it was really about how well it worked on big existing human made code base","author":"draginol","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.625,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645285"},{"id":"97907203-392d-469a-8cf5-f96b98be58a0","source":"hackernews","source_id":"48643933","content_type":"comment","title":null,"body_preview":"I miss Fable. Will it ever be back? As a non-US citizen living in Africa i fear that i will have to wait for an equivalent non-US model.","author":"snthpy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0.10426197714626997,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643933"},{"id":"c08e640c-69f5-4f7d-bff0-3d30debb84fc","source":"hackernews","source_id":"48641104","content_type":"comment","title":null,"body_preview":"Fable was able to oneshot pretty big features. In write spec -> refine spec -> create todos -> implement todos workflow difference was far less pronounced vs codex or opus.","author":"qaq","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641104"},{"id":"6e889e39-eb27-4d0f-b7bf-43701af787d2","source":"hackernews","source_id":"48640500","content_type":"comment","title":null,"body_preview":"In my brief experience, the difference between fable and opus is largely in persistence, not global intelligence like you might expect. Fable just... goes the extra mile, sometimes in a scary way.","author":"jaggederest","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640500"},{"id":"c23a9d6c-6ece-4958-834d-7d6ccf0a2b2e","source":"hackernews","source_id":"48647581","content_type":"comment","title":null,"body_preview":"The \"best\" model finds 4/9 bugs. It would be interesting to see if all models find the _same_ bugs. Does a collection of models exist that can cover all 9?\nAlso, it seems to me that pointing a model t","author":"utopcell","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced","template_phrases"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647581"},{"id":"f693bba2-8616-416a-a78e-2e64d9ee1d61","source":"hackernews","source_id":"48642648","content_type":"comment","title":null,"body_preview":"I've read opinions that this a speculation to raise the Anthropic's value. They are known to say \"horrific things\" and personification of the AI they are delivering. It sometimes sounds unprofessional","author":"p0w3n3d","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","synthetic_empathy","polished_first_draft","human_indicators_absent"],"bot_score":0.12553058890278804,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642648"},{"id":"83aa06ab-bfe3-45e2-8e80-0691f9420b8f","source":"hackernews","source_id":"48642141","content_type":"comment","title":null,"body_preview":"Fable was the only model that was able to detect a data corruption bug in my Qt C++ note-taking app[1] that all other tested models (gpt-5.5 xhigh, GLM-5.1, Kimi 2.7, DeepSeek V4 Pro)  didn't find. I'","author":"rubymamis","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642141"},{"id":"303c443d-a79b-42ff-8657-9e0576900dfd","source":"hackernews","source_id":"48641159","content_type":"comment","title":null,"body_preview":"Around February, Opus 4.6 was excellent. Smart, fast, proactive. Then it got lobotomized and it's never been the same after that nerf. 4.7 came along and it too was disappointing—not unlike 4.8, which","author":"airstrike","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","opinionated_stance"],"bot_score":0.13254547996429034,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641159"},{"id":"2a98e151-fd7b-4958-a0aa-5cf8cdbeb3de","source":"hackernews","source_id":"48640355","content_type":"comment","title":null,"body_preview":"> And, all of the bugs can be identified by several models if they are pointed directly at it and told what to look for.\nThis made me think, well, sure, if you tell them what to look for...  but then:","author":"jrochkind1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640355"},{"id":"55f77540-ef62-4038-9ce8-f8315ec58cb9","source":"hackernews","source_id":"48640846","content_type":"comment","title":null,"body_preview":"From all the things I read I'm pretty convinced that Mythos is just standard LLM with safety features turned off. If current models weren't reluctant to search for vulnerabilities, they might perform ","author":"po1nt","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640846"},{"id":"77b498e9-3203-4f3a-822c-609066348144","source":"hackernews","source_id":"48642815","content_type":"comment","title":null,"body_preview":"> Note GPT 5.5 Pro is at the top of the leaderboard only because it blew through $100 budget after only completing four cases, so 2/4 is 50%. And, a couple of other results, both Qwen models, are skew","author":"JumpCrisscross","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642815"},{"id":"5358d136-c16e-4137-94c4-316b05ccd914","source":"hackernews","source_id":"48640849","content_type":"comment","title":null,"body_preview":"As I posted in another comment, I found Fable to be substantially more powerful than any previous model. However, this isn't just an ungrounded opinion - I uploaded my full session transcript and code","author":"Tossrock","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0.2944444444444444,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640849"},{"id":"a83997c3-14db-4175-9a74-e0a1ac5d3748","source":"hackernews","source_id":"48648885","content_type":"comment","title":null,"body_preview":"I've always felt that Mark Zuckerberg got lucky with Facebook and that he has no real lasting talent as a technologist or visionary. He seems to attempt to chase the latest \"it\" thing and has very few","author":"etothet","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648885"},{"id":"238a25e8-101c-4e8e-90df-1e36e3318b70","source":"hackernews","source_id":"48649021","content_type":"comment","title":null,"body_preview":"So many baby boomers are about to lose their savings. Meta knows their bread is buttered by the 55+ age group and capitalizing on the vulnerable social media addicted elders will be extremely profitab","author":"Aboutplants","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_template_phrases","platform_fluency"],"bot_score":0.17424242424242423,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649021"},{"id":"a0ce3d0a-fb15-4070-a088-86559759e511","source":"hackernews","source_id":"48648998","content_type":"comment","title":null,"body_preview":"Whatever happened to that Facebook cryptocurrency?","author":"wnevets","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648998"},{"id":"14f10c41-2606-452d-b577-6595aa12f14d","source":"hackernews","source_id":"48648507","content_type":"comment","title":null,"body_preview":"Holy mimic batman - Mark, its ok to have a little of your own innovation and not copycat nor buy every single good idea.","author":"Ancalagon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648507"},{"id":"f69183ca-f4d7-45c7-b531-138f16b76052","source":"hackernews","source_id":"48649238","content_type":"comment","title":null,"body_preview":"This will fail, he'll throw money at Kalshi and or Polymarket and, if he acquires either, chase some sort of regulatory capture scheme.","author":"cdrnsf","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.15251496578061405,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649238"},{"id":"6d8dc1ce-3bbe-4e00-a025-b6d3c2a88da6","source":"hackernews","source_id":"48649977","content_type":"comment","title":null,"body_preview":"I wonder how/if they'll use AI for this. maybe this would give them access to some very highquality pretrain data (like who made which bet on what at what time), which I can definitely imagine them ne","author":"sometimelurker","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","synthetic_empathy"],"bot_score":0.11678829644515323,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649977"},{"id":"80d6fc30-8db9-426a-ae4f-7c6993e65f39","source":"hackernews","source_id":"48649736","content_type":"comment","title":null,"body_preview":"They even call it \"Arena\". The place where gladiators kill each other, lions eat christans , criminals are exectuted brutally and animals are  hunted. What an apt name chosen by the most moral company","author":"seydor","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649736"},{"id":"87909ea8-6562-4a68-a769-1cd2c089bb79","source":"hackernews","source_id":"48648760","content_type":"comment","title":null,"body_preview":"Hopefully it's the same geniuses that implemented his metaverse thingy.","author":"throwa356262","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.12396615509132264,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648760"},{"id":"1420f23f-331e-4844-bcf7-a990b71ef058","source":"hackernews","source_id":"48648119","content_type":"comment","title":null,"body_preview":"Polymarket: \"Trade on anything.\"\nKalshi: \"Trade the Future.\"\nMeta Arena: \"They 'trust me.' Dumb f^^ks.\"","author":"ElProlactin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.17472847210202952,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648119"},{"id":"e8e65b96-2d54-480e-b3a2-8becd17a6c1d","source":"hackernews","source_id":"48652374","content_type":"comment","title":null,"body_preview":"This is the obvious next iteration of online based life\nFacebook gave life to communities where people draw identity and social belonging from a screen\nIt only makes sense to continue bearing down int","author":"gos9","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.25,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652374"},{"id":"bfbd7e23-b1ab-4d5a-a523-75eac8c5a4bc","source":"hackernews","source_id":"48648598","content_type":"comment","title":null,"body_preview":"He wants to collect and profit from insider info by joining in on the newest unregulated gambling scheme. I'm sure plenty of cheaters and suckers will be happy to make him more money.","author":"autoexec","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648598"},{"id":"fbe15445-a863-4f54-8826-fb746ddac777","source":"hackernews","source_id":"48648595","content_type":"comment","title":null,"body_preview":"I can‘t help but wonder what goes on inside of the upper management of these big companies, and why nobody ever stops for a moment to think about whether what they are up to does any good for the end ","author":"NikxDa","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648595"},{"id":"e89e5bed-e764-42cf-9734-e87610768e73","source":"hackernews","source_id":"48652571","content_type":"comment","title":null,"body_preview":"Whatever website becomes popular on the www, Zuckerberg and other SillyCon Valley cretins are a threat\nEither they will try to acquire it, copy it, or destroy it\nNo creativity, no innovation","author":"1vuio0pswjnm7","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.1449247631061012,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652571"},{"id":"0fe1f04b-1423-4d2c-abb8-8eccec11692f","source":"hackernews","source_id":"48644726","content_type":"comment","title":null,"body_preview":"I'm trying to remember which Marvel capeslop movie it was where the kid gets a bunch of Oracle professional-grade computer hardware or something as a gift. Larry makes a cameo, of course. Maybe it was","author":"lenerdenator","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644726"},{"id":"65ca736c-095d-45ab-bac8-dd8552c2743f","source":"hackernews","source_id":"48643741","content_type":"comment","title":null,"body_preview":"where its sits with the AI bubble I think Oracle is the 1 of the major companies apart from the OpenAI that would go belly up once the AI bubble crashes.","author":"xbmcuser","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643741"},{"id":"f6751d73-2789-4724-adb8-e22047a52a26","source":"hackernews","source_id":"48643799","content_type":"comment","title":null,"body_preview":"https://youtube.com/watch?v=aooiDA-AsNo\nAh yes, fire to rehire via the model training gig economy","author":"henriquenunez","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643799"},{"id":"1e93dbd8-5e5e-4b5a-96e7-7d71102f08db","source":"hackernews","source_id":"48644178","content_type":"comment","title":null,"body_preview":"What’s crazy is how Oracle’s free cash flows have gone from “money-printing machine” to deep in the red due to their data center investments. My guess is that some of those cuts are to try to balance ","author":"strongpigeon","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","natural_digression","platform_fluency"],"bot_score":0.07902202980109187,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644178"},{"id":"2c9afbd6-9bb2-4255-a7be-e4f8edaa675e","source":"hackernews","source_id":"48644361","content_type":"comment","title":null,"body_preview":"They will be hiring frantically next year.\nThese companies seem to be led by mind bogglingly short sighted people. Maybe they should be replaced by AI. It can't possibly get any worse than now, right?","author":"Roark66","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.20876033343798095,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644361"},{"id":"d9f44fe6-e6b6-48b0-a2d8-7e38065d9547","source":"hackernews","source_id":"48643836","content_type":"comment","title":null,"body_preview":"14 hours ago 6 comments\nhttps://news.ycombinator.com/item?id=48636590","author":"Cider9986","classification":"uncertain","confidence":0.5,"indicators":[],"bot_score":0.13660618338558025,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643836"},{"id":"d457057a-747d-4969-8887-d1e79da42475","source":"hackernews","source_id":"48645557","content_type":"comment","title":null,"body_preview":"I suspect these AI-displaced workers in the long run will suffer the same fate as workers affected by deindustrialization. They won’t die of starvation, obviously. But they will never be “retrained” t","author":"rayiner","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645557"},{"id":"a676aa55-8a69-44f0-aae9-5ee8e4abec17","source":"hackernews","source_id":"48644262","content_type":"comment","title":null,"body_preview":"What's stopping anyone else from using AI and eat into Oracle's market? Maybe know how specific for the market but at least 20K people with know how on this business are available at this moment.\nI'm ","author":"mrtksn","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644262"},{"id":"d9a895c5-f225-4e8a-a56f-43d6c2e6df5e","source":"hackernews","source_id":"48643711","content_type":"comment","title":null,"body_preview":"It's a move I would only wish on my worst enemy. Good riddance to them","author":"conartist6","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.09751066072298041,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643711"},{"id":"c61471db-6062-4043-99b6-948280cd7923","source":"hackernews","source_id":"48643840","content_type":"comment","title":null,"body_preview":"What's even weirder is the Founder of canonical has a #hiring badge on their LinkedIn profile. What kind of message is that?","author":"ramon156","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.0842691929051874,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643840"},{"id":"bff02422-41dc-4836-a18d-a79e4d5dacae","source":"hackernews","source_id":"48643663","content_type":"comment","title":null,"body_preview":"Tech CEOs suddenly love blaming AI for mass job cuts","author":"lordluca","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643663"},{"id":"cdcdd2b1-c24d-4d56-b1d3-4f01dc5b539c","source":"hackernews","source_id":"48645036","content_type":"comment","title":null,"body_preview":"I’ve just been thinking about this and would like to ask those of you with more experience in the industry: do you prepare yourselves in any way for crises? Do you have any techniques for dealing with","author":"__natty__","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","missing_platform_voice","natural_digressions"],"bot_score":0.1585640544862016,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645036"},{"id":"8bb5992c-5b47-497e-a6de-04e8cde3e5c7","source":"hackernews","source_id":"48643999","content_type":"comment","title":null,"body_preview":"Now is precisely not the time to cut jobs, but to invest in people's usage of AI. You have domain expertise, and you are going to burn tokens trying to replace people's jobs, but the AI revolution is ","author":"GL26","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0.1397455199679255,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643999"},{"id":"a6bcf01e-ed48-40a1-973d-360557445e12","source":"hackernews","source_id":"48643853","content_type":"comment","title":null,"body_preview":"For those curious, this is a report about firings from the last year. Not a new round of layoffs:\n> Oracle shed about 21,000 roles globally in the last year as the US technology giant reshapes its bus","author":"jabedude","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643853"},{"id":"4b907598-e32c-4454-a134-42ed0bebbef3","source":"hackernews","source_id":"48644449","content_type":"comment","title":null,"body_preview":"None of this is due to AI. That’s just the cover story that stops the stock crashing. The reality is the market is contracting and it’s doing that because the extraction and monthly financial models a","author":"cryo32","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.1542299870622823,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644449"},{"id":"b7852b92-17df-4ca7-a55e-68d315c9f73a","source":"hackernews","source_id":"48644893","content_type":"comment","title":null,"body_preview":"A friend met with Oracle salesdroids (his company has spent a few million with them in the last few years).\nThey told him everything is oriented towards AI, to the point that otherwise profitable soft","author":"shrubble","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.1631519904575473,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644893"},{"id":"d0eac0f7-44a5-4fa7-99e9-5be5dcbd714a","source":"hackernews","source_id":"48643587","content_type":"comment","title":null,"body_preview":":x is a vim feature, so this wouldn't support it, so you'll have to use :wq instead.","author":"fragmede","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08372158049061405,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643587"},{"id":"06d12165-0d00-43e0-ab26-52e89a2126c9","source":"hackernews","source_id":"48643685","content_type":"comment","title":null,"body_preview":"Github mirror + some bugfixes\nhttps://github.com/n-t-roff/heirloom-ex-vi/","author":"haunter","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.13826317028207238,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643685"},{"id":"8bbc9cb9-0b6d-4ea3-98d2-42250632afe5","source":"hackernews","source_id":"48644239","content_type":"comment","title":null,"body_preview":"vim with mouse frustrates the hell out of me.\nJust give me basic vi, or a complete editor","author":"jbverschoor","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.09985766676003026,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644239"},{"id":"ea3ff70d-8407-4377-b45e-588ac3352997","source":"hackernews","source_id":"48647352","content_type":"comment","title":null,"body_preview":"I learned vi back in the day and have never really graduated to vim.\nMy favorite features are the ranges on the commands (like substitute or delete), piping the buffer into the bottomless utility of t","author":"whartung","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647352"},{"id":"2907c485-4fa8-4b43-9659-e271af66df3a","source":"hackernews","source_id":"48644552","content_type":"comment","title":null,"body_preview":"I wish elvis was still around. I don't want everything vim has but I like syntax highlighting and other conveniences","author":"mghackerlady","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.1465695367549299,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644552"},{"id":"9ad41df0-05fa-4999-9de2-63369f3cc292","source":"hackernews","source_id":"48643686","content_type":"comment","title":null,"body_preview":"A 2007 article from sourceforge.net and it's not even throwback Thursday.\n\"Gunnar Ritter <gunnarr@acm.org> 2007-11-29\"","author":"senthil_rajasek","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643686"},{"id":"aa84fa98-0b0c-47b6-bbea-fd3f7fd5c31b","source":"hackernews","source_id":"48647759","content_type":"comment","title":null,"body_preview":"I started writing a more fleshed out vi compatibility mode for TextAdept earlier this year. As someone who understood the basics after going through :vimtutor multiple times but always struggled with ","author":"Fwirt","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647759"},{"id":"aa1fb894-db4e-4b59-aaee-94f4f5a3a817","source":"hackernews","source_id":"48643151","content_type":"comment","title":null,"body_preview":"Tangentially related, I wish more websites and blogs looked like this now. It's elegant and modern but simple.","author":"GaryBluto","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643151"},{"id":"e2f2c208-1769-4f66-bed9-671603ec733e","source":"hackernews","source_id":"48645148","content_type":"comment","title":null,"body_preview":"As an undergrad around 1984 I stumbled on some AT&T 3B2's in the computer lab and started to play. Knowing nothing of Unix (would have been ~ SVR3.x), I asked for help and the TA said something like \"","author":"imglorp","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","imperfect_expression"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645148"},{"id":"d8e72d84-95b9-4c4e-b390-23675637b65e","source":"hackernews","source_id":"48644673","content_type":"comment","title":null,"body_preview":"I was just talking about a fun and largely forgotten feature of Joy+Horton vi elsewhere.\n* https://mastodonapp.uk/@JdeBP/116793159030149624\nYou can see it here in Ritter vi on lines 83 et seq. of ex_v","author":"JdeBP","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644673"},{"id":"518e515f-707f-47d1-88ba-1db2939d8f1c","source":"hackernews","source_id":"48640371","content_type":"comment","title":null,"body_preview":"One advantage about local LLM: You could serialize the context yourself, without being constrained by APIs. And let's not forget, the Big 2 encrypt their thinking. If you use custom clients, which is ","author":"edg5000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","imperfect_expression"],"bot_score":0.1590621303506611,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640371"},{"id":"428c8790-8aa8-4ff8-be03-726cbee8dde4","source":"hackernews","source_id":"48641688","content_type":"comment","title":null,"body_preview":"I really don't think anyone is going to have a good time trying to run it on anything with 256GB of RAM no matter what the post says. 512 is the much more realistic minimum. I'm fortunate enough to ha","author":"walrus01","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641688"},{"id":"13591640-a96e-4468-9bcb-95a11ae20c02","source":"hackernews","source_id":"48638705","content_type":"comment","title":null,"body_preview":"if sam altman didnt exist i could afford to run this","author":"snootypoot","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.3023385677014602,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638705"},{"id":"c65ab1aa-92dd-4895-8eb1-a9d2b275df9d","source":"hackernews","source_id":"48641758","content_type":"comment","title":null,"body_preview":"I have high respect for unsloth's work, helping millions to get started with local AI, but this post appears kind of download bait.\nOffloading too many layers to CPU is not going to work at all. I hav","author":"zkmon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641758"},{"id":"d23d50ff-b8b4-4ef7-a131-eca1e17cd974","source":"hackernews","source_id":"48640090","content_type":"comment","title":null,"body_preview":"GLM 5.2 is the first time I'm actually excited about AI! I'm not the most bullish on AI code for several few reasons, but the biggest reason is the ownership model. We all know we're near the tail end","author":"drudolph914","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","personal_perspective","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640090"},{"id":"57ef387f-116a-4e75-8eff-9feb72ee13c8","source":"hackernews","source_id":"48637743","content_type":"comment","title":null,"body_preview":"How is this model half the size of DeepSeek V4 Pro? Is it because DeepSeek did more aggressive cost cutting on the attention mechanism?","author":"andai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.10523668958093657,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637743"},{"id":"745a7048-50b6-41c3-a1ad-ea58b7a91c33","source":"hackernews","source_id":"48640826","content_type":"comment","title":null,"body_preview":"Can someone explain the math to me? Why is 1-bit only ten percent less memory than 2-bit?","author":"c7b","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.05394959028593346,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640826"},{"id":"5c095686-8c0d-48aa-bdb9-05b4c6979723","source":"hackernews","source_id":"48638281","content_type":"comment","title":null,"body_preview":"Can somebody help me understand the Quantization Analysis? It says \"dynamic 4-bit UD-Q4_K_XL and dynamic 5-bit UD-Q5_K_XL are generally lossless\" while showing a top-1% token agreement on the chart of","author":"CGamesPlay","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinion","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638281"},{"id":"747eefcc-ecc7-4972-a6e9-aebbb18353f8","source":"hackernews","source_id":"48640330","content_type":"comment","title":null,"body_preview":"Is this really worth it, though? Throughout the years my experience with quantized models has been that they feel like a lobotomized version of the original. Doesn't matter if it's an LLM, dedicated d","author":"numlock86","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","niche_expertise","platform_fluency","synthetic_empathy"],"bot_score":0.3,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640330"},{"id":"435b1e4d-ada7-44c4-9419-b75f642a1182","source":"hackernews","source_id":"48644510","content_type":"comment","title":null,"body_preview":"Anyone here tried both Qwen and GLM families on the same setup and found a clear winner for one task vs the other?","author":"jessinra98","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.37614383122453626,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644510"},{"id":"8ba18de4-1d75-4af5-bd8d-4cda41f44955","source":"hackernews","source_id":"48645709","content_type":"comment","title":null,"body_preview":"So a minimum of 3x RTX Pro 6000 to run 1-bit at ~76% accuracy or MacStudio 512GB RAM to run 4-bit at ~97% accuracy.","author":"storus","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.16058976412912193,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645709"},{"id":"b9082299-3859-4fdd-8773-47f923c15006","source":"hackernews","source_id":"48641525","content_type":"comment","title":null,"body_preview":"I bet OpenAI and Anthropic hate the timing of glm 5.2.\nKinda shows they have a headstart rather than a magic moat","author":"Havoc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.13018683099676798,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641525"},{"id":"64aee649-cb91-4623-94ef-c0e57ca957ae","source":"hackernews","source_id":"48639861","content_type":"comment","title":null,"body_preview":"There is a push from multiple directions at the same time:\n- new AI desktops with GB10s. They are relatively cheap and you can cluster them and load 1TB of VRAM\n- Nvidia, amd, intel, Cerebras etc push","author":"Frannky","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinion","natural_digressions"],"bot_score":0.08742397326860596,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639861"},{"id":"4c91dc89-7434-49a1-9dca-5e8cb29c04f1","source":"hackernews","source_id":"48637913","content_type":"comment","title":null,"body_preview":"\"it can fit\" on 256GB of RAM, but it will be heavily quantized and still run very slowly. The headline number is not token generation, its prompt processing. So if you get 10 tok/s and an API gives yo","author":"skiing_crawling","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","technical_depth"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637913"},{"id":"3c4a1506-91b2-429c-8ae7-1d1cfba43199","source":"hackernews","source_id":"48645407","content_type":"comment","title":null,"body_preview":"The most interesting part of this to me is not the benchmark table, but the packaging.\nA model like GLM-5.2 being available as GGUF, usable through llama.cpp/Ollama/vLLM/SGLang/LM Studio, and wrapped ","author":"draginol","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645407"},{"id":"12efabf3-ecfb-404e-a930-fb08591f1f4c","source":"hackernews","source_id":"48644965","content_type":"comment","title":null,"body_preview":"DwarfStar work in progress numbers: I see 14 tokens/sec generation, that slopes to 10 t/s with longer 10k or more context size. Consider that the indexed attention requires evaluating 2048 selected ro","author":"antirez","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","false_specificity","absence_of_personality","platform_fluency"],"bot_score":0.1648794809089637,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644965"},{"id":"9d5024bf-70ed-4bda-aa25-0d281ba798cb","source":"hackernews","source_id":"48639186","content_type":"comment","title":null,"body_preview":"I run Q4_K_XL.   All it takes to run to get about 6tk/sec is 512gb of ram and 2 3090 GPUs with llama.cpp -cmoe.   I also have crappy DDR4, 2400mhz, 3200mhz will bring that speed up to about 9tk/sec.  ","author":"segmondy","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_anecdote","platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639186"},{"id":"a6125190-aec9-468d-9792-8cfa612e8308","source":"hackernews","source_id":"48646614","content_type":"comment","title":null,"body_preview":"Interestingly, shumai (or \"siomai\" if in the Philippines) is a type of traditional Cantonese meat dumpling from China made of ground pork.","author":"wyclif","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646614"},{"id":"0301a440-25ba-490f-903f-6610ab932de9","source":"hackernews","source_id":"48642234","content_type":"comment","title":null,"body_preview":"Interesting release. I’m most curious about how well this holds up in messy real-world environments, since that’s usually where specialized benchmark gains get tested.","author":"lisa_luoyf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642234"},{"id":"6147bef6-0152-46c4-ba67-40fba3dbae58","source":"hackernews","source_id":"48645222","content_type":"comment","title":null,"body_preview":"Chinese and Russian intel agencies can set up American shell corporations and buy all of our personal data....but using a model to secure my customer? Well...no...you can't have that.","author":"nova22033","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645222"},{"id":"7dd41f39-ea03-4134-86d4-4780878e83d2","source":"hackernews","source_id":"48641230","content_type":"comment","title":null,"body_preview":"Can someone on HN with access to it fix the Fable / Mythos so it's secure to use again and therefore available ?","author":"throwaway888abc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641230"},{"id":"261f6183-7971-4d4a-bc26-1bcd3a3fe3ff","source":"hackernews","source_id":"48641827","content_type":"comment","title":null,"body_preview":"I think if nothing happens from the government, then this would be a very good example of the benefit of keeping your mouse shut especially if you are lying to get some hype like Anthropic did for mon","author":"elashri","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.18800752234847193,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641827"},{"id":"02b525e3-c394-4705-931d-55249732310c","source":"hackernews","source_id":"48641267","content_type":"comment","title":null,"body_preview":"It's good looking forward to wrapping it around Reasonix","author":"arikrahman","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1405721834559857,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641267"},{"id":"f2e74bc3-4fa1-4a34-8ec0-a2944c957501","source":"hackernews","source_id":"48641229","content_type":"comment","title":null,"body_preview":"I guess eventually the whole process can be completely autonomous, what could possibly go wrong :-)","author":"daflip","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","dry_humor"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641229"},{"id":"b03276b6-cdbd-49ef-b36a-1a3d9c930bf7","source":"hackernews","source_id":"48641154","content_type":"comment","title":null,"body_preview":"This is how you do it when you're not AS childish. You go \"here's a model for cybersecurity\" and put a price on it. I know they're releasing it to some vendors first, etc. but the lack of a clown spec","author":"lionkor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641154"},{"id":"11c08590-f6c9-493f-ad3a-761a97f878ef","source":"hackernews","source_id":"48642772","content_type":"comment","title":null,"body_preview":"Since this is more powerful than Fable in some of the benchmarks, surely it'll also get export controls... right? Right?","author":"KronisLV","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642772"},{"id":"8a301409-16d1-4176-97dc-8aa0fd31a35f","source":"hackernews","source_id":"48641364","content_type":"comment","title":null,"body_preview":"It's a pretty interesting opportunity. I wonder if they will reach to companies and tell them how many things they could fix and how many are critical, before selling them the solution.","author":"tetrisgm","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641364"},{"id":"42eeaddd-4082-49a0-93c6-3b6aa7c95560","source":"hackernews","source_id":"48646285","content_type":"comment","title":null,"body_preview":"Security is a great business model. You sell locks, and if thieves break in, you sell more and stronger locks. There are no consequences for the lock-maker. Similarly, AI tools can both find and fix v","author":"bwfan123","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","natural_digression","platform_fluency"],"bot_score":0.25408520829727554,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646285"},{"id":"9a7b00cd-6f63-49ef-8580-2a860bdb01c2","source":"hackernews","source_id":"48641876","content_type":"comment","title":null,"body_preview":"Would love to see the benchmark comparison between Mythos / Fable and GPT-5.5-Cyber","author":"GL26","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.1397455199679255,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641876"},{"id":"c2c213d7-6ebb-4756-b219-309ed911ba1b","source":"hackernews","source_id":"48647515","content_type":"comment","title":null,"body_preview":"Realistically, what can these types of commitments look like for the AI frontier companies, moving forward?\nThey're releasing ever more powerful models with stronger offensive capabilities. So do they","author":"Oarch","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647515"},{"id":"8752d2ec-089c-4a4f-9e4c-1633ca575c28","source":"hackernews","source_id":"48641527","content_type":"comment","title":null,"body_preview":"No one commenting on the fact that oAI is releasing a Claude Mythos-class model - with apparent 0 restrictions or concerns by the US government, while Anthropic's (their competitor) model has been pul","author":"mentalgear","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641527"},{"id":"6601b51b-3dd2-42d3-9e82-83826797cda1","source":"hackernews","source_id":"48646156","content_type":"comment","title":null,"body_preview":"Is it only my feeling, that the US government rolled back the Fable release, because they wanted their guy to get to the market before Anthropic?","author":"kstkrv","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646156"},{"id":"a1380926-95e2-422e-969a-8e5ca69dd927","source":"hackernews","source_id":"48642499","content_type":"comment","title":null,"body_preview":"I see a lot of knee-jerk comments to this, but I highly recommend running a scan  ( https://openai.com/daybreak/codex-security-plugin/#codex-cli ) in your projects so you can evaluate it yourself. It ","author":"Recursing","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642499"},{"id":"971ea2ca-0410-42a2-a112-3ef8b00795fe","source":"hackernews","source_id":"48642636","content_type":"comment","title":null,"body_preview":"I read this news as white noise because there is no scenario in which I will be allowed access to this model. First, I happen to be a citizen of a country that is not the USA. What's more shocking is ","author":"egorfine","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.12411620137912853,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642636"},{"id":"e7094180-bf8e-4e72-8f8e-8762869a5289","source":"hackernews","source_id":"48641731","content_type":"comment","title":null,"body_preview":"Ok so why I don’t have access to this if I already pay for the max plan? Should I pay a security researcher to run codex on my code? Is this how it is supposed to work? Let’s hope we get some real cyb","author":"theplumber","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641731"},{"id":"981edd28-7e7c-4ecf-9357-76613fca2248","source":"hackernews","source_id":"48647893","content_type":"comment","title":null,"body_preview":"\"trusted defenders\" sounds really Orwellian. Reminds me of EU's \"trusted flaggers\": https://digital-strategy.ec.europa.eu/en/policies/trusted-fl...\nI don't trust any of these people. Meanwhile I'm pay","author":"jasonvorhe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","personal_experience","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647893"},{"id":"b5397131-a6e6-447b-aad7-47c5a587c571","source":"hackernews","source_id":"48641338","content_type":"comment","title":null,"body_preview":"I don't know what the solution to this is, but I find it somewhat unfair that I pay money to Anthropic, and I pay money to OpenAI, and neither of them will let me use their best models for securing th","author":"taspeotis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641338"},{"id":"d40d3539-7fd6-4815-b2b6-24e893c86af6","source":"hackernews","source_id":"48649853","content_type":"comment","title":null,"body_preview":"For PNG, there’s ”pngcrush”: <https://pmt.sourceforge.io/pngcrush/>","author":"teddyh","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649853"},{"id":"6de827a0-9ca5-484c-96f3-8a6892462a68","source":"hackernews","source_id":"48646193","content_type":"comment","title":null,"body_preview":"Cool effort! I appreciated the background into the why, as initially I thought this would have to do with optimizing animated GIFs and didn't realize there was a usecase for single frame GIFs anymore.","author":"kernelbugs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646193"},{"id":"8fabb109-1ef8-4e59-8f51-a2f9acd9e1ab","source":"hackernews","source_id":"48647452","content_type":"comment","title":null,"body_preview":"Love the goal of supporting ancient browsers. What I’m missing in the article about images is images. For example the achieved results and some table of the amount of space saved using the compression","author":"Stitch4223","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647452"},{"id":"9b709e24-fdc1-4000-ad99-76cab5e03036","source":"hackernews","source_id":"48648597","content_type":"comment","title":null,"body_preview":">  We need to be careful here, because finding the actual best compression for an arbitrary format can be equivalent to solving the halting problem.\nI don't see why that would be relevant here.  The g","author":"BigTTYGothGF","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648597"},{"id":"eab082cf-700f-4e4a-ae6f-77b939972fe9","source":"hackernews","source_id":"48648335","content_type":"comment","title":null,"body_preview":"Neat. I tested it and here were my results:\nffmpeg conversion: 1,515 bytes, 0.05s\nzgif conversion: 1,479 bytes, 90.1s\nI used cursor to port it to rust as well, and it got the conversion time down to 2","author":"jjcm","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.041125442673167485,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648335"},{"id":"b4e66ecb-1c06-40e0-b83a-83da64c026b0","source":"hackernews","source_id":"48646820","content_type":"comment","title":null,"body_preview":"> Here I should note that Python is not the best choice for CPU-bound software. I want to take the opportunity to learn Zig.\nFor optimizing CPU-bound operations in Python, there’s some low hanging fru","author":"gsquaredxc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646820"},{"id":"097e31a1-65c7-485c-aa1d-1a053e4d997f","source":"hackernews","source_id":"48645086","content_type":"comment","title":null,"body_preview":"Flagging a serious topic like this indicates motive in a way that's unbecoming.","author":"josefritzishere","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645086"},{"id":"b9b3b204-b3e4-436b-982b-946fe5fbdf68","source":"hackernews","source_id":"48642974","content_type":"comment","title":null,"body_preview":"We need to build beach resorts, with casinos and golden statues!","author":"utirrjrk","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642974"},{"id":"063a5b81-db68-4386-8b6d-f9ac163c6ff0","source":"hackernews","source_id":"48650037","content_type":"comment","title":null,"body_preview":"Were are the UN sanctions on Israel? Still none? UN can go f*k themselves then.\nNeeding so many years to get the courage to say the world genocide, where everybody had seen for years Israel turning li","author":"pvaldes","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1536771112044747,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650037"},{"id":"6fefbfef-aabd-4f45-a505-d9dcefa09ade","source":"hackernews","source_id":"48643038","content_type":"comment","title":null,"body_preview":"The excuse will be that these are just casualties of war and we'll shrug it off and move on, whereas the imaginary beheaded babies from October 7 are unforgivable and excuse any action on Israel's beh","author":"isgb","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":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643038"},{"id":"127eb94d-5670-441c-8d10-0d2927a99f0d","source":"hackernews","source_id":"48648035","content_type":"comment","title":null,"body_preview":"See also this This American Life episode, where doctors visiting Gaza saw a disturbing number of children with direct gunshot wounds to the head and chest: https://www.thisamericanlife.org/859/transcr","author":"tastyface","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.24150374992788443,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648035"},{"id":"827fe949-65aa-45e4-8a8f-23b30734bd6b","source":"hackernews","source_id":"48642980","content_type":"comment","title":null,"body_preview":"If you try very hard, you can understand the reason for bombardment, at least from the BEGINNING. Surely, not the reason for killing these poor children.\nBut I never came to better conclusion about We","author":"hsuduebc2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642980"},{"id":"f724a8f2-9c37-4f98-a120-b530ab944e29","source":"hackernews","source_id":"48643297","content_type":"comment","title":null,"body_preview":"If your state finds that it needs to murder children in its defense then it is a failed state and should be refactored by its citizenry, immediately.\nBecause that which war criminals bring to their vi","author":"aa-jv","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643297"},{"id":"b249be72-0ab1-4cca-b193-724e273dfcb0","source":"hackernews","source_id":"48643027","content_type":"comment","title":null,"body_preview":"This is really sickening - if North Korea or any other less connected country did this, you would quickly see their national (tech) companies being sanctioned by the west. I never understood how a cou","author":"mentalgear","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643027"},{"id":"4f00659c-be3a-40f4-8e01-2c7359a60ac6","source":"hackernews","source_id":"48642972","content_type":"comment","title":null,"body_preview":"Anybody surprised at this point? In any case, this is the same UN that has accepted israel, and israel lobbied US vetoes to Palestine entry into the UN again and again, even then a broad majority of t","author":"pelagicAustral","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642972"},{"id":"83f28f25-12f5-4d81-965a-228dd03ac8ce","source":"hackernews","source_id":"48652034","content_type":"comment","title":null,"body_preview":"There's only one honorable response, and it couldn't be simpler: A complete and immediate arms and dual-use technology embargo of Israel, combined with more general sanctions.  South Africa should be ","author":"A_D_E_P_T","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652034"},{"id":"3c316235-b3bd-45e0-909d-fcb050bb9970","source":"hackernews","source_id":"48642971","content_type":"comment","title":null,"body_preview":"Maybe to spark curious conversation, when a world power seems to be supportive of actions that an international body considers negative, what structure can help resolve these? It does seem like UN is ","author":"cognitiveinline","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642971"},{"id":"48acaa0c-99ed-461f-a995-1cfdccab44b6","source":"hackernews","source_id":"48652518","content_type":"comment","title":null,"body_preview":"“Systematic deliberate targeting of children as policy”.\nI don’t see why this is controversial.\nPro-Palestine people have seen the overwhelming field reports that prove this and Pro-Israel people actu","author":"henry2023","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness","strong_opinions"],"bot_score":0.3748370832612178,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652518"},{"id":"d431600e-9147-47c8-ad01-5af6d079266f","source":"hackernews","source_id":"48651742","content_type":"comment","title":null,"body_preview":"I sort of disagree. I love summaries. I prefer human-written ones because they're far more trustworthy, but a machine-written one can save me from pointlessly skimming pages of something that turns ou","author":"nicbou","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651742"},{"id":"6f062732-c106-4fa5-aee2-1ab84b67df55","source":"hackernews","source_id":"48651464","content_type":"comment","title":null,"body_preview":"There is too much content and not enough time.\nI can read a summary and get the gist then decide if I want to read the full thing, or I can bypass it and not interact at all.\nI chose the former.\nDirec","author":"suprjami","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","specific_example"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651464"},{"id":"306e572d-e5f2-4117-a974-4bf56404a992","source":"hackernews","source_id":"48644700","content_type":"comment","title":null,"body_preview":"This is the future of scientific publishing, pdf is so boring.","author":"hamburgererror","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.33915414066556504,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644700"},{"id":"cc09dbf3-8de4-48fe-9571-dab0474099ee","source":"hackernews","source_id":"48644649","content_type":"comment","title":null,"body_preview":"Can someone tell me why cellular automata are suddenly everywhere? I've seen ~10 articles regarding them in the last month.","author":"skimmed","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.28073894609327676,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644649"},{"id":"d6313d39-69c7-45d9-8b55-a08b81bd0174","source":"hackernews","source_id":"48644064","content_type":"comment","title":null,"body_preview":"could something similar be used for texture synthesis ? of course the particles will need to be arranged in a grid and everything, or maybe recreate the texture by interpolating between the particles ","author":"Jgoauh","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644064"},{"id":"4d66332d-80f0-4b10-972c-29c33ad98768","source":"hackernews","source_id":"48643327","content_type":"comment","title":null,"body_preview":"This is super cool, great work. Is there a video or demo of the 3D point cloud \"gaussian splat\" like experiments?","author":"mattdesl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643327"},{"id":"27084075-f5c2-43c0-a5e4-90d75afe997d","source":"hackernews","source_id":"48642505","content_type":"comment","title":null,"body_preview":"Super cool work!!! Do you think it would be possible to do something like cell division here?","author":"afrodisiac","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642505"},{"id":"2e249e03-e0d1-4998-9c70-7f3c85607fad","source":"hackernews","source_id":"48643586","content_type":"comment","title":null,"body_preview":"Found it much interesting that i could mess up a pattern enough that it couldn't re-form.\nWould be fun if selecting a new pattern didn't refresh the image as it is. Although maybe that's a requirement","author":"sixeyes","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643586"},{"id":"51a2b0bf-88da-46ca-8109-53b26cd02c40","source":"hackernews","source_id":"48644854","content_type":"comment","title":null,"body_preview":"On the outside it looks very similar to what Michael Levin found on electrical communication between living cells. There too, the organism's cells were able to structure and repair their larger-scale ","author":"waerhert","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644854"},{"id":"6309bcba-c379-49b2-9c83-6544a4666a79","source":"hackernews","source_id":"48649353","content_type":"comment","title":null,"body_preview":"How does this relate to https://cells2pixels.github.io/ ?","author":"meta-level","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649353"},{"id":"49be5154-552d-4ce0-8427-16a870f46bab","source":"hackernews","source_id":"48647105","content_type":"comment","title":null,"body_preview":"What does an open source project get from this? Supporting s390x can be a pain. Their CI instances are over provisioned and time-out, sometimes odd failures due to the odd architecture, maybe performa","author":"rdtsc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647105"},{"id":"53c16953-1c24-4f4f-b46d-d71d364e16d8","source":"hackernews","source_id":"48649747","content_type":"comment","title":null,"body_preview":"Open source on the most closed and expensive hardware platform available where IBM charges you for every instruction cycle.","author":"throwawaypath","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1553560655328984,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649747"},{"id":"5c44d0c0-25fd-42c9-9374-8c3731b9b285","source":"hackernews","source_id":"48649334","content_type":"comment","title":null,"body_preview":"> The business is sucker farming: manufacturing a product whose counterparty is a retail customer who does not understand that he is the one being farmed. It could have played by the existing rules. I","author":"simonebrunozzi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649334"},{"id":"304ca429-6c10-4fc1-8fc3-0cf68ed8a117","source":"hackernews","source_id":"48650459","content_type":"comment","title":null,"body_preview":"I worked in Web3 for 2 years after getting poached from a very vanilla non-crypto tech role. Everyone here is talking about the scams and crime but I haven’t seen anyone mention how disinterested ever","author":"cryptoisgrift","classification":"human_created","confidence":0.85,"indicators":["self_reference","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650459"},{"id":"05619cb3-4081-4b83-8010-6df5729eecb9","source":"hackernews","source_id":"48642930","content_type":"comment","title":null,"body_preview":">  A shadow dollar system, newly blessed by federal statute, is quietly migrating the savings of the global poor onto the balance sheets of a handful of opaque private companies.\nI'm out of the loop o","author":"titanomachy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642930"},{"id":"61a394ad-b46e-46cc-a1f0-17d19bd225da","source":"hackernews","source_id":"48646431","content_type":"comment","title":null,"body_preview":"This guy has been preaching against crypto for years, to the point of leaving the Haskell ecosystem just because the language was being used by Cardano. At some point you have to wonder what's going o","author":"valcron1000","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646431"},{"id":"c8fa260c-b75a-4298-9a89-1452e3164d25","source":"hackernews","source_id":"48651627","content_type":"comment","title":null,"body_preview":"I appreciate the analysis here, but the prose is giving me serious LLM vibes, and perhaps not coincidentally is verbose and repetitive. Sad if a talented author chose to give up his human voice.","author":"senderista","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651627"},{"id":"e6066db6-244c-4200-ad90-aaa11b85a208","source":"hackernews","source_id":"48643251","content_type":"comment","title":null,"body_preview":"I wish I could just read the prompt rather then the very long article full of tiny mistakes that was generated from it.","author":"SonOfLilit","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643251"},{"id":"be3c1ddc-3a27-4a34-b756-6c3abd53f7e3","source":"hackernews","source_id":"48642944","content_type":"comment","title":null,"body_preview":"Note that this post includes a major spoiler for the show The Good Place.  The show is fantastic, so I'd suggest not reading unless you've already finished season 1, or have decided it's not for you.","author":"SquareWheel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642944"},{"id":"38f886a2-aac4-4eff-8136-77d5e5c04b99","source":"hackernews","source_id":"48646142","content_type":"comment","title":null,"body_preview":"I think the problem of crypto for mainstream usage was that it had no real purchasing power on its own. Every time you want to buy a good with crypto you have to pay the current market value of the co","author":"BadBadJellyBean","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646142"},{"id":"6c7bb773-7a33-490a-80f8-a6d171ac4d18","source":"hackernews","source_id":"48646596","content_type":"comment","title":null,"body_preview":"Crypto has been the bad place for almost 10 years.  It lost it's shot at being mainstream when Steam stopped accepting Bitcoin payments due to price instability.","author":"falsemyrmidon","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646596"},{"id":"8fad3ea2-2b69-496e-a70a-1e6ffc1fbd25","source":"hackernews","source_id":"48643473","content_type":"comment","title":null,"body_preview":"I do agree that there's a huge amount of fraud and scams, and obviously that's only got worse since the President of the US started being part of that ecosystem.\nBut at the same time there is also fin","author":"mcintyre1994","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","missing_platform_voice","genuine_specificity"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643473"},{"id":"e29c3f67-fcf4-40d9-a779-16a24bbf2244","source":"hackernews","source_id":"48643203","content_type":"comment","title":null,"body_preview":"Isn’t this related to financial nihilism where normal people can’t invest or earn enough to grow money for basic life costs like housing and college with standard investments or jobs. They need a moon","author":"nytesky","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_depth"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643203"},{"id":"45286b62-125c-4aee-b9a9-77ae79cd1792","source":"hackernews","source_id":"48652401","content_type":"comment","title":null,"body_preview":"Two of many things to answer:\n1. Why must an industry provide public good? How do you define public good? If it must, can your claim be proved objectively without relying on feels? All these articles ","author":"d4ng","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652401"},{"id":"b43a5be3-c770-4190-8b7b-8dc1340650b2","source":"hackernews","source_id":"48643170","content_type":"comment","title":null,"body_preview":"I've been sharing author's view for quite a while now, namely that there must exist a market of goods to give a currency real value.\nBut I must contradict the author, because there is a market of good","author":"INTPenis","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643170"},{"id":"36b7fd34-1124-4a1c-9efb-ce706dea0f32","source":"hackernews","source_id":"48642928","content_type":"comment","title":null,"body_preview":">Meet Mike. Mike is a college freshman who is exposed to crypto through social media. He downloads Coinbase, buys ten dollars of CumRocket because his friend group is in on it, watches the price move,","author":"thrownawaysz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642928"},{"id":"0060a637-efe7-4723-becf-cfb14c441e61","source":"hackernews","source_id":"48643090","content_type":"comment","title":null,"body_preview":"Actually, this industry routinely runs what you'd call \"hero marketing,\" and what makes it especially dangerous for young people is that they're being sold success stories by actors playing people who","author":"jdw64","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","uniform_paragraph_rhythm","over_qualification","absence_of_personality","platform_fluency"],"bot_score":0.2197224330712273,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643090"},{"id":"18c83fa4-12ab-4b12-94ed-ce40fbe7828c","source":"hackernews","source_id":"48644352","content_type":"comment","title":null,"body_preview":"Agree re. prediction markets and predatory marketing but disagree so hard with this\n> The private interest is genuine, a global market's appetite for a frictionless way to hold dollars, captured by th","author":"cherryteastain","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.10121145841634627,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644352"},{"id":"fe6913ab-d27d-4ca6-b98d-cc9b8f719d2e","source":"hackernews","source_id":"48643283","content_type":"comment","title":null,"body_preview":"Having worked in crypto analytics briefly, normal people have no clue how much fraud and scams are happening in crypto at the exchange level.\nFTX collapsed and was caught but more conservative crypto ","author":"aurareturn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference","absence_of_ai_signals"],"bot_score":0.12261757614705895,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643283"},{"id":"9375db97-ae60-4d0c-87bb-61cf20774082","source":"hackernews","source_id":"48643173","content_type":"comment","title":null,"body_preview":"Cryptocurrency is very much a double edged sword, on one hand it enables people to transact monetary value bypassing for-profit operators such as western union and paypal as well as hinders corrupt go","author":"himata4113","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.13863419166843244,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643173"},{"id":"182ef06c-4464-477a-9cb3-a6429c89b292","source":"hackernews","source_id":"48644724","content_type":"comment","title":null,"body_preview":"Two things can be true at the same time:\n- Bitcoin was and is a massive, historic accomplishment in creating digital scarcity for the first time and the long term effects are still playing out.\n- Virt","author":"epochbtc","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","semantic_specificity","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644724"},{"id":"ef9544db-fcd3-45e5-8605-0fbb0fe8b3e2","source":"hackernews","source_id":"48643201","content_type":"comment","title":null,"body_preview":"I've been deep into crypto for years and I was a big stablecoin supporter. I was fascinated by the tech and I still am.\nBut everything outside the tech itself is just trash, scams, and gambling. I've ","author":"alehrs","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","personal_experience","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643201"},{"id":"dc2de257-8556-4d20-8790-b76dcc64d91e","source":"hackernews","source_id":"48646210","content_type":"comment","title":null,"body_preview":"Hi HN,\nI built treedocs, a CLI that shows a tree of your file structure, side-by-side with docs.\nThe idea is simple: your filesystem already tells you what exists, but not what each path is for. treed","author":"DandyLyons","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","niche_expertise","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646210"},{"id":"fa4d908f-ec7c-4141-bd25-3123c4f6c52f","source":"hackernews","source_id":"48646949","content_type":"comment","title":null,"body_preview":"Why is @DandyLyons' comment flagged and dead?\nLike ... what's wrong with what he posted?\nI've seen thousands of Show HNs here, for like a decade. Very similar to this.\nWhat rule did he break?","author":"moralestapia","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.07215096984736234,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646949"},{"id":"d5cd6342-cb58-46dd-be5d-4d7b54df037d","source":"hackernews","source_id":"48647999","content_type":"comment","title":null,"body_preview":"This is very good - I have found that well-designed progressive disclosure systems like this tend to be far more effective and performant than cookie-cutter semantic / encoding-based RAG systems. Agen","author":"miketromba","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647999"},{"id":"00bf57a0-0362-4402-8ed1-55212a3f78de","source":"hackernews","source_id":"48647359","content_type":"comment","title":null,"body_preview":"Maaan, this seems so great except it's MacOS only.","author":"matneyx","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647359"},{"id":"5fa2de80-bb93-4726-8255-717a1a1cea31","source":"hackernews","source_id":"48648477","content_type":"comment","title":null,"body_preview":"I made a similar kind of tool [0] to scratch this itch too. Hashes all your files and adds a short llm summary for each one so Claude/Codex can quickly explore rather than load all those files into co","author":"tristanMatthias","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","self_reference"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648477"},{"id":"860923f5-b4aa-464a-827a-dcffb83bbf9b","source":"hackernews","source_id":"48652643","content_type":"comment","title":null,"body_preview":"For convenience: https://xcancel.com/i/status/2069486595917402117","author":"CamperBob2","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652643"},{"id":"32bb4e5d-d5d6-4d34-a896-6f7dbf7ec830","source":"hackernews","source_id":"48652638","content_type":"comment","title":null,"body_preview":"Compaing AI datacenters (which haven't proved to benefit most people, especially the ones near such DC) to nuclear is a really dumb analogy.","author":"vekntksijdhric","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652638"},{"id":"b11a64d0-3e72-4ddc-be1e-1d495f97df90","source":"hackernews","source_id":"48652590","content_type":"comment","title":null,"body_preview":">I consider it a tragedy that anti-nuclear efforts largely strangled nuclear power in the US based on vibes\nThis is not a strong analogy in support of AI data centers. Power utilities are heavily-regu","author":"1shooner","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652590"},{"id":"4093055d-2dc8-4075-959e-2491f5bf90af","source":"hackernews","source_id":"48646218","content_type":"comment","title":null,"body_preview":"This is great. So proper 386 on an fpga? How cool is that.","author":"majke","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646218"},{"id":"dc2aeeea-51a9-479e-aa14-44b46714ab13","source":"hackernews","source_id":"48650509","content_type":"comment","title":null,"body_preview":"I wonder how the logic worked in the previous version without early start.  Was it relying upon the address calculation speed to settle the outputs really quickly?  Was it inserting or stretching cycl","author":"JdeBP","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650509"},{"id":"490efbe5-4177-4483-943d-e25944f73f85","source":"hackernews","source_id":"48647911","content_type":"comment","title":null,"body_preview":"Wow has HN ever taken a turn. What would have once been a conversation about the vehicle has turned into non stop police hatred. Good job - you’ve all become parrots!\nIt’s especially funny because the","author":"hluska","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647911"},{"id":"92239352-2d46-4210-b419-bda2e78d096e","source":"hackernews","source_id":"48645575","content_type":"comment","title":null,"body_preview":"> Often officers simply wanted photographs. Other times they invented reasons to start a conversation.\nWho knew that abuse of privilege could be fun! But then I think it's only natural that the LEOs o","author":"classified","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645575"},{"id":"d95677f6-ddc2-4721-9ce3-c6755c2af2d0","source":"hackernews","source_id":"48643164","content_type":"comment","title":null,"body_preview":"So many comments in the previous thread and no one mentions the banana car from Bloodhound Gang - Foxtrot Uniform Charlie Kilo video.","author":"inglor_cz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.17424242424242423,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643164"},{"id":"49b2ffe8-fd08-4b12-b430-6d31acfbb918","source":"hackernews","source_id":"48641659","content_type":"comment","title":null,"body_preview":"There are many of these “art cars” out there. See https://lesblank.com/films/automorphosis-by-harrod-blank/","author":"ljsocal","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48641659"},{"id":"02d3ea62-6663-4dea-9635-8e4fd8fcf21d","source":"hackernews","source_id":"48646723","content_type":"comment","title":null,"body_preview":"I'm glad the owner takes it lightly, but isn't this actually an abuse of power? If I can't pull someone over because I want a photo with their car... cops shouldn't be able to either, right?","author":"micromacrofoot","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646723"},{"id":"a6c2b6ae-718b-4652-9c6c-9f83c00e2ccb","source":"hackernews","source_id":"48646181","content_type":"comment","title":null,"body_preview":"Are you driving a banana, or are you happy to see me?","author":"NoSalt","classification":"human_created","confidence":0.85,"indicators":["cultural_references","terse_replies"],"bot_score":0.16576285943274532,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646181"},{"id":"3b465dc5-bf8c-4fc3-afcc-4ffc50e46d45","source":"hackernews","source_id":"48650391","content_type":"comment","title":null,"body_preview":"Was just reading the title and thinking it's a new and upgraded image gen model from Google.. Anyone else?","author":"soleveloper","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650391"},{"id":"3d995b15-dec7-49f0-ab17-1c94906d0bcf","source":"hackernews","source_id":"48647595","content_type":"comment","title":null,"body_preview":"How does this work with registration? Like what would they put for make and model for the car? I imagine there has to be a way to add custom cars to it.","author":"exegete","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647595"},{"id":"91c6d010-60d3-452d-9742-716828c2218b","source":"hackernews","source_id":"48646589","content_type":"comment","title":null,"body_preview":"I saw this very banana car while I was having brunch Sunday morning in Ballard Seattle!","author":"verst","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646589"},{"id":"0f6a8177-8e32-4bfa-82cf-f268ee14742b","source":"hackernews","source_id":"48646842","content_type":"comment","title":null,"body_preview":"Super cool article, love how the driver got bored of car shows and wanted to do something different. Article doesn't appear to mention any of the engine or chassis specifics?!\nReminds me of Dumb and D","author":"dieselgate","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","cultural_references","imperfect_expression"],"bot_score":0.05708240575480271,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646842"},{"id":"877b0c88-8772-4a8f-97a3-42ddb3a864c3","source":"hackernews","source_id":"48645212","content_type":"comment","title":null,"body_preview":"That's a good looking car. I wish there were more of these on the roads.","author":"dwa3592","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.11309567273876239,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645212"},{"id":"bff9b672-d50d-4c6f-bdc6-ea830990a6e3","source":"hackernews","source_id":"48647785","content_type":"comment","title":null,"body_preview":"The giant banana was spotted in West Seattle yesterday! https://westseattleblog.com/2026/06/seen-in-west-seattle-the...","author":"aaronbrethorst","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.10198451749796474,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647785"},{"id":"d1e0e818-62b1-4b12-a877-4d7b41bdaa5b","source":"hackernews","source_id":"48647660","content_type":"comment","title":null,"body_preview":"Have any of you seen the Weiner mobile?\nThat thing is so cool and I've seen it in the wild a few times.","author":"avgDev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.20923266676003024,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647660"},{"id":"aad0241e-9fc5-4c6e-b9d8-87f22f461ac3","source":"hackernews","source_id":"48647707","content_type":"comment","title":null,"body_preview":"He should keep a log book for his police encounters, categorized by ticket with every cop putting their name and number into it so he can show the cops how often they waste everybody's time...","author":"TomK32","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647707"},{"id":"20168771-f62a-47d2-a057-9678737477f7","source":"hackernews","source_id":"48614150","content_type":"comment","title":null,"body_preview":"Discussion yesterday (168 points, 92 comments) https://news.ycombinator.com/item?id=48601420","author":"gnabgib","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.17222222222222222,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614150"},{"id":"3c57192c-ccf7-4f46-bfb1-484b0727cf05","source":"hackernews","source_id":"48647329","content_type":"comment","title":null,"body_preview":"> A Montana police officer spotted the giant banana rolling through Billings on Wednesday afternoon and did what countless law enforcement officers have done before him.\nBoys in the blue in Montana,\nP","author":"kazinator","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","humor_authenticity","absence_of_ai_signals"],"bot_score":0.13971753908251366,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647329"},{"id":"cd36c6ec-289b-4ff3-98af-d73f4bab488e","source":"hackernews","source_id":"48650727","content_type":"comment","title":null,"body_preview":"I'm a bit confused. In my world, \"I own it\" means it's running on hardware physically in my control, by default physically in my possession, and nobody can turn off my account...","author":"Hizonner","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650727"},{"id":"c73a13c3-3460-48c4-834f-a07f34078363","source":"hackernews","source_id":"48651309","content_type":"comment","title":null,"body_preview":"FYI, it seems Modal will add $70 to your free \"standard\" accounts when you try out Endpoints.","author":"DIVx0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651309"},{"id":"67bb6194-3777-40be-b2d8-f8df7146cf9b","source":"hackernews","source_id":"48646382","content_type":"comment","title":null,"body_preview":"HARD disagree. Watch “the business of being born”. We’ve turned a fairly routine extremely biologically conserved process into this insanely traumatic experience.","author":"kshahkshah","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","specific_recommendation","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646382"},{"id":"798085cc-3954-463c-ace3-e188d34bf87b","source":"hackernews","source_id":"48648113","content_type":"comment","title":null,"body_preview":"Epidurals apparently also reduce the likelihood of birthgasm","author":"readthenotes1","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648113"},{"id":"8b5084c1-ec9e-4cc9-945a-c5906bf0fd65","source":"hackernews","source_id":"48647966","content_type":"comment","title":null,"body_preview":"... Except when they injure your spine, like with one of my friends. I'm not sure why women choose painless childbirth, which is not only potentially bad for them, but for their newborns as well. My w","author":"nikolay","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647966"},{"id":"48eac8c4-2bc4-4329-9a2f-0cb7256e3d2e","source":"hackernews","source_id":"48644509","content_type":"comment","title":null,"body_preview":"I've woken up from surgery with an epidural that had a leak. That wasn't fun.\nIt made it emotionally difficult to get surgery again.","author":"Findecanor","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644509"},{"id":"452aa720-c035-4720-a714-b17f98661cb5","source":"hackernews","source_id":"48645878","content_type":"comment","title":null,"body_preview":"Interesting to find out that the contents of epidurals are not standardized across facilities.  If that is the case, then how can one definitely opine on the safety of them when the contents are local","author":"economistbob","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645878"},{"id":"8295e27e-c06a-4340-bf31-7f275c5733aa","source":"hackernews","source_id":"48644654","content_type":"comment","title":null,"body_preview":"It was surprising to see incidence of death by cesarean is almost 13 per 100k. It is commonly thought as the safest way and half of all births in my country are via cesarean.","author":"Roark66","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","missing_platform_voice","semantic_blandness"],"bot_score":0.20876033343798095,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644654"},{"id":"7f094a5a-e001-482e-a050-6c749a88a711","source":"hackernews","source_id":"48645109","content_type":"comment","title":null,"body_preview":"Here in Argentina the nurses discourage you to seek it, then they blame the anesthesiologist is not available. We have had 2 with cesarian and one friend was in so much pain that she had to ask for a ","author":"stivatron","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645109"},{"id":"02cd1dd8-4a24-4b8d-afd7-c6d99294e109","source":"hackernews","source_id":"48645448","content_type":"comment","title":null,"body_preview":"I've heard a few times now that giving birth while lying on the back is a relatively modern invention and that for most of history women adopted squatting or leaning forward positions.[1] And that the","author":"mef51","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645448"},{"id":"0f457207-8035-48d4-800e-2da70bf410c8","source":"hackernews","source_id":"48652581","content_type":"comment","title":null,"body_preview":"Anecdata, but I spoke to a mom here who declined an epidural during childbirth by choice. Her son is a champion big wave surfer.","author":"slopdetector","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652581"},{"id":"0f9ca2e9-0928-4f16-a1da-bc3a02c82028","source":"hackernews","source_id":"48645952","content_type":"comment","title":null,"body_preview":"There's a very strong podcast series about the common failure of Epidurals: \"The retrievals\" season 2, by serial productions.\nI found it rather eye-opening. The series includes reporting on a conferen","author":"rocqua","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":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645952"},{"id":"af5b6128-3f63-405c-b5c0-cd0b3e92d3ef","source":"hackernews","source_id":"48611328","content_type":"comment","title":null,"body_preview":"Male scheduled for my 3rd epidural with steroids next week for on-going spinal stenosis, relieves pain for a few days, then back to pain.\nWill go for minimally invasive micro laminectomy next, tired o","author":"DivingForGold","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","self_reference","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611328"},{"id":"ad1795b3-d922-42ff-868b-8b3b406648ff","source":"hackernews","source_id":"48652636","content_type":"comment","title":null,"body_preview":"My wife had knee replacement surgery two weeks ago. She was given an epidural for the procedure and it worked well for her. Our two children were born back in 79 & 82 (20th century) and epidurals were","author":"johnp314","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652636"},{"id":"58f6336b-7ade-4fbc-986f-343b79f5b9cf","source":"hackernews","source_id":"48648540","content_type":"comment","title":null,"body_preview":"Actual title, original title: Spying on kids to protect kids from spying is very, very stupid","author":"1vuio0pswjnm7","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1449247631061012,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648540"},{"id":"aa2b63bd-856a-4090-aaad-99dda0e9bf2f","source":"hackernews","source_id":"48645817","content_type":"comment","title":null,"body_preview":"Could we instead disallow algorithmic skinner-box addiction machines for everyone?","author":"actionfromafar","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645817"},{"id":"0e144fe9-ef48-46bc-b5ae-2e6ab66c4a67","source":"hackernews","source_id":"48647776","content_type":"comment","title":null,"body_preview":"Could we step back a little and maybe revisit the premise that we need the gov't to be protecting children to begin with?  That's what parents are supposed to be doing.","author":"rootusrootus","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647776"},{"id":"fa7fadcd-513a-4c17-b5d1-0b6532436dd5","source":"hackernews","source_id":"48649261","content_type":"comment","title":null,"body_preview":"There are at least two methods to verify age without disclosing identity:\n1) Yubikey-like tokens supporting attestation and sold at places not accessible to minors like liquor stores\n2) \"parent mode\" ","author":"codedokode","classification":"ai_generated","confidence":0.85,"indicators":["list_heavy_advice","semantic_blandness","absence_of_personality"],"bot_score":0.14424003046809467,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649261"},{"id":"0114ad95-3dbd-412c-9033-785aadfa7376","source":"hackernews","source_id":"48651192","content_type":"comment","title":null,"body_preview":"I see that one point of criticism of the EUId is that people think it will lead to bad things because people will need iOS or android.\nOk, we are an international collective of wealthy nerds obsessed ","author":"niemandhier","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651192"},{"id":"e331a84c-b8a2-4e2c-80ea-bfcf82b914fd","source":"hackernews","source_id":"48651161","content_type":"comment","title":null,"body_preview":"No one in politics is going to listen unless solutions are provided.\nGovernment research departments like DoD and CSIRO could commission work to solve this problem, that’s how we used to do this.\nRely","author":"cadamsdotcom","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.11142837834247277,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651161"},{"id":"0220efa5-1088-460a-99ff-bfbf1bc10bcf","source":"hackernews","source_id":"48648579","content_type":"comment","title":null,"body_preview":"Age Verification is not about “saving kids from spying/social media”.\nSame as Regulatory Encryption Backdoors are not about “protecting kids from child predators”\nThis is framing.\nAbusing kids is bad.","author":"catoc","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648579"},{"id":"d6971073-b1ad-4bd8-be04-829bac26fd44","source":"hackernews","source_id":"48648210","content_type":"comment","title":null,"body_preview":"The slippery slope argument is hugely valid, but having kids not have access to alcohol, porn and guns is very normal. We don't even discuss it in the 'physical world' because it's absolutely normativ","author":"bluegatty","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.17222222222222222,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648210"},{"id":"4fc3045b-d0fa-435a-a9b4-27d3115417ca","source":"hackernews","source_id":"48647932","content_type":"comment","title":null,"body_preview":"This idea sounds like the death of social media.  Remove anyone under 18 ensures they won't signup after.  Forcing id verification means 70-80% of adult accounts will be dead.  Network effects disappe","author":"ipaddr","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.1116525625938303,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647932"},{"id":"3eff8c0e-648c-4535-8072-ce6005b2acac","source":"hackernews","source_id":"48647153","content_type":"comment","title":null,"body_preview":"The main problem is providing infrastructure for a government that can over use it in future if move to ultra right/left/authoritarian spectrum\nJust for example Russia build infrastructure for blocks ","author":"tom910","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647153"},{"id":"599fc7d1-d373-4ab9-9610-fb11432cbb31","source":"hackernews","source_id":"48651146","content_type":"comment","title":null,"body_preview":"I keep reading about freedom and democracy on Fox News and New York Times. What is that all about?","author":"g42gregory","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651146"},{"id":"4eed3e23-f0f4-407e-b20f-e5f30c782ca1","source":"hackernews","source_id":"48645907","content_type":"comment","title":null,"body_preview":"This reminds me of being refused entry to a nightclub in the US because I’d forgotten my passport, even though I had a European ID card and I’m over 40. Offline, age checks already often become rigid ","author":"anmalkov","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645907"},{"id":"8932c20a-c6ad-4238-8197-8f7d806478f0","source":"hackernews","source_id":"48647884","content_type":"comment","title":null,"body_preview":"We're cooked. The young kids I teach are unfortunately completely accustomed to go guardian spying on them at school. The admin constantly reinforce the need to dissect the internet, treat Chromebooks","author":"techteach00","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","self_reference","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647884"},{"id":"2a208266-5a18-4d9c-b19a-97368068d787","source":"hackernews","source_id":"48647054","content_type":"comment","title":null,"body_preview":"I don’t think saving them from spying is the main concern. Instead it’s the direct negative effects of the usage upon the kids that’s the concern. Not that age verification isn’t problematic","author":"foo-bar-baz529","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19166666666666665,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647054"},{"id":"a8d48f55-9f16-4730-93c7-e7391ab39066","source":"hackernews","source_id":"48645888","content_type":"comment","title":null,"body_preview":"In Canada the approach is going to be that social media and AI companies will need to figure out a system where those under 16 can’t access content. The government will be able to grant exemptions if ","author":"speak_plainly","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645888"},{"id":"d17c8070-56ce-42f5-b7e8-d88c70998d0f","source":"hackernews","source_id":"48652082","content_type":"comment","title":null,"body_preview":"I typed out a whole story and thought better of it.. I never post but this one hits home so hard for things I’ve worked on. I like being alive and would prefer to quietly go work on robots/ai in peace","author":"r-woolsey","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","self_reference","strong_opinions","call_to_action"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652082"},{"id":"a4fb3908-f894-4fe3-85bb-4218e62dd564","source":"hackernews","source_id":"48646046","content_type":"comment","title":null,"body_preview":"My main concern is transparency. How do we know that the ruling/governing class is not abusing these monitoring systems and exempting themselves from monitoring?\nIf we are all subject to the same moni","author":"seethishat","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.25,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646046"},{"id":"507518ab-3567-4ddf-84dc-24242500b2f8","source":"hackernews","source_id":"48648367","content_type":"comment","title":null,"body_preview":"Parents largely control what their kids have access to, whether it requires a device, a data plan, home Wi-Fi, whatever.  Where parents don't/can't control their kids' access, no amount of regulation ","author":"krupan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648367"},{"id":"41727374-d0b3-4864-8d88-bf3a4f8228a6","source":"hackernews","source_id":"48645353","content_type":"comment","title":null,"body_preview":"You can't spy on kids without spying on everyone, and in any case they're interested in the everyone part. Ultimately they want 24x7, realtime facial & biometric monitoring of everyone using any \"appr","author":"Santosh83","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645353"},{"id":"89a5295c-9929-482c-8f2a-49da0a4547c6","source":"hackernews","source_id":"48645333","content_type":"comment","title":null,"body_preview":">\"Age verification\" means that everyone who does anything online will have to submit to fine-grained tracking and recording of all their online activities.\nits been said 1000 times here, but: age veri","author":"john_strinlai","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.11921723195701803,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645333"},{"id":"33682d6e-5ea5-44a8-8eea-562507ac63e0","source":"hackernews","source_id":"48648120","content_type":"comment","title":null,"body_preview":"They claim to be fully resolved as of half an hour ago, but it's still not working for me.","author":"bryanlarsen","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648120"},{"id":"12c51f7f-f083-40f5-98ba-d696b0c4d3ed","source":"hackernews","source_id":"48645595","content_type":"comment","title":null,"body_preview":"Restarted my claude session, by killing my terminal, it worked","author":"GL26","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.1397455199679255,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645595"},{"id":"d6675a6e-1c16-4930-a17a-25944372d4b6","source":"hackernews","source_id":"48645854","content_type":"comment","title":null,"body_preview":"What a coincidence, OpenAI is also down according to Downdetector.","author":"donaldstuck","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645854"},{"id":"62cf2de1-08a3-40de-88d5-90041aa5f5a7","source":"hackernews","source_id":"48645928","content_type":"comment","title":null,"body_preview":"I have two sessions going. One is fine, one keeps timing out. Both Opus 4.8 in Claude code in terminal. Must have them routed to different to different infra that isn’t equally impacted.","author":"eagerpace","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_problem_description"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645928"},{"id":"91ca0a34-50b2-4def-8840-e9a8ef67ee73","source":"hackernews","source_id":"48646146","content_type":"comment","title":null,"body_preview":"Has anyone noticed how changing the viewport changes the uptime percentage?","author":"madeforhnyo","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646146"},{"id":"67fe45e8-c069-4515-b0db-46b44887879c","source":"hackernews","source_id":"48645392","content_type":"comment","title":null,"body_preview":"Getting consistent \"API Error: 500 Internal server error\" messages in Claude Code right now (10:20 AM EST)","author":"rob","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645392"},{"id":"8d1a718b-0c50-41ec-a9d2-1ca025c0d38f","source":"hackernews","source_id":"48645670","content_type":"comment","title":null,"body_preview":"Wonder if in the future that public holidays will = AI services being turned off by gov. killswitch, to encourage people to actually take time off.","author":"gaiagraphia","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645670"},{"id":"0c35220f-0779-4dd2-9d99-3abad59eadd4","source":"hackernews","source_id":"48646323","content_type":"comment","title":null,"body_preview":"I signed up for paid plan on Claude just 3 hours ago for the first time and was scratching my head on how that thing gets praised so much if I can't even send a question half of the time....","author":"cromka","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646323"},{"id":"0dc40604-5045-4a3c-b729-715e76b41ea8","source":"hackernews","source_id":"48645435","content_type":"comment","title":null,"body_preview":"The rainbow has to keep being a rainbow.\nClaudeCode still has a 99.27 % uptime\nClaudeCowork has 99.52 % uptime\nClaudeForGovernment has 99.93 % uptime","author":"mdrzn","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","list_heavy_advice","semantic_blandness","missing_platform_voice"],"bot_score":0.07934350118445076,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645435"},{"id":"a0cb272d-4a16-4c03-ac68-0d31b7d48054","source":"hackernews","source_id":"48649575","content_type":"comment","title":null,"body_preview":"Speaking of LLM looping techniques, Claude seems to be having elevated error rate on a /loop as well.","author":"elAhmo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649575"},{"id":"d654ed64-cfc1-4c5c-8d94-9ef53516e8ee","source":"hackernews","source_id":"48645484","content_type":"comment","title":null,"body_preview":"So can we hire back those Oracle workers to write some code now?","author":"TheSilva","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645484"},{"id":"53f49f9d-60ba-4d16-8ccf-304dcda6263a","source":"hackernews","source_id":"48650364","content_type":"comment","title":null,"body_preview":"It started failing two days ago, when it suddenly couldn't access gmail threads reliably. Then it started popping up warnings that I was over quota when I wasn't. It even let me use Fable briefly, or ","author":"badlibrarian","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","strong_opinions","platform_fluency"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650364"},{"id":"98f62a50-0906-40c0-85d2-64a65ec36409","source":"hackernews","source_id":"48645509","content_type":"comment","title":null,"body_preview":"status.claude.com looks like a holiday christmas ornaments","author":"ra0x3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645509"},{"id":"296f7f4d-6e0a-470e-981e-d06514ee17c2","source":"hackernews","source_id":"48645886","content_type":"comment","title":null,"body_preview":"I had to log in to github and review a PR by hand just now. I felt like a savage again!","author":"swader999","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645886"},{"id":"0a80880a-f9b7-467b-b6de-510212dad317","source":"hackernews","source_id":"48650574","content_type":"comment","title":null,"body_preview":"> Be Anthropic\n> Optimize your bottom line for token spending so you collect $$$$\n> Release Ultracode feature that optimize for Token Spending (a.k.a Dynamic Workflows)\n> Tokenmaxxing achieved + 529 O","author":"hmokiguess","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.08842283997841067,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650574"},{"id":"a6c4b536-4740-40f8-a624-374a237b5a16","source":"hackernews","source_id":"48646364","content_type":"comment","title":null,"body_preview":"Actual 90d uptime: 97.6838% (calculated by Codex from live data)\n  Computed from the page’s own data for 2026-03-26 through 2026-06-23:\n\n  - Partial outage: 43h 15m 1s\n  - Major outage: 6h 46m 48s\n  -","author":"kordlessagain","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","specific_data_presentation"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646364"},{"id":"df0eb559-01bc-4f29-9995-b935dbcd6742","source":"hackernews","source_id":"48646226","content_type":"comment","title":null,"body_preview":"I have been developing software since the late 80s, mostly CAM software for metal cutting machines, and I have been refereeing tabletop roleplaying games like Dungeons & Dragons since the late 70s.\nI ","author":"robertsconley","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646226"},{"id":"7be1a130-363f-42d6-857e-b024c39d7cde","source":"hackernews","source_id":"48645627","content_type":"comment","title":null,"body_preview":"I suppose it's a good time to encourage people trying out pi[1] with any cheap model from the openrouter rankings page[1].\n[1] https://pi.dev/\n[2] https://openrouter.ai/rankings","author":"yanis_t","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645627"},{"id":"613d0a19-d29d-4068-a077-4dd34f11a743","source":"hackernews","source_id":"48652278","content_type":"comment","title":null,"body_preview":"This must be a multithreaded port right?\nHow did you deal with the difficulty (security-wise) of handling C++ threads in a WASM context?\nhttps://news.ycombinator.com/item?id=27905555","author":"kcoul","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652278"},{"id":"12abd0b5-6b25-48e6-ade3-bb32dde63965","source":"hackernews","source_id":"48648003","content_type":"comment","title":null,"body_preview":"What do you mean by \"low-tech AI\"? This isn't AI...It's a behavior tree. Calling every decision-making system \"AI\" is like calling a flowchart a neural network.\nWhat you're describing is a behavior tr","author":"rambojohnson","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11866876053707362,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648003"},{"id":"c3866439-f577-49c7-b3c7-419a6a359b10","source":"hackernews","source_id":"48650001","content_type":"comment","title":null,"body_preview":"this gets very clear when you look at the wiki on how different bosses move and how the different boss combos lead from one into another\nand of course, lets you have a reasonable amount of control ove","author":"8note","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.04150374992788439,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650001"},{"id":"e5d71c55-6611-453d-8d5a-24dfa305c596","source":"hackernews","source_id":"48646705","content_type":"comment","title":null,"body_preview":"Low tech AI? Its sounds like standard game AI. I would really like to hear what the author would deem high tech game AI.","author":"tokai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.1773368743649293,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646705"},{"id":"4ff7018b-2606-4b1e-89a9-00ae9ffdea41","source":"hackernews","source_id":"48652310","content_type":"comment","title":null,"body_preview":"Not really an ai response but I remember the path following and aggro is really smart in Elden Ring and earlier Dark Souls. That is you try to run away after pulling aggro and when you think you're sa","author":"havblue","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652310"},{"id":"abff411e-8100-4a48-97c5-9b289a523d1a","source":"hackernews","source_id":"48648175","content_type":"comment","title":null,"body_preview":"The article keeps on mentioning about the performance issues of the decision tree that somehow this approach avoids, but it doesn't seem to actually put any real detais about the why here. Especially ","author":"badsectoracula","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","platform_fluency","absence_of_personality","suspiciously_balanced"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648175"},{"id":"d9a5a9db-ce41-4e26-912d-46812a7c7b07","source":"hackernews","source_id":"48651588","content_type":"comment","title":null,"body_preview":"The high level might look simple, but something like \"attack\" has to involve checking if it's possible/reasonable in a 3D space, animating turning and walking prior to the attack, playing the animatio","author":"nitwit005","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression","platform_fluency"],"bot_score":0.11983656073482953,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651588"},{"id":"3758d160-f0cf-4a52-97e4-f8cf671fe8a7","source":"hackernews","source_id":"48647409","content_type":"comment","title":null,"body_preview":"As a game dev, the fact \"AI\" as a keyword became totally unusable is quite annoying.","author":"raincole","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.14002202635419755,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647409"},{"id":"967022c9-91f5-4a1e-afc8-c245319bf35b","source":"hackernews","source_id":"48647212","content_type":"comment","title":null,"body_preview":"Perhaps this explains why Fromsoft npc quests are easily the most inscrutable in all of gaming. Like, okay Hyetta, have another “grape”, aka eyeball, oh now you’ve moved to the bridge in Liurnia, cool","author":"cgh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","specific_details"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647212"},{"id":"e399f41f-61b5-4bca-aa60-0289017c4301","source":"hackernews","source_id":"48646633","content_type":"comment","title":null,"body_preview":"This is behaviour trees. What you’re describing is behaviour trees.\nEdit: I see later you say it isn’t a behaviour tree but this is how a lot of BTs are implemented. They don’t always loop from the ro","author":"drunken_thor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646633"},{"id":"7729a8d1-7c8f-4ff9-b799-ef79c537c965","source":"hackernews","source_id":"48642032","content_type":"comment","title":null,"body_preview":"I know many people keep pointing at PS5 as the competition, but I'll throw this in:\nI can buy a game on PC and play it on the go, I don't have to buy anything else.\nThe Steam Deck+a PC places Steam in","author":"Fire-Dragon-DoL","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642032"},{"id":"922593d5-026e-4980-92b4-6bdffb3601b6","source":"hackernews","source_id":"48638033","content_type":"comment","title":null,"body_preview":"For reference to the current prices of consoles:\nNintendo Switch 2         $449.99\nXbox Series S (512GB/1TB) $379.99 – $449.99\nXbox Series X (1TB)         $649.99\nPlayStation 5 Slim (Digital) $599.99\n","author":"bigtex","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638033"},{"id":"69af611b-5ba3-467e-9c3b-b1547430e240","source":"hackernews","source_id":"48640420","content_type":"comment","title":null,"body_preview":"So awesome.  If I needed/wanted a gaming PC or \"family TV\" gaming machine, I'd snag this for sure.  I've had the Steam Deck since launch and it's really quite well-executed and I've logged hundreds of","author":"amatecha","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48640420"},{"id":"6c14f7d7-0239-4852-b942-3f7068cf9c8e","source":"hackernews","source_id":"48644594","content_type":"comment","title":null,"body_preview":"For the inevitable minisforum machines comparisons - it's not as bad for Valve as it seems. \nYou can't just add a dedicated GPU to a cheap miniPC with an integrated graphics- power delivery and airflo","author":"DiskoHexyl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","personal_experience","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644594"},{"id":"2b3b3dbc-3d5f-4183-955d-41d30fe5f276","source":"hackernews","source_id":"48638644","content_type":"comment","title":null,"body_preview":"> Steam Machine, like our other hardware products, is made up of many components that we source from manufacturers around the world. The price at which we sell our hardware is a direct result of the c","author":"Lucasoato","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15684715314307823,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638644"},{"id":"3711c13e-5218-4903-b160-11606d2e1270","source":"hackernews","source_id":"48645393","content_type":"comment","title":null,"body_preview":"I write Bun.sql with raw SQL and no ORM, and the one thing I kept missing was types. You write a query, get back `any[]`, and hand-write a row type that silently drifts from the actual columns. Drizzl","author":"ilbert","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise","self_reference","imperfect_expression","absence_of_ai_signals"],"bot_score":0.3846153846153846,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645393"},{"id":"4398644f-e4e1-4d30-a28d-d0ac0957ffa1","source":"hackernews","source_id":"48645903","content_type":"comment","title":null,"body_preview":"Nice project, thanks! I was looking for something like that for quite a while.\nAny chance to get it to work with Node?\nUnfortunately in my opinion and experience Bun is not really suitable for product","author":"sHooKDT","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645903"},{"id":"513c7daa-4baa-492b-8445-351bac9dfa76","source":"hackernews","source_id":"48650104","content_type":"comment","title":null,"body_preview":"pretty neat, what's the technical reason it has to be Bun only?","author":"inline_always","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650104"},{"id":"30c22c45-a4c5-445e-ace0-05f4b95711ed","source":"hackernews","source_id":"48645789","content_type":"comment","title":null,"body_preview":"Can you make it work/ does it work with Porsager-Postgres in modnes which buns Postgres client is «based on»?","author":"psc007","classification":"ai_generated","confidence":0.5,"indicators":["imperfect_expression","missing_platform_voice","niche_expertise"],"bot_score":0.2749858959271636,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645789"},{"id":"5ef2cee7-6186-4b31-b163-703c09b0b06a","source":"hackernews","source_id":"48648730","content_type":"comment","title":null,"body_preview":"This looks great. I love using pgtyped, but have missed a solution that works well for sqlite.","author":"zareith","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.125,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648730"},{"id":"efdaf9e5-b9ad-43df-aea1-1ddde074180a","source":"hackernews","source_id":"48647502","content_type":"comment","title":null,"body_preview":"This is cool, but when the very first paragraph of the readme is clearly LLM generated, it makes me doubt the quality of the project.","author":"genshii","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647502"},{"id":"c41a6fbc-5654-4d75-b577-78a14bce3efa","source":"hackernews","source_id":"48652288","content_type":"comment","title":null,"body_preview":"I don’t understand why no one is making SQL a first class citizen in a language, there are tons of languages out there that are extendable, how hard can it be, enough of DSL and generated type-safe ap","author":"schultzer","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652288"},{"id":"f8f3050a-b382-4d1e-b9ab-641a5c2e9bd5","source":"hackernews","source_id":"48647524","content_type":"comment","title":null,"body_preview":"Those looking for a more mature solution in this space will probably enjoy SQLc [1]. It was initially developed for Go applications, but over the years it got pluggins for many other languages, includ","author":"giovannibonetti","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","specific_recommendation"],"bot_score":0.33112781244591327,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647524"},{"id":"df15b63e-a22d-4893-8ab2-ea39d4ac09e8","source":"hackernews","source_id":"48650969","content_type":"comment","title":null,"body_preview":"I made a Wordle solver in Clojure a while back which is backed by an English word frequency database.  My family believes it is cheating to use it.  Much more fun to write that code than to play the g","author":"waffletower","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650969"},{"id":"3eeccbf7-9c44-4ef1-95bd-15b0daa66112","source":"hackernews","source_id":"48646101","content_type":"comment","title":null,"body_preview":"plug to my blog post where I did something similar a few years back! https://willbeckman.com/wordle.html :). Not sure if this is an identical solution, but it was a fun little project.","author":"plants","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646101"},{"id":"acf2b75a-0c93-492a-8392-89a42868743a","source":"hackernews","source_id":"48648083","content_type":"comment","title":null,"body_preview":"Isn’t “maximize information gain at each step” already the standard approach to such problems?","author":"senderista","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648083"},{"id":"e82eb820-af95-4f88-b901-3992972e8918","source":"hackernews","source_id":"48646691","content_type":"comment","title":null,"body_preview":"What I'm interested in is the best starting word. Using Shannon entropy, the paper finds that it is \"tares\".","author":"kens","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646691"},{"id":"238ce1ed-70d9-4e1c-89a7-f3616514eaba","source":"hackernews","source_id":"48648468","content_type":"comment","title":null,"body_preview":"If you want a challenge, try https://lirdle.com/\nOne letter per line is a lie.","author":"_whiteCaps_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13423266676003026,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648468"},{"id":"0dc6c4be-41f7-4cea-ba93-bd484c6ab203","source":"hackernews","source_id":"48648502","content_type":"comment","title":null,"body_preview":"I think most people understand such problems are analytically tractable, but not everyone understands that the challenge and pleasure of a game is being able to do so unaided.","author":"anigbrowl","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","semantic_depth","absence_of_ai_template_phrases"],"bot_score":0.12117663419051272,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648502"},{"id":"fe7de203-403e-49fa-891c-8db73a23c6a4","source":"hackernews","source_id":"48650997","content_type":"comment","title":null,"body_preview":"Didn't like 20 different YouTube channels do this exact thing back when Wordle was relevant?","author":"Bratmon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650997"},{"id":"64090370-ff4c-46b6-8dda-c5574fd2aeff","source":"hackernews","source_id":"48613781","content_type":"comment","title":null,"body_preview":"Paper: https://orb.binghamton.edu/nejcs/vol8/iss1/6/","author":"ano-ther","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.22499999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613781"},{"id":"6888dffb-2c7e-48f9-84f7-01af4842a140","source":"hackernews","source_id":"48645768","content_type":"comment","title":null,"body_preview":"To paraphrase von Neumann, isn't that how everyone does it?","author":"kps","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.16060333511485078,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645768"},{"id":"58a5705a-8666-4340-bd08-995085c400fd","source":"hackernews","source_id":"48647832","content_type":"comment","title":null,"body_preview":"It's trivial to determine the best guess at any point based on what options it cuts out.\nBut I ended up building an alphaWordle, using MCTS and a reinforcement loop just to get a feel for how AlphaGo ","author":"adamgordonbell","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","natural_digressions"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647832"},{"id":"4afebd78-aa22-408b-9f97-78c7b4080b08","source":"hackernews","source_id":"48647199","content_type":"comment","title":null,"body_preview":"Hacker News commenter uses grep -i ^.u...$ /usr/share/dict/words | grep -i c | grep -i -v '^..c..$' | grep -i -v '^...c.$' to crack today's Wordle","author":"trollbridge","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","original_commentary"],"bot_score":0.11383656073482952,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647199"},{"id":"aaaef3e9-9c7f-4cfe-bc71-18f231378088","source":"hackernews","source_id":"48651322","content_type":"comment","title":null,"body_preview":"I wrote a wordle solver that was fairly straightforward; it just brute-forced all of the possible outputs, minimizing the maximum number of remaining possibilities.\nThe very first step was too slow to","author":"aidenn0","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression","self_reference"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651322"},{"id":"0de8f4ce-494d-4f95-9f9c-66c81cd9587e","source":"hackernews","source_id":"48646671","content_type":"comment","title":null,"body_preview":">In simulations, their approach solved 99% of Wordle puzzles, while the traditional method solved just 90%.\nThis seems wrong to me, getting a 98%+ solve rate for Wordle is pretty common.","author":"starky","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646671"},{"id":"cfad0206-2ee2-4520-a91c-f958bc380411","source":"hackernews","source_id":"48652057","content_type":"comment","title":null,"body_preview":"The NYT world bot that \"reviews\" your game also has entropy as one of the things it addresses I think.\nI prefer to not have or use predetermined words. It's most fun to actually feel like you have a c","author":"whycome","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.21928152770566217,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652057"},{"id":"93066dad-58d4-494f-906e-34f9badc06f5","source":"hackernews","source_id":"48646154","content_type":"comment","title":null,"body_preview":"I'd quickly realised that a set of words which covered most of the alphabet (20 words, leaving b, g, j, q, v, and z excluded) allowed solving virtually all Wordle puzzles.  The game quickly lost any c","author":"dredmorbius","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646154"},{"id":"8dfae64c-c894-4878-8906-efa7621a578c","source":"hackernews","source_id":"48645845","content_type":"comment","title":null,"body_preview":"This isn't groundbreaking science, sure, but it is a great way to get people interested in a topic. After all, it wouldn't be on Hacker News if the word Wordle wasn't in it. I'm a huge fan of using th","author":"gkoberger","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645845"},{"id":"a3972b09-97d8-4d2e-84a7-477cd0fbdbdd","source":"hackernews","source_id":"48645714","content_type":"comment","title":null,"body_preview":"I thought this was old news? I remember people making videos about using information theory to solve Wordle back when it was particularly hyped. (After writing this I checked, there's even a 3 blue 1 ","author":"jezzamon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.3,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645714"},{"id":"f974d4aa-3a26-4e8e-b0b7-93fab9441784","source":"hackernews","source_id":"48647088","content_type":"comment","title":null,"body_preview":"I crushed wordle within a few days of its popularity entering my sphere.  It was pretty easy to brute-force a decision tree minimizing the average number of guesses using a lowly python script and a f","author":"boothby","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647088"},{"id":"3185caef-e90f-4af4-bc3e-ab7159dd4a38","source":"hackernews","source_id":"48649384","content_type":"comment","title":null,"body_preview":"Even in a simple setup with one dog and five treats, the measurement process can still sneak into the result","author":"RataNova","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649384"},{"id":"64b15ada-0f18-44ce-89aa-5e644cbf4327","source":"hackernews","source_id":"48638692","content_type":"comment","title":null,"body_preview":"In my experience, it's usually a partly-rotten deer leg found in the bushes on a nature walk.","author":"zerobees","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression"],"bot_score":0.12483467265215104,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48638692"},{"id":"8f8851df-5834-4562-8141-865fe79feb2b","source":"hackernews","source_id":"48649616","content_type":"comment","title":null,"body_preview":"The same time every day, around 11pm, I go to the kitchen, select two different treats, say the word “choice”, and present the treats in either hand, allowing Bebop to only take one... By the time the","author":"rkagerer","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","absence_of_ai_indicators","platform_fluency"],"bot_score":0.12630021502661815,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649616"},{"id":"6823b2ae-2b33-474d-8cbc-ceebbfea0ea8","source":"hackernews","source_id":"48639492","content_type":"comment","title":null,"body_preview":"This just feels like an excuse to give your dog a statically significant amount of treats","author":"abofh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48639492"},{"id":"11bf7e05-0f3e-4d59-86be-ab542cb06eee","source":"hackernews","source_id":"48637671","content_type":"comment","title":null,"body_preview":"My dog's favorite treat is the most expensive one. Or the one that causes the most intestinal (and therefore cleanup) issues. All it takes is a pause and some brief math to see that a lot of (good for","author":"jnellis","classification":"human_created","confidence":0.85,"indicators":["self_reference","imperfect_expression","niche_expertise","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637671"},{"id":"3a37c904-01f2-4f78-a4aa-5dee97996c09","source":"hackernews","source_id":"48650064","content_type":"comment","title":null,"body_preview":"I love it. For years with my old dog I would give him a binary choice between two treats and intuitively got a sense of his favorites as well. More satisfying to me was giving him the choice, which (m","author":"andrew_eu","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650064"},{"id":"5a281753-84c4-4fe9-b370-ce8481b7e148","source":"hackernews","source_id":"48637763","content_type":"comment","title":null,"body_preview":"One thing I'm not following is how the side/order bias is being handled. OP measures a IMO very large bias towards left-hand treats, but it is unclear how that is handled (ahem)? Skimming https://gith","author":"gwern","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0.18780719051126374,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637763"},{"id":"1e7802dd-c68e-4320-82fd-99509355c8e0","source":"hackernews","source_id":"48646604","content_type":"comment","title":null,"body_preview":"In NYC, you can trespass anyone from a private business at any time and for no reason at all.\nNY Penal Law § 140.00 says a person in premises open to the public is there with license/privilege unless ","author":"nla","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646604"},{"id":"647c25f8-0d09-4d4c-8821-798a9cc19164","source":"hackernews","source_id":"48646915","content_type":"comment","title":null,"body_preview":"List of Honor. I'm grateful these brave people exist.","author":"emsign","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646915"},{"id":"1db35299-44a8-4bde-a535-9503c26c30bb","source":"hackernews","source_id":"48647386","content_type":"comment","title":null,"body_preview":"I expect that every major venue is using this technology now. You'd be pretty naive to think otherwise. And keeping lists of people they find \"interesting\" just goes along with that -- otherwise what'","author":"SoftTalker","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.14070375992167442,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647386"},{"id":"78a833d0-394b-4dbd-83ed-5a0b74c96005","source":"hackernews","source_id":"48652447","content_type":"comment","title":null,"body_preview":"I know this sounds like a conspiracy theory, so I'm not subscribing without more validation, BUT:\nI think MSG has the ability to ID every person at the Knicks game who booed for DJT, and you know how ","author":"crumpled","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.3,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652447"},{"id":"6f58e500-3228-4bbb-903c-c01149eea788","source":"hackernews","source_id":"48645653","content_type":"comment","title":null,"body_preview":"Please watch/listen to the Pablo Torre podcast about this one for additional context:\nhttps://www.pablo.show/p/inside-james-dolans-deep-state?utm_...\nIf you don't know, Pablo recently won a Pulitzer f","author":"xrd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","false_specificity"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645653"},{"id":"f78d7273-1f63-4470-b53d-fdbe63fb8f4a","source":"hackernews","source_id":"48647125","content_type":"comment","title":null,"body_preview":"Related:\nThe Shocking Secrets of Madison Square Garden’s Surveillance Machine: https://www.wired.com/story/madison-square-garden-jim-dolan-...\nArchive/paywall: https://archive.ph/iiczs\nPost on the MSG","author":"Cider9986","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13660618338558025,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647125"},{"id":"9b14b2da-3c46-48ca-aa2b-57930ca55bad","source":"hackernews","source_id":"48647925","content_type":"comment","title":null,"body_preview":"Personally I think that these conversations are focused on the wrong thing. Facial recognition stands to be a great tool in spotting \"the bad guys\" so that appropriate measures can be taken. For examp","author":"larkost","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647925"},{"id":"aa0505a9-13ee-4dcb-8272-ea76fc40ed23","source":"hackernews","source_id":"48647046","content_type":"comment","title":null,"body_preview":"Debating this specific dossier ignores the larger issue, IMO:\n> MSG has deployed facial recognition technology since 2018 to identify people entering the venue. MSG’s facial recognition systems have b","author":"afavour","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.09393114901315695,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647046"},{"id":"ff903319-9faf-4d24-8162-643900b406ac","source":"hackernews","source_id":"48648675","content_type":"comment","title":null,"body_preview":"archived: https://nonogra.ph/madison-square-garden-made-dossier-on-act...","author":"382hi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4415037499278844,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648675"},{"id":"cde930ee-63dd-4c18-a4cb-54fb6380aac2","source":"hackernews","source_id":"48649369","content_type":"comment","title":null,"body_preview":"Oh man, you don't want to buy a generic computer because it won't make you look good in front of others and its only sorta expensive","author":"tekla","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649369"},{"id":"bc8e8106-6850-46a5-a28d-6ab3d1efa5ac","source":"hackernews","source_id":"48650079","content_type":"comment","title":null,"body_preview":"Related:\nSteam Machine launches today\nhttps://news.ycombinator.com/item?id=48632884","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650079"},{"id":"414066d3-f51d-463d-8b33-c30d10291fe9","source":"hackernews","source_id":"48652307","content_type":"comment","title":null,"body_preview":"“homebrew steam machine” it’s called a computer\ncomputers have gotten more expensive, deal with it lmao","author":"gos9","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652307"},{"id":"f1b6e5e9-6ecf-4758-a061-2d8737970355","source":"hackernews","source_id":"48649063","content_type":"comment","title":null,"body_preview":"I hope it is a while before I have to buy a new computer!","author":"PaulHoule","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality"],"bot_score":0.13683262306068728,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649063"},{"id":"dfb2247a-51d6-4f1b-98b6-feeceeb88e25","source":"hackernews","source_id":"48649396","content_type":"comment","title":null,"body_preview":"Person has a Steam Deck that they don't use?\nThe only thing that keeps me from being genuinely baffled by this person taking the time to write this is the fact that I'm seeing similar takes elsewhere,","author":"jrm4","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649396"},{"id":"94489517-50a4-4b65-92ff-d040d7abf722","source":"hackernews","source_id":"48649074","content_type":"comment","title":null,"body_preview":"Okay? You can wipe off your tears and go buy a cheap gaming PC off Craigslist. Toss Bazzite on it, and you're good to go.\nI'm not sure what type of sympathy people want to court with the \"woe is me\" n","author":"bigyabai","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.10810279699108506,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649074"},{"id":"d6101529-ca5a-454f-8d9c-d980234d1998","source":"hackernews","source_id":"48649307","content_type":"comment","title":null,"body_preview":"I'd say if you feel this way and you're not really using the Steam Deck as a handheld you might as well sell it and take the money to buy the Steam Machine. Used 512GB Steam Decks go for >$500, you'll","author":"vel0city","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","false_specificity"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649307"},{"id":"d7d234a2-ab1b-4408-aeac-ffebacd3b87d","source":"hackernews","source_id":"48649979","content_type":"comment","title":null,"body_preview":"It is possible to build an equivalent PC with Steam Machine specs, with same case size (internal PSU) and similar or lower price? I'll probably still a wait a bit to see reviews from actual users, but","author":"butz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.14173480391723134,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649979"},{"id":"02b1fc7a-0ca8-4530-91dd-0e52b43ae0bc","source":"hackernews","source_id":"48649355","content_type":"comment","title":null,"body_preview":"You have a steam deck you don't use, so sell it and buy the Steam Machine, and then don't use that either.","author":"post_break","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649355"},{"id":"4f48dd16-8271-4d89-bb73-c19d4409f188","source":"hackernews","source_id":"48649700","content_type":"comment","title":null,"body_preview":"> So what now? The short answer is that I have (a) a nice couch; (b) a big TV; (c) a Steam Deck that I never use. I even have a dock for the Deck. So I should hook them all together and try out some g","author":"Aurornis","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.13294314925171122,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649700"},{"id":"9b1f2405-2c2f-4cea-be3a-64f50bbee559","source":"hackernews","source_id":"48649481","content_type":"comment","title":null,"body_preview":"At this price point they should have never released it, they should have waited. Everywhere I see reviews of it on the internet, come along with forced smiles and talk about how they agree with the ph","author":"foo12bar","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649481"},{"id":"a23b6b1c-b715-4624-a3c7-9b169521a359","source":"hackernews","source_id":"48649345","content_type":"comment","title":null,"body_preview":"\"Nothing is safe, nothing is reliable, and I am looking at the extremely real possibility that I am already unemployable if I have to go back on the market.\"\nAnyone I know who has needed to look for w","author":"everdrive","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","personal_anecdote_general","platform_fluency_general"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649345"},{"id":"e1f10ac1-7657-4407-9a62-b5019bf57a47","source":"hackernews","source_id":"48649305","content_type":"comment","title":null,"body_preview":"I've long wished for rich western societies to run extensive student exchange programs with low income countries. Living even one year in most of the world will change your outlook for the rest of you","author":"homebrewer","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","semantic_depth","absence_of_ai_hallmarks"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649305"},{"id":"fa2afbc6-f7b9-4a21-820f-a84cc2618e20","source":"hackernews","source_id":"48649564","content_type":"comment","title":null,"body_preview":"The Steam Machine was $250 less before all of the price increases from hardware buyouts. Go complain to Big Tech.\nYou can install Steam on almost any Linux device. The Steam Machine is great for those","author":"smcg","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649564"},{"id":"b4f87a91-1e1b-4ec0-821b-bc6a8b6c34ba","source":"hackernews","source_id":"48649608","content_type":"comment","title":null,"body_preview":"I have a desktop with a relatively powerful 5070 (I think) GPU for playing VR games. But my priorities for couch & controller games is not really around super high graphics performance.\nLately I find ","author":"yathern","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","opinion_and_preference","imperfect_expression"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649608"},{"id":"b764cab3-f724-4135-be2b-1195a152f9f4","source":"hackernews","source_id":"48651242","content_type":"comment","title":null,"body_preview":"Sorry to be typical HNer but can you avoid the scroll takeover? It is quite hard to use on mobile.","author":"uberex","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0.10752916801331155,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651242"},{"id":"65fc3f46-f8cf-48c1-b96f-662587c17a31","source":"hackernews","source_id":"48651346","content_type":"comment","title":null,"body_preview":"> Economics is downstream of physics.\nI don’t think this is true if finance is included in economics.\n… unless of course by physics you also mean metaphysics.","author":"fmbb","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651346"},{"id":"427d10a7-96dc-4daf-9e37-dd9b866998ae","source":"hackernews","source_id":"48651764","content_type":"comment","title":null,"body_preview":"Would you be open to sharing or open sourcing the underlying data source? I think there are some very powerful things you could do with this.\nFor example, I recently discovered this site https://bomwi","author":"bs7280","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651764"},{"id":"48dc908e-be55-40c2-a8c7-648897ca9331","source":"hackernews","source_id":"48651765","content_type":"comment","title":null,"body_preview":"Rendered Markdown: https://github.com/bluesky-social/proposals/blob/permissione...\nNote this is an early draft and will likely change, as PR description says.","author":"danabramov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651765"},{"id":"73a795ec-a12e-44bc-bc5b-ba160d3a789f","source":"hackernews","source_id":"48652651","content_type":"comment","title":null,"body_preview":"That would enable private repos on https://tangled.org/ , right?","author":"pzmarzly","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652651"},{"id":"42210232-c8b4-43bb-8e76-7c42c047b075","source":"hackernews","source_id":"48649231","content_type":"comment","title":null,"body_preview":"Naive question: is Claude no good at OCR? Was surprised to see that none of Anthropic's models were included in the benchmark comparisons.","author":"nickvec","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649231"},{"id":"ea6fea7b-7a13-4f28-bd89-be5726b1ae43","source":"hackernews","source_id":"48646379","content_type":"comment","title":null,"body_preview":"Way too expensive. Google vision OCR (which they failed to compare against), is $1.50 per 1k pages. Vs $4 from Mistral.","author":"stri8ted","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","specific_technical_detail"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646379"},{"id":"5636791b-e2fa-4116-85ce-850e3fd6ea36","source":"hackernews","source_id":"48646544","content_type":"comment","title":null,"body_preview":"Does anyone know of OCR benchmarks that include hand-written documents? I'm currently using Gemini pro 3 for this, and error rates are quite good, but it's a little bit pricey, and I'd be interested i","author":"MostlyStable","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646544"},{"id":"8af341d1-d696-49ef-8951-5ce6176eeb5e","source":"hackernews","source_id":"48647164","content_type":"comment","title":null,"body_preview":"This runs for free on CPU https://github.com/kouhxp/textsnap","author":"mrkn1","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.07566929551213333,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647164"},{"id":"a483715a-a344-49ed-8c90-6d15bb6e0b8e","source":"hackernews","source_id":"48648919","content_type":"comment","title":null,"body_preview":"Mistral keeps reminding us that doesn´t just brew great coffee, they can build great AI too. \nHats off to the team. \nMistral O.C.R. (Only Cool Results)","author":"trilogic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648919"},{"id":"9ddac01c-6783-495f-8e7b-90ff0fae17b8","source":"hackernews","source_id":"48646449","content_type":"comment","title":null,"body_preview":"This has been a niche where Mistral has actually been successful. Btw, Hindi and Japanese are bucketed in \"Rare Languages,\" which is odd.","author":"pmxi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646449"},{"id":"b9784844-d211-4f4c-9f8c-dd235c03c068","source":"hackernews","source_id":"48649821","content_type":"comment","title":null,"body_preview":"Given this a test on some scans of magazines, generally pretty impressed with the results. Mags are generally pretty whacky layouts and it does a reasonable job working out what is where and pulling i","author":"remus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649821"},{"id":"70471be8-ffe5-4b6d-8a1d-1f4c5a8e7741","source":"hackernews","source_id":"48645763","content_type":"comment","title":null,"body_preview":"I was processing 55 year old paper files, most of them severely degraded, with its predecessor model. I was very impressed! I also tried Abbyy Finereader but it didn't even come close in my experience","author":"Ducki","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","comparison_to_competitor","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645763"},{"id":"43b103a5-c012-4312-8d66-0143e557c118","source":"hackernews","source_id":"48647572","content_type":"comment","title":null,"body_preview":"The comparisons rank it against GPT and Gemini but not Claude. Is Claude's vision support simply not competitive when it comes to OCR tasks?","author":"bastawhiz","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.11271373622722747,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647572"},{"id":"70e8a351-f015-4508-bdc8-c1d7e18e2501","source":"hackernews","source_id":"48646343","content_type":"comment","title":null,"body_preview":"Recently I tied OCR with Opus 4.8. (I know, not technically right tool for the job). All I needed to do was extract dates from receipts. It got about 20% of the dates wrong yet rated all as “high conf","author":"Insanity","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinion","platform_fluency"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646343"},{"id":"04b83e1c-ffe3-4de4-9c9b-8622158d3f9f","source":"hackernews","source_id":"48646155","content_type":"comment","title":null,"body_preview":"\"A note on out-of-scope use. OCR 4 is a document-understanding model, not a decision-maker. It is not intended for medical diagnosis, legal advice or judgment, high-stakes financial decisions, safety-","author":"utopiah","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.11535887214672222,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646155"},{"id":"1eb4c959-d041-4a5a-922d-dd41914730cf","source":"hackernews","source_id":"48651763","content_type":"comment","title":null,"body_preview":"> On our internal multilingual evaluation, OCR 4 leads across all eight language groups — English, Western Europe, Eastern Europe, Middle Eastern, Chinese, East Asian, Southeast Asian, and specialized","author":"flakiness","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651763"},{"id":"cc64f0e0-4c22-4c22-9cec-1e5710b1dd80","source":"hackernews","source_id":"48646523","content_type":"comment","title":null,"body_preview":"Little on differences other than bounding boxes and double the price compared to their previous OCR v3 model from December - https://mistral.ai/news/mistral-ocr-3/ - other benchmarks were used back th","author":"mcbetz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646523"},{"id":"efe4c45f-764c-43c2-8521-08db2d918783","source":"hackernews","source_id":"48648076","content_type":"comment","title":null,"body_preview":"Tested with Malayalam, normal handwriting got accurate but a slight different style got detected as kannada. Have samples if required, which sarvam got done with 99% accuracy leaving one text error.","author":"sreekanth850","classification":"ai_generated","confidence":0.65,"indicators":["suspiciously_balanced","absence_of_personality","platform_fluency"],"bot_score":0.231635916555305,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648076"},{"id":"dfdc9399-96d6-4729-8c4e-4a2f7e7d13c9","source":"hackernews","source_id":"48647449","content_type":"comment","title":null,"body_preview":"It's cheap at $4/1k, but I'm hesitant to even benchmark this one again since the previous versions were all \"98% accurate based on internal benchmarks of 4 pdfs\" and ended up falling short of almost e","author":"themanmaran","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647449"},{"id":"59fb4a53-8486-4653-b6c6-985bc301d1fd","source":"hackernews","source_id":"48648829","content_type":"comment","title":null,"body_preview":"All AI labs really need to stop using truncated y-axes for benchmark bar charts...\nhttps://mistral.ai/_astro/cm-engish_ZhlvoT.webp?dpl=6a3a94bd...","author":"beklein","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648829"},{"id":"93b2f2dc-9613-47fb-80b7-6401ab176060","source":"hackernews","source_id":"48645846","content_type":"comment","title":null,"body_preview":"It'll be interesting to see how this ranks against https://github.com/baidu/Unlimited-OCR","author":"mdrzn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.07934350118445076,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645846"},{"id":"35892ac3-8b08-4a5f-8ec0-4bb846af5d9a","source":"hackernews","source_id":"48646711","content_type":"comment","title":null,"body_preview":"A tangential observation: the video on the linked page wasn't what I expected.  I thought Mistral was a european AI company, so I didnt expect the video to be filmed in San Francisco featuring three p","author":"andrewmutz","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646711"},{"id":"262d7742-6fdf-43a6-aa47-62da03529a0f","source":"hackernews","source_id":"48648980","content_type":"comment","title":null,"body_preview":"I’ve always thought the US Postal Service is such a technological marvel. They somehow manage to identify and route billions of pieces of mail and I have to imagine their tech is significantly more pr","author":"ericyd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.14253965254941164,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648980"},{"id":"15453823-fc40-4762-91c0-7217311c944f","source":"hackernews","source_id":"48649610","content_type":"comment","title":null,"body_preview":"Bytecode is an awesome trick and gets used in a surprising number of situations. In Windows COM, for example, (for IPC and serialization), stubs and proxies do their marshaling by interpreting a small","author":"quotemstr","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649610"},{"id":"fc360ce1-2d81-4ef1-b7c8-e8b74f70f05c","source":"hackernews","source_id":"48645799","content_type":"comment","title":null,"body_preview":"my father in law bought a samsung with gemini for 350€. at what moment shall we pay more for what has become simply a portal to the almighty AI?","author":"lolive","classification":"human_created","confidence":0.7,"indicators":["personal_anecdote","specific_details","platform_fluency","opinion_stance"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645799"},{"id":"c4216417-b76b-488f-9236-98a1f73ef710","source":"hackernews","source_id":"48645221","content_type":"comment","title":null,"body_preview":"I don't have apple-issued devices, so no money flows from me\ninto apple, but it should be pointed out that with an increase\nin RAM prices, many of us already paid more in general, and\napple may benefi","author":"shevy-java","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0.1410898861763945,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645221"},{"id":"35481b1b-e18e-4698-87e2-fa0def06df2a","source":"hackernews","source_id":"48643664","content_type":"comment","title":null,"body_preview":"This is understandable given the market but part of me really wishes this would wait a year even though it won't.\nMac hardware is so close to being really useful for local LLMs and it's shared memory ","author":"jmyeet","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643664"},{"id":"1459946c-e4d7-4b7a-84b9-75d6efe49ddb","source":"hackernews","source_id":"48644577","content_type":"comment","title":null,"body_preview":"[dupe] Discussion: https://news.ycombinator.com/item?id=48580466\nhttps://news.ycombinator.com/item?id=48576901","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644577"},{"id":"d71066e2-c67b-46ea-ad76-1c7173e74cd1","source":"hackernews","source_id":"48643926","content_type":"comment","title":null,"body_preview":"This was inevitable. The better question is if AI related hardware costs drop after the AI bubble implodes, will Apple drop the prices? My answer is negative.","author":"netdevphoenix","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0.2833333333333333,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643926"},{"id":"8a489269-3057-4548-b4c2-cc3b6e3df303","source":"hackernews","source_id":"48650737","content_type":"comment","title":null,"body_preview":"Still getting a MacBook Neo for my teen now rather than wait.","author":"insane_dreamer","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","personal_decision"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650737"},{"id":"70970ccd-feef-4d35-85c7-8687bd8ad451","source":"hackernews","source_id":"48643480","content_type":"comment","title":null,"body_preview":"Tim justifying selling a computer for more than 10k when that Mac Studio comes out","author":"qsxfthnkp2322","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.12126692504375546,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643480"},{"id":"e814d3b0-f0a3-4e5a-ae20-99010605b21e","source":"hackernews","source_id":"48644729","content_type":"comment","title":null,"body_preview":"Aren't their storage prices so inflated that they could just eat the difference?\nFor years with every other OEM I have bought the laptop with the minimum amount of memory and saved $800 or so buying t","author":"PaulHoule","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.13683262306068728,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644729"},{"id":"dff6ed5d-04e2-4147-b940-32828af40eb1","source":"hackernews","source_id":"48644053","content_type":"comment","title":null,"body_preview":">I also do not think they’re going to raise the prices of existing products mid-cycle\nThis surprised me too. I'd accepted that price hikes were coming for the new range...that's expected. But hiking p","author":"RaSoJo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency","strong_opinions"],"bot_score":0.25,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644053"},{"id":"67d41ae5-fd88-45a3-b8a6-c2e933e154d9","source":"hackernews","source_id":"48645910","content_type":"comment","title":null,"body_preview":"I have been buying an Asus laptop with Intel for our employees in the last 1.5 years, an ASUS ExpertBook P5 90NX0861-M007X0 to be precise, and it did not see even a cent of price increase.\nI suspect t","author":"bgnn","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.35,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645910"},{"id":"d18552b4-840e-44ba-956e-710b85dabc90","source":"hackernews","source_id":"48647824","content_type":"comment","title":null,"body_preview":"Can't imagine increases to existing products. Would seem almost certain it would be for new product/refreshes and they may simply continue to remove the entry level configs in the meantime. That is al","author":"TechRemarker","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647824"},{"id":"925b4e4f-4d4e-4a94-b6c0-1d5a1a9be83c","source":"hackernews","source_id":"48644818","content_type":"comment","title":null,"body_preview":"They already did, to an extent. The base Mac Mini used to be $600 with a 256 GB SSD, but they got rid of that and now the cheapest option is the $800 512 GB model. The typical Apple strategy is to mak","author":"ndiddy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644818"},{"id":"d399de1a-b97c-41c6-90f8-66882ceb9189","source":"hackernews","source_id":"48645426","content_type":"comment","title":null,"body_preview":"They might add it as a surcharge the way Ubiquiti is doing it. I recently bought a bunch of stuff and it all comes with a memory or tariff surcharge that is annoying but it's hard to argue it.\nAlso we","author":"freediddy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.13208670082787938,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645426"},{"id":"e1ac568a-5d34-4871-ad0c-e5d4471515b6","source":"hackernews","source_id":"48643562","content_type":"comment","title":null,"body_preview":"I understood this as a “the next generation will cost more”. By now I am sure apple can fairly accurately predict device sales for each season and so they likely have a decent backlog for the current ","author":"Insanity","classification":"human_created","confidence":0.8,"indicators":["natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643562"},{"id":"6a80ece8-16ab-41de-93f4-e64972dbcb82","source":"hackernews","source_id":"48644373","content_type":"comment","title":null,"body_preview":"I think it would be uncharacteristic of Apple to raise prices anytime from now till new products are announced in September. It doesn’t match Apple’s brand image (like the author says). As pointed in ","author":"AnonC","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644373"},{"id":"2f92ed00-9c31-49e0-aac0-ad9397d8ff8b","source":"hackernews","source_id":"48647892","content_type":"comment","title":null,"body_preview":"??? Doesn't Europe already have Wero (iDEAL in Netherlands)? That's a system for making online payments. Money gets directly debited from your bank account.\nI've always found credit cards stupid. You ","author":"FooBarWidget","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647892"},{"id":"7a1aa748-9163-430b-a7e1-1775e70d7dec","source":"hackernews","source_id":"48647866","content_type":"comment","title":null,"body_preview":"> giving Union citizens the freedom to opt to pay  with central bank money\nBecause nothing speaks freedom more than a crazily centralized digital currency\n/s","author":"euio757","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647866"},{"id":"ab6da0de-c57a-461a-899c-d0ce65eff5a1","source":"hackernews","source_id":"48648038","content_type":"comment","title":null,"body_preview":"This is interesting and poignant less because of the digital currency aspect and more because of the geopolitics.  In a world where technology touches everything, tech itself becomes political.\nThe bo","author":"stackghost","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression","cultural_references"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648038"},{"id":"460c726e-39d8-4a80-ad7f-40d930777620","source":"hackernews","source_id":"48649163","content_type":"comment","title":null,"body_preview":"might be time the europeans get a little democracy","author":"paulwilsontx01","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649163"},{"id":"9a41c4ce-70ed-4f43-b837-7bf74b08a409","source":"hackernews","source_id":"48648453","content_type":"comment","title":null,"body_preview":"Related:\nEuropean Parliament committee backs digital euro - https://news.ycombinator.com/item?id=48645468 - June 2026","author":"toomuchtodo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11200288657395968,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648453"},{"id":"0b983650-4633-446c-b2a2-51353a7e2c1c","source":"hackernews","source_id":"48648071","content_type":"comment","title":null,"body_preview":"I am hoping this could be utilized by those living in the US who also don't want to use the dollar. The surveillance has grown too large and I don't trust my own money. The IRS requires all transactio","author":"kittikitti","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","absence_of_personality","false_specificity"],"bot_score":0.1512472285527854,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648071"},{"id":"70677bd4-c682-43d9-9944-73aeb99288e6","source":"hackernews","source_id":"48649923","content_type":"comment","title":null,"body_preview":"Isn't the Euro digital already? I don't understand...\nIs the buzzword just flying over my head?","author":"Pooge","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","missing_platform_voice","terse_replies"],"bot_score":0.06498589592716363,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649923"},{"id":"aba7f830-4977-4d1a-a357-74a4ab20107b","source":"hackernews","source_id":"48649475","content_type":"comment","title":null,"body_preview":"This sounds like \"government issue Revolut\". Which would be... low-key nice? Not a nefarious scheme, not a revolutionary future of money, just something to replace a certain part of your financial lif","author":"unsigner","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649475"},{"id":"76056c52-71b5-4bad-961f-098cc5bf1fc9","source":"hackernews","source_id":"48651928","content_type":"comment","title":null,"body_preview":"I don't understand why you need a \"digital Euro\" since debit card transactions are already \"digital\", and widespread in Europe (Girocard, Carte Bleu, etc.)?\nThis sounds more like a cross-EU unified pa","author":"insane_dreamer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651928"},{"id":"8f9274aa-ce07-44cc-9275-2555bdbb9828","source":"hackernews","source_id":"48648199","content_type":"comment","title":null,"body_preview":"> The approval of draft rules by the economic committee of the European Parliament comes after three years of wrangling between the ECB and banks, which have been concerned about deposit outflows and ","author":"amadeuspagel","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648199"},{"id":"34ba7407-6c9c-4119-b0c6-9a634a21abd9","source":"hackernews","source_id":"48650999","content_type":"comment","title":null,"body_preview":"So who else thinks of some crypto scam when they see \"digital euro\" ?","author":"nottorp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.10239342004790815,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650999"},{"id":"1207234c-be27-4dfa-a652-57384e4b4b5f","source":"hackernews","source_id":"48647851","content_type":"comment","title":null,"body_preview":"This seems different than a credit card account though?  I buy everything with my credit cards because I don't want to swipe my bank card at random merchants.","author":"petcat","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.09788959773253227,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647851"},{"id":"a6076e21-6310-4d16-b3e1-011ad068ad55","source":"hackernews","source_id":"48648097","content_type":"comment","title":null,"body_preview":"On an article like this, I encourage anyone giving an opinion based on their own experience to say what country it's from. (Or have this in their profile.)","author":"Symbiote","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648097"},{"id":"c8da02bc-5e0a-45aa-93f5-55c1decb1523","source":"hackernews","source_id":"48649342","content_type":"comment","title":null,"body_preview":"Here is a more technical description: https://link.springer.com/article/10.1007/s12525-025-00822-7\nI am still not quite sure how this would affect my day-to-day (private) payment experience transactio","author":"ano-ther","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.22499999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649342"},{"id":"85ef24ee-aafc-42c4-8a72-db877baa1f1b","source":"hackernews","source_id":"48649061","content_type":"comment","title":null,"body_preview":"i hope the thing they roll out is a straight copy of pix from brazil. its fast, reliable, cheaper than debit cards and private (not anonymous but only the central bank can see your info). no corporati","author":"tancop","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649061"},{"id":"2b47e3a0-b9fd-4f5a-981c-327e7b5085ed","source":"hackernews","source_id":"48649094","content_type":"comment","title":null,"body_preview":"Also clears the way to control how the digital euros can be spent.\nNo thanks.\nIdeal/Wero is good.\nUse my credit cards for larger online payments. Mainly because it has insurance and makes it easy to d","author":"peterspath","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.18844610108230275,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649094"},{"id":"1df119fc-fb74-4a6d-963c-5f1c4a38defb","source":"hackernews","source_id":"48648562","content_type":"comment","title":null,"body_preview":"Can someone tell me why the EU doesn’t develop something like RuPay?\nIndian UPI gets mentioned a lot, but when Visa, Mastercard didn't agree with data sovereignty rules among other rules, India quickl","author":"__rito__","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648562"},{"id":"a40ec055-86ac-48af-befd-95f2a192c885","source":"hackernews","source_id":"48648109","content_type":"comment","title":null,"body_preview":"How much you wanna bet that digital euro implementations will in practice depend on two US corporations? The EUDI wallet implementations being rolled out seem to so far. (Apple and Google, in case it ","author":"ryukafalz","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","specific_reference","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648109"},{"id":"e401b84c-0b9d-4bda-99e1-65774f3f20fa","source":"hackernews","source_id":"48647998","content_type":"comment","title":null,"body_preview":"How does digital euro replace credit cards? That's basically the same as direct debit. It doesn't address the reason why I use credit cards.\nI use credit cards as a proxy for my bank accounts. I know ","author":"freediddy","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.13208670082787938,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647998"},{"id":"b08f8df6-4ae0-4261-a171-c783c36dae91","source":"hackernews","source_id":"48648203","content_type":"comment","title":null,"body_preview":"Reminder to the people reading this thread and overall comments, that in Europe everyone uses Debit Cards instead of Credit Cards.\nCredit Card in Europe is very much associated with Debt.","author":"cloudengineer94","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648203"},{"id":"5962421b-32e8-4e3e-824f-7a4a001e7098","source":"hackernews","source_id":"48647063","content_type":"comment","title":null,"body_preview":"Is the selling point for this vs e.g. Plotly just the ggplot style semantics?","author":"CuriouslyC","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647063"},{"id":"c20d9122-29ab-4bb7-9647-15e8739e3225","source":"hackernews","source_id":"48643582","content_type":"comment","title":null,"body_preview":"Nice one. I'm aware of plotnine because ggplot is more intuitive IMHO than say matplotlib.\n2 things that would be awesome are interactive plots (hover + text box) and chlorpleth (tiled map) plots.\nOn ","author":"quincymac","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643582"},{"id":"9c70e50f-84bf-49c7-9450-8e00a9205722","source":"hackernews","source_id":"48644180","content_type":"comment","title":null,"body_preview":"I always like to see Hadley Wickam’s masterpiece frameworks emerging around.","author":"vlad-asis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644180"},{"id":"7e4d2afc-6da0-4f1f-8407-7455f6ef685e","source":"hackernews","source_id":"48645889","content_type":"comment","title":null,"body_preview":"Love plotnine when I switched over to python and great to see the project develop! But I have to admit I ended up switching to altair after all which has been my go to in python now.","author":"persedes","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645889"},{"id":"a9a34a4f-b26f-4689-9b0d-2fd74f86d7fe","source":"hackernews","source_id":"48647908","content_type":"comment","title":null,"body_preview":"If this was for JS and not Python I would be all over it for the upcoming NFL/NBA seasons and my stat visualizations","author":"lacoolj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647908"},{"id":"3c0e8278-6a7d-47f5-9871-e7bb2fef47c6","source":"hackernews","source_id":"48644256","content_type":"comment","title":null,"body_preview":"Very cool will have to check this out more.\nSemi related -- I made a little d3.js AI wrapper that works pretty well for making quick charts -- https://prompt2chart.com/share/e998a3f6-9482-4c18-931f-a4","author":"pwillia7","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","terse_replies"],"bot_score":0.3,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644256"},{"id":"a1c3ae83-40bd-4912-b11f-ea9682111ba8","source":"hackernews","source_id":"48644422","content_type":"comment","title":null,"body_preview":"Nice package! A side-by-side comparison with seaborn would be very nice to see.","author":"skimmed","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.28073894609327676,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644422"},{"id":"6ddd78b7-04f5-4b3d-b488-37bbf3b6c38a","source":"hackernews","source_id":"48643188","content_type":"comment","title":null,"body_preview":"I have used neither in quite a while now but there is an alternative from jetbrains that i started using because it shares the same ergonomics and had better (?) documentation.\nhttps://lets-plot.org/p","author":"a_ba","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643188"},{"id":"ff0ef658-eab8-4adf-9f44-1d61e99a0c8d","source":"hackernews","source_id":"48645538","content_type":"comment","title":null,"body_preview":"While it is good to have plotnine for python but ggplot2 in R has this whole ecosystem of packages/extensions that augment the ggplot2 such as ggalluvial, ggrepel. More at this link https://exts.ggplo","author":"kasperset","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645538"},{"id":"b960d33e-3ba3-423d-ae4b-643cbb12310b","source":"hackernews","source_id":"48645925","content_type":"comment","title":null,"body_preview":"matplotlib is what most folks reach for by default, but I'd argue that's habit and popularity talking, not a real fit advantage. For a lot of plotting work, the grammar-of-graphics libraries — Altair,","author":"icarusz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645925"},{"id":"15d73019-63ee-455c-8e8e-43eadb4ce4bf","source":"hackernews","source_id":"48649894","content_type":"comment","title":null,"body_preview":"Related. Others?\nPlotnine: Grammar of Graphics for Python (2019) - https://news.ycombinator.com/item?id=25948840 - Jan 2021 (37 comments)\nPlotnine: A grammar of graphics for Python - https://news.ycom","author":"dang","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11559065933852997,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649894"},{"id":"22799028-14e5-447c-aa79-ee3bcad826af","source":"hackernews","source_id":"48642236","content_type":"comment","title":null,"body_preview":"And it comes with tidyverse-like cheatsheet[1] that I confused with ggplot2 when first discovered plotnine\n[1]: https://github.com/rstudio/cheatsheets/blob/main/plotnine.pd...","author":"qrobit","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642236"},{"id":"ca8181e3-a4e7-4e89-9133-544b3ee9e6b9","source":"hackernews","source_id":"48647592","content_type":"comment","title":null,"body_preview":"It is great, but I have completely given up non-interactive plots since a while.\nYou get so much more information in plots using bokeh (or I assume plotly).\nTooltips, zooming, interaction.\nAnd the LLM","author":"fifilura","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.3,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647592"},{"id":"17eada7d-3e7d-4a91-aa41-76f4d3d7dd81","source":"hackernews","source_id":"48644033","content_type":"comment","title":null,"body_preview":"I've always liked the ggplot2 and the Grammar of Graphics approach to plotting so much so that I wrote my own DSL based on it - it is standalone, written in Rust, has WASM bindings (as you can see on ","author":"williamcotton","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","technical_detail"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644033"},{"id":"41449432-8a0e-4012-84c3-8ba0ea32b63d","source":"hackernews","source_id":"48651650","content_type":"comment","title":null,"body_preview":"I use agents more and more for generating and refining plots, and its difficult for me to see the difference between matplotlib, seaborn, and plotnine, when used in this way.  Agentic coding seems esp","author":"jablongo","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651650"},{"id":"1e7d7649-b5c3-40d7-8af6-2b7625109891","source":"hackernews","source_id":"48644348","content_type":"comment","title":null,"body_preview":"Plotnine has been great in my usage, but I see violin plots on the front page. Just say no to violin plots.\nIn almost any situation you either want to talk about the actual distribution (in which case","author":"seanhunter","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644348"},{"id":"a527d1b9-a59c-484f-829a-484d49a0c5bf","source":"hackernews","source_id":"48642845","content_type":"comment","title":null,"body_preview":"If you already use plotnine, or if this has piqued your interest, the next release (v0.16.0) will bring nice capabilities.\nYou can get a sneak peek by installing the pre-release:\npip install --pre plo","author":"has2k1","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","specific_details"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48642845"},{"id":"e9b003a7-8617-4f2e-9fdb-d64cf18319a9","source":"hackernews","source_id":"48646726","content_type":"comment","title":null,"body_preview":"Hey! I worked on the plotnine guide (https://plotnine.org/guide/). Always interested to hear what people find hard to understand about plotnine, or what they wish there were more of (e.g. examples, gu","author":"closed","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646726"},{"id":"f054d252-5993-48c1-a9e9-b6a42e3ab343","source":"hackernews","source_id":"48651323","content_type":"comment","title":null,"body_preview":"This is definitely one of the better Python plotting libraries out there, but no matter which one I use, they make me yearn for R.\nThe R language is just so much more beautiful than Python, in its ful","author":"epistasis","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","personal_experience","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651323"},{"id":"a56a1302-ecf9-486a-abaf-b1b0442e766d","source":"hackernews","source_id":"48649705","content_type":"comment","title":null,"body_preview":"Can't forget California smog and haze that varied between yellow, orange, and brown.","author":"burnt-resistor","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","semantic_specificity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649705"},{"id":"4551fa35-264f-4eb3-8e33-dc6963e77160","source":"hackernews","source_id":"48649146","content_type":"comment","title":null,"body_preview":"The commentary on hand-created signage was especially fascinating.  The observations about the use of computers \"enshitifying\" design sort of eerily echo a lot of the commentary about AI now, includin","author":"rnxrx","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649146"},{"id":"300208af-3b8a-4502-9c09-6e76caea2af0","source":"hackernews","source_id":"48648499","content_type":"comment","title":null,"body_preview":"As someone born and raised in san diego since the 70s, this is really nice!","author":"latchkey","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.09731500865322072,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648499"},{"id":"0e885e41-b2d6-43a5-898e-7e34c6cd9aa9","source":"hackernews","source_id":"48648648","content_type":"comment","title":null,"body_preview":">\"Hypno-Sex-Ism\"\n50 years early to the \"gooning\" trend, I see...","author":"ashleyn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","cultural_references"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648648"},{"id":"bf251c81-bc4b-428f-8a33-c4af5824c97e","source":"hackernews","source_id":"48649519","content_type":"comment","title":null,"body_preview":"IMHO comparably, cars today look depressing. So soulless, so similar, so boring. White/grey/silver/black, maybe a few boring blue or burgundy.","author":"markkat","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649519"},{"id":"ce1da40c-458f-415d-b306-5ed00c24eb40","source":"hackernews","source_id":"48651866","content_type":"comment","title":null,"body_preview":"When I look at those people first thing I think is that they have never seen a cell phone and I am bit jealous.","author":"vvpan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651866"},{"id":"1cea8289-8431-45a6-ac64-6019d9e3d479","source":"hackernews","source_id":"48649143","content_type":"comment","title":null,"body_preview":"Nice you could choose if you would like your gasoline with or without service :-) (4:00).\nWhy was the chain called \"Der Wienerschnitzel\" and not \"Das Wienerschnitzel\". It is (was) a proper noun, but w","author":"sllabres","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649143"},{"id":"95910f1a-a30c-4332-b5da-96e900d0a1ee","source":"hackernews","source_id":"48650308","content_type":"comment","title":null,"body_preview":"> before pulling into a Texaco to pay $0.34 per gallon for low-lead Fire Chief gas and fill up your \"Mellow Yellow\" AMC Gremlin.\nThe nostalgia aside, that's $3.23/gallon today.  Cheaper than today wit","author":"danans","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650308"},{"id":"1f7524a4-a4e3-4252-8ccb-e8737ce88651","source":"hackernews","source_id":"48651470","content_type":"comment","title":null,"body_preview":"Wow- the entire Point Loma area pretty much looks the same as it does today. Too bad they didn't drive down Newport to see Hodad's.\nTorrey Pines area definitely looks the most different, mostly becaus","author":"corlinp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651470"},{"id":"26afe3d2-7be8-4667-8768-e3977f80625c","source":"hackernews","source_id":"48651391","content_type":"comment","title":null,"body_preview":"Wild there's a Safeway sign in there and not Alpha Beta, Fedco, and the old Coronado bridge sign.\nMy parents grew up around this time and a lot of it still looked liked this when I was a kid in the 90","author":"stevenfoster","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651391"},{"id":"5c682160-df6f-4588-8834-fb783fa54ef1","source":"hackernews","source_id":"48649549","content_type":"comment","title":null,"body_preview":"I drove down Garnet and Grand so many times as a teenager on the way to the beach. Beings back a few memories. Most of that was thirty years ago, and the videos are from way earlier. But it's kind of ","author":"ilaksh","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.19177394433655437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649549"},{"id":"c356ae06-68a7-4688-af43-0680ecdccf12","source":"hackernews","source_id":"48650557","content_type":"comment","title":null,"body_preview":"Folks might find the archives of California Revealed interesting - photos, videos that you can filter on place, time, subject, etc.\nhttp://californiarevealed.org/search","author":"littlexsparkee","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.21296296296296297,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650557"},{"id":"0372ada5-7056-4c56-8263-199f6d5d8dc6","source":"hackernews","source_id":"48648424","content_type":"comment","title":null,"body_preview":"Les Girls is still there. I chuckle every time I pass it on the way to the rehearsal space my band uses. I always suspected that it had been a bigger deal in some bygone era; glad to see that confirme","author":"alexjplant","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648424"},{"id":"d78957b3-a848-493e-93fc-50450b9c8c95","source":"hackernews","source_id":"48648495","content_type":"comment","title":null,"body_preview":"Color is magnificent and I can't believe we've lost so much joy on our relentless march to hyper-optimized profit.  I recently read another article about how everything has gotten more monochrome, wil","author":"squeedles","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648495"},{"id":"dc9e4d3c-fb9e-450a-89aa-950195e31a3b","source":"hackernews","source_id":"48649878","content_type":"comment","title":null,"body_preview":"It is shocking how quickly California developed from agriculture to this, and how it basically stopped developing further after hitting this point. These photos could just as believably be van nuys in","author":"asdff","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649878"},{"id":"264ec4dd-2d7d-4a9f-bc69-38e4c054fdac","source":"hackernews","source_id":"48648490","content_type":"comment","title":null,"body_preview":"Your color correction is incredible - the frames you selected look much better than the original video.\nThe matrix of vehicles is my favorite part. If you drive down these same streets today it's a se","author":"AntiRush","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","cultural_references","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648490"},{"id":"8e222dc0-e1c1-45d5-910a-2e72cf12bf36","source":"hackernews","source_id":"48648588","content_type":"comment","title":null,"body_preview":"The Les Girls sign has stood at the same place basically unchanged until a few months ago, iconic. I remember when I first came across these videos I was living in an area of the city that was hardly ","author":"ear7h","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648588"},{"id":"bc7eeaaa-0e54-4c4e-9ac4-d36e20a3287d","source":"hackernews","source_id":"48626971","content_type":"comment","title":null,"body_preview":"I want to share why I am posting this paper and why I think this is an interesting read. From \"Henry Faulds Proposes Fingerprints as a System of Identification\":\nhttps://historyofinformation.com/detai","author":"pncnmnp","classification":"human_created","confidence":0.85,"indicators":["human_indicator_platform_fluency","human_indicator_original_commentary","human_indicator_quoting_source"],"bot_score":0.25,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626971"},{"id":"1e9af4a2-2b54-4399-900e-84b8eafe168a","source":"hackernews","source_id":"48648565","content_type":"comment","title":null,"body_preview":"I’d be curious how they’ve solved the attribution/provenance/identity problem here. Are instances of Claude Tag, across channels, sharing the same identity? Can I grant one instance access to a range ","author":"MadsRC","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_comprehensive","absence_of_personality"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648565"},{"id":"6dfe67f4-ff11-4f2d-985c-a27bade66e2e","source":"hackernews","source_id":"48649845","content_type":"comment","title":null,"body_preview":"How would it work when claude goes down, like it did 3h ago.","author":"debarshri","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.09985766676003026,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649845"},{"id":"e2703b22-53ca-43c6-9729-b001e20806a0","source":"hackernews","source_id":"48648464","content_type":"comment","title":null,"body_preview":"A bit strange to create a brand name for \"I tagged the slack app I want to interact with\"","author":"dgellow","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.0838998903726812,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648464"},{"id":"33f21751-c868-4ff6-a5a7-0909be374e55","source":"hackernews","source_id":"48648568","content_type":"comment","title":null,"body_preview":"It feels like they release 1 or 2 \"products\" a week and then we never hear about them again.","author":"jere","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648568"},{"id":"0a54dd80-3fd9-42bb-a3bf-51d892a39f22","source":"hackernews","source_id":"48651873","content_type":"comment","title":null,"body_preview":"I don't actually understand why this sort of thing isn't everywhere theres a discussion. Engineering wise, it's nothing to add. People use grok all the time on twitter.","author":"CRSilkworth","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","opinion_without_over_qualification"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651873"},{"id":"66440aa5-8b39-4ec2-a071-493c2b589c56","source":"hackernews","source_id":"48649560","content_type":"comment","title":null,"body_preview":"Cursor has had this a while, integrated with their web agents. It was a bit buggy to begin with, not working well with non-github repos, but it was improving last time I checked and was pretty decent.","author":"deanc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649560"},{"id":"a990b009-2183-40e6-8fce-295d3d3b96ad","source":"hackernews","source_id":"48649046","content_type":"comment","title":null,"body_preview":"Is this still using Claude Web sessions? Also, has anyone used Claude Web environments to do anything besides stuff with repo access? Like running real environments? SSHing into anything more super po","author":"nate","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649046"},{"id":"0c86ebdb-3994-4438-ad4a-80f9cfcded3f","source":"hackernews","source_id":"48652318","content_type":"comment","title":null,"body_preview":"This is quite brilliant. This will seamlessly integrate with every collaboration systems as long as they are able to “enroll” Claude as a user. Claude gains knowledge across systems and makes the ai e","author":"yalogin","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0.22455017761780133,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652318"},{"id":"c0aa4d0b-7160-4cea-9da2-a548fcb12647","source":"hackernews","source_id":"48651251","content_type":"comment","title":null,"body_preview":"RIP to Glean?\nFor enterprises already with an Anthropic MSA, hard to see the argument to purchase a third party, like Glean, over this.","author":"cco","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.23359858511000944,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651251"},{"id":"4e5352a5-af0f-4efe-845e-07729aaf33b5","source":"hackernews","source_id":"48651822","content_type":"comment","title":null,"body_preview":"Not sure if it’s just me, but with Anthropic, every new feature has metered usage and “unlimited spending” (aka no limit) enabled by default for our team org. So if I activate something (Claude Code, ","author":"isusmelj","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651822"},{"id":"7e741d82-75e8-40a5-8ad2-c6cc5502d614","source":"hackernews","source_id":"48650004","content_type":"comment","title":null,"body_preview":"I read this as \"Claude integration to Slack is now billed as API usage\".  Is that wrong?","author":"ratherbefuddled","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650004"},{"id":"5eb7b25a-8628-4a6a-bc97-131110476673","source":"hackernews","source_id":"48648487","content_type":"comment","title":null,"body_preview":"Is someone here using a Claude product that's not code? I'm puzzled about the amount of products they put out. I know a lot of people using Claude but we're all using the terminal-based code. Even for","author":"phaser","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_indicators"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648487"},{"id":"c9507bd2-04ca-4b92-b024-65f8ec61bc62","source":"hackernews","source_id":"48652201","content_type":"comment","title":null,"body_preview":"It's interesting to see the market movements from the big players.\nThis announcement is all about Claude extending its reach beyond single-player workflows and into multi-player workflows.\nOn the flip","author":"Lightbody","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652201"},{"id":"2337f4ad-dbfd-40b1-a8e3-96264832f258","source":"hackernews","source_id":"48650261","content_type":"comment","title":null,"body_preview":"> Today, 65% of our product team’s code is created by our internal version of Claude Tag.\nGiven the reliability and general product quality of the Anthropic product team's code, this doesn't sound lik","author":"nozzlegear","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650261"},{"id":"b6fa3714-8e48-41f5-ab5e-ff1b7b584c8a","source":"hackernews","source_id":"48652443","content_type":"comment","title":null,"body_preview":"What if you could do this:\n@claude collect all the internal knowledge and context. And fire folks who are not required.","author":"bitlad","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652443"},{"id":"c7d4e7fe-31ad-4754-80b1-f451432e2a6a","source":"hackernews","source_id":"48651850","content_type":"comment","title":null,"body_preview":"WRT “Claude learns over time” - this is the biggest gap for me in the current system. As I scale my usage of Claude at work, I observe that it’s quite bad at distinguishing what it should “learn” (mem","author":"threecheese","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.093780355705539,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651850"},{"id":"bb908b8e-3426-4deb-bc4b-5d313de1b623","source":"hackernews","source_id":"48648503","content_type":"comment","title":null,"body_preview":"The most important difference from other products:\n> @Claude is multiplayer. Within a given Slack channel, there’s one Claude that interacts with everyone. This means that anyone can see what it’s wor","author":"SweetSoftPillow","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648503"},{"id":"0fa11821-eaf8-46a6-940a-00c201e9e47b","source":"hackernews","source_id":"48649742","content_type":"comment","title":null,"body_preview":">Today, 65% of our product team’s code is created by our internal version of Claude Tag.\nYeah, that explains a lot.","author":"yodon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649742"},{"id":"a9dbd80a-f747-4a7f-873b-ad28be53f816","source":"hackernews","source_id":"48650827","content_type":"comment","title":null,"body_preview":"I don't understand how this is gonna fly for enterprise security and compliance.  Claude needs to inherit permissions from somewhere, and those permissions will never align with the members of a slack","author":"SAK_ATAK","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650827"},{"id":"b79e9253-8f47-4c7c-ad9a-b078c0857cc2","source":"hackernews","source_id":"48652360","content_type":"comment","title":null,"body_preview":"Wowza this will be a token guzzler. Assuming Claude is parsing every message posted on multiple slack channels, compacting knowledge etc.\nLooks like Anthropic is progressing further into platform terr","author":"holografix","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652360"},{"id":"9ae982d8-c887-4c6e-837f-fca29da26804","source":"hackernews","source_id":"48652165","content_type":"comment","title":null,"body_preview":"It's surprising to me to hear that these systems are considered racist when they're the same ones that are so color blind that they generate pictures of SS soldiers as African American women.","author":"xdennis","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652165"},{"id":"48e20755-66dd-4e45-992e-3cf946db4886","source":"hackernews","source_id":"48651574","content_type":"comment","title":null,"body_preview":"I expected more information from the article and 'the paper' -\nI see nothing that shows any system was making a decision on race. How is the race being presented to the AI?\nAll this is showing from wh","author":"stevenicr","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","natural_digressions","platform_fluency","absence_of_personality"],"bot_score":0.22608540163759117,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651574"},{"id":"0b7274f8-3b07-4509-8b91-04a11bb28a35","source":"hackernews","source_id":"48652083","content_type":"comment","title":null,"body_preview":"I think the discrimination aspect is downstream from this fact:\n>  We follow 3.4 million people who submit 4 million job applications to 1,700 job postings across 150 employers and 11 industry sectors","author":"jongjong","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17028985507246375,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652083"},{"id":"4495710d-f494-49da-a30a-257b8186b546","source":"hackernews","source_id":"48650978","content_type":"comment","title":null,"body_preview":"Would be very interested to see how this affects post-50 workers. That's a protected class and I would imagine an ambulance chasing lawyer would be excited for a class action lawsuit.","author":"xrd","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650978"},{"id":"9b29823a-2c7c-4a1a-9bf0-2d7bd051760c","source":"hackernews","source_id":"48650906","content_type":"comment","title":null,"body_preview":"I don’t think AI screening is effective. But this study is just disparate impact.","author":"groundzeros2015","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.15943609377704338,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650906"},{"id":"91c7b714-5b9e-45dc-8439-d26153f38577","source":"hackernews","source_id":"48651193","content_type":"comment","title":null,"body_preview":"2 days ago there was another interesting article on the effects of AI in hiring[1]\nI guess this one just compounds.\n[1] https://news.ycombinator.com/item?id=48620142","author":"ericol","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.09024475086602798,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651193"},{"id":"7b82f2b4-afcb-4bce-b1bf-5dcbc729c826","source":"hackernews","source_id":"48651528","content_type":"comment","title":null,"body_preview":"I am not surprised.\nAI works by learning patterns. So it will become bias by just learning from factors like education history, schools attended, employment history, ZIP codes, or geographic location.","author":"tlogan","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1886716665705125,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651528"},{"id":"ff1cfcc8-437e-4223-9fe6-7122dd919089","source":"hackernews","source_id":"48651939","content_type":"comment","title":null,"body_preview":"Genuine curiosity:  Is there any speculation as to what these tools are keying on to reject those particular applicants?  It seems like it just being the applicant's name is too easy an answer, but I ","author":"rnxrx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651939"},{"id":"92e0fdea-3ea0-486d-bfea-1ea808c6ee7f","source":"hackernews","source_id":"48650942","content_type":"comment","title":null,"body_preview":"The paper is here: https://arxiv.org/pdf/2605.27371\nThey find \"disparate impact\" of pymetrics across racial groups, but it doesn't seem like they controlled for anything.","author":"verteu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650942"},{"id":"6b33e7d9-bdda-4fc9-99a1-e71b08098fe1","source":"hackernews","source_id":"48651135","content_type":"comment","title":null,"body_preview":"I truly don't doubt it's possible for the AI to be 'racist'.\n>If the AI had recommended Black and Asian candidates at the same rate as it recommended the most-favored group (typically white applicants","author":"ApolloFortyNine","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1629049405545331,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651135"},{"id":"76d4b803-8d3e-49cd-8f98-f9e892053c68","source":"hackernews","source_id":"48651551","content_type":"comment","title":null,"body_preview":"Interesting timing as Workday is facing Discrimination Claims in California doing the same thing.\nhttps://www.yahoo.com/news/us/articles/california-judge-upho...","author":"jsemrau","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651551"},{"id":"c669013f-fdce-4687-8785-c46cafa8499b","source":"hackernews","source_id":"48651233","content_type":"comment","title":null,"body_preview":"Ayres, I., Banaji, M. and Jolls, C. (2015), Race effects on eBay. The RAND Journal of Economics, 46: 891-917. https://doi.org/10.1111/1756-2171.12115\n\"Cards held by African-American sellers sold for a","author":"ortusdux","classification":"human_created","confidence":0.85,"indicators":["human_quoting_source","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651233"},{"id":"b0c87369-f39c-4081-b736-88a28ef7d926","source":"hackernews","source_id":"48650594","content_type":"comment","title":null,"body_preview":"Some job application websites I've seen actually have a yes or no option to consent to AI review that they claim is to simply assist HR and not actually screen you. I always select no. There is no way","author":"asdff","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650594"},{"id":"21c8d8d8-b770-4131-80e8-7cae1fbeaf11","source":"hackernews","source_id":"48650888","content_type":"comment","title":null,"body_preview":"> To measure adverse impact, we apply the EEOC’s “four-fifths rule,” which flags a position when one group is recommended at less than 80% of the rate of the most-recommended group\nThat seems like a n","author":"dash2","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","questioning_premise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650888"},{"id":"ec047db4-c4ea-427d-8cfe-24e3bb0c9cc9","source":"hackernews","source_id":"48650561","content_type":"comment","title":null,"body_preview":"The European Union passed The Artificial Intelligence Act, which classifies:\nHigh-risk – AI applications that are expected to pose significant threats to health, safety, or the fundamental rights of p","author":"alain94040","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650561"},{"id":"7aa0ad66-1c38-4496-bd73-5d8139d87d6c","source":"hackernews","source_id":"48651414","content_type":"comment","title":null,"body_preview":"Misleading title the paper [0] does not mention any CV screening that might suggest racial or gender bias. It is purely about assessment tool. No AI or LLMs.\nI'm not saying AI is not biased, but this ","author":"Oras","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","original_commentary_around_quote","absence_of_ai_signals"],"bot_score":0.10198451749796474,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651414"},{"id":"08107aff-c3e2-4c5e-8401-26f5f94d68b5","source":"hackernews","source_id":"48652105","content_type":"comment","title":null,"body_preview":"Anyone who’s done hiring wouldn’t be shocked by this:\nWe find applicants are more likely to be rejected from every position they apply to than would be predicted by the baseline of each position makin","author":"daft_pink","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","analogy_use"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652105"},{"id":"c9450091-b41b-41c1-a704-92b53d9b4fc4","source":"hackernews","source_id":"48650952","content_type":"comment","title":null,"body_preview":"Did I miss the part of the article where they break down how they determined race? Is the algorithm blind to race? It looks like they specifically looked at 83k people applying to ~100 companies which","author":"wand3r","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650952"},{"id":"f5a7b145-6535-4816-a8ed-55da70a3508e","source":"hackernews","source_id":"48652369","content_type":"comment","title":null,"body_preview":"> We find that people who submit multiple applications to positions screened by the same algorithmic hiring vendor are more likely to be rejected from every position to which they apply than would be ","author":"tbrownaw","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_indicators"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652369"},{"id":"9bfebee4-20cc-4da3-82b3-9caa8c60fb3b","source":"hackernews","source_id":"48652131","content_type":"comment","title":null,"body_preview":"I think this partially buries the lede:\n\"As a single hiring vendor comes to dominate screening for an industry, it may be more likely that candidates are shut out.\"\nIf we move to using just a small nu","author":"kenjackson","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652131"},{"id":"d65c6689-fad7-41e3-8ef5-20f0a0e2a3d8","source":"hackernews","source_id":"48647697","content_type":"comment","title":null,"body_preview":"Cool, so now when the swarm drones come after you, they can reconstruct the video on the fly from that single CCTV shot taken by flock, and pinpoint your location from the aggregated data by plantir!","author":"tamimio","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.13477469336439793,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647697"},{"id":"46716495-dbf0-4490-b0df-9b1da13216b5","source":"hackernews","source_id":"48647410","content_type":"comment","title":null,"body_preview":"This is insanely promising. What a time to be alive!","author":"poly2it","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","template_phrases"],"bot_score":0.09154876220309362,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647410"},{"id":"04b62997-62ba-4cac-b880-2433e832f8fe","source":"hackernews","source_id":"48646888","content_type":"comment","title":null,"body_preview":"I'm sorry but this just reminds me of this tng episode that inspired me as a teen\nhttps://www.youtube.com/watch?v=4Faiu360W7Q","author":"darepublic","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646888"},{"id":"4f727672-5b0d-4f1c-81fb-919e18d6a6c6","source":"hackernews","source_id":"48651409","content_type":"comment","title":null,"body_preview":"wondering how accurate the extrapolated distances are? Like the Rhino and the tree -- I wonder if the approximation could be useful in something like forensics from a security video?","author":"fraywing","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_comprehensive","absence_of_personality"],"bot_score":0.1686687605370736,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651409"},{"id":"1ce60d7b-ab77-409a-96a1-0d96917a443b","source":"hackernews","source_id":"48649270","content_type":"comment","title":null,"body_preview":"Looks cool. How’s it different from https://github.com/gaomingqi/sam-body4d ? My guess: Is sam-body4d focused on temporally consistent body reconstruction into an MHR model, and Lift4D creates the ful","author":"christianh","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649270"},{"id":"dc83482c-acf8-4f61-8a36-129e5c715732","source":"hackernews","source_id":"48648470","content_type":"comment","title":null,"body_preview":"Really interesting, and a link to your GitHub with a \"code coming soon\". Please get us the tool already!","author":"bensmoif","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648470"},{"id":"372e72a4-2b0a-4cd3-8259-1083c2061438","source":"hackernews","source_id":"48651717","content_type":"comment","title":null,"body_preview":"Enemy of the State predicted this: https://www.youtube.com/watch?v=3EwZQddc3kY&t=11s\nIt's only a matter of time before it's in use by law enforcement: https://news.ycombinator.com/item?id=48520807","author":"b1n","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651717"},{"id":"402f8cc5-2f0a-4753-a22f-a24dc364a5c1","source":"hackernews","source_id":"48649960","content_type":"comment","title":null,"body_preview":"So... they fired him for doing a 20% time project? I'm glad I don't have any of their stock to sell, what terrible management.","author":"firefax","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649960"},{"id":"df57025a-b6cc-4b2a-a1ad-ce1975b532cc","source":"hackernews","source_id":"48649771","content_type":"comment","title":null,"body_preview":"I don't get it – you called the GitHub org 'googleworkspace' and used the Google logo? Presumably without permission? Don't Googlers regularly open-source side projects under the official org(s)? Did ","author":"OJFord","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.06014119341521975,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649771"},{"id":"69b8c631-4a59-47ad-b19b-b1297ea26abf","source":"hackernews","source_id":"48650283","content_type":"comment","title":null,"body_preview":"Around that time I built a CLI to access and manage monitoring cameras that my company is selling. After giving a demo to my leadership I strongly adviced against releasing it to public. Giving agents","author":"xendo","classification":"human_created","confidence":0.7,"indicators":["self_reference","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650283"},{"id":"bddceb63-5d8d-48f9-a06e-cdd65e15ad10","source":"hackernews","source_id":"48650210","content_type":"comment","title":null,"body_preview":"Google seems to be filled with really talented people, technology, and every resource anyone would ever need, but their execution and management seems to be severely lacking. This account is a pretty ","author":"speak_plainly","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_template_phrases","semantic_specificity"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650210"},{"id":"cf8dd4f7-8c9f-4919-b49c-258c803934d8","source":"hackernews","source_id":"48651449","content_type":"comment","title":null,"body_preview":"Doesn’t appear to be at feature parity to GAM yet. https://github.com/GAM-team/GAM/wiki","author":"apimade","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651449"},{"id":"acef2f81-a06b-44cd-ab35-dd384bf056cf","source":"hackernews","source_id":"48650721","content_type":"comment","title":null,"body_preview":"Do not use the brand without permission is taught on Day 1. Who can give you permission, not so much.","author":"stevenalowe","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650721"},{"id":"d5812c8e-6265-429f-8a5d-00dcfd3d3bb2","source":"hackernews","source_id":"48651313","content_type":"comment","title":null,"body_preview":"At big tech you do what your piece of shit manager wants you to do (assuming you have one of the typical big tech managers). That’s all you are allowed to do.\nThats my experience at Apple. I even trie","author":"qsxfthnkp2322","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.12126692504375546,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651313"},{"id":"b25c1d5a-1d69-4980-9600-859639ccf36f","source":"hackernews","source_id":"48649678","content_type":"comment","title":null,"body_preview":"Usable link for anyone else without a twitter account: https://xcancel.com/JPoehnelt/status/2069482265953087602","author":"solid_fuel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649678"},{"id":"05f271a6-f6af-4f6d-83ea-9c87498eb733","source":"hackernews","source_id":"48652687","content_type":"comment","title":null,"body_preview":"This reminds me of how the founders of the so-called 'open source' cryptocurrency project I joined suppressed my work in the community.\nThey monopolize opportunities, suppressing natural-born entrepre","author":"jongjong","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","personal_experience_narrative","imperfect_expression"],"bot_score":0.17028985507246375,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652687"},{"id":"00cc8901-0bd9-4ed3-85d3-bebc0c1b07d4","source":"hackernews","source_id":"48651482","content_type":"comment","title":null,"body_preview":"Justin’s blog is the consistently the best resource for Google Apps Script content and he genuinely seemed to connect with the platform. He always stood out, as Googlers don’t typically seem to connec","author":"squidi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651482"},{"id":"e4cdcd50-b748-49dd-bf9d-e62682e12bc4","source":"hackernews","source_id":"48650441","content_type":"comment","title":null,"body_preview":"IMO: If the project leverages Google branding or authority improperly, then it shouldn't be on github and should not be under active development by Google employees; yet it is. If Google is suddenly a","author":"827a","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650441"},{"id":"0975475b-5ee5-47c7-9c71-4d4595ed7342","source":"hackernews","source_id":"48649834","content_type":"comment","title":null,"body_preview":"The concerns seem to be primarily around trademark and logos? Unless there's more to it, those seem trivial to remedy by requiring removal of logos and renaming in the style of Clawdbot -> Moltbot -> ","author":"arjie","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice"],"bot_score":0.13561135502778043,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649834"},{"id":"cf749575-45ff-47b3-9e47-2e32e287cdfa","source":"hackernews","source_id":"48649012","content_type":"comment","title":null,"body_preview":"I am not going to share much more than what I already have, but I think this speaks to the experience of working in big tech and the disruption caused by AI both at the level of teams/roadmaps/incenti","author":"justinwp","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649012"},{"id":"0cf7e23c-a11f-468d-8743-839e70ffb640","source":"hackernews","source_id":"48650529","content_type":"comment","title":null,"body_preview":"5 years ago out of necessity I made a CLI around a private product API to manage something it wasn't making publicly, by reverse-engineering the API and complex logons and etc. It was very useful to ~","author":"danielodievich","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":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650529"},{"id":"64e37458-a345-4449-9335-4d6ccaf2135e","source":"hackernews","source_id":"48649304","content_type":"comment","title":null,"body_preview":"Yikes.  I see Justin posted this, and I'm sure he can't say much - but this is an absolutely insane story.\nGoogle has gone from encouraging 20% time (to create amazing projects like this) to firing pe","author":"nickv","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","specific_commentary","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649304"},{"id":"e226e240-4bad-4219-9119-32f2e5a545b0","source":"hackernews","source_id":"48650129","content_type":"comment","title":null,"body_preview":"Looks like a textbook example of Pournelle's Iron Law of Bureaucracy.[a]\nPeople like the OP, Justin Poehnelt, who build cool things out of self-motivation that others find interesting and want to use,","author":"cs702","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650129"},{"id":"728dbfce-f61b-4651-92a4-d6615c81384c","source":"hackernews","source_id":"48650310","content_type":"comment","title":null,"body_preview":"Interesting that people here seem so sympathetic to the fired guy. Wouldn’t you kind of expect to be fired if you release a project under your employers name that’s not even associated with them and h","author":"echoangle","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.10339089160321127,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650310"},{"id":"18642b64-cba1-454f-980b-638c2ab50c31","source":"hackernews","source_id":"48650192","content_type":"comment","title":null,"body_preview":"Yikes. The lack of judgement involved in personally releasing something that could be confused for an official release (I was confused) by your employer is someone who has huge wildcard risk in the fu","author":"xnx","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.10744187312855835,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650192"},{"id":"ba4c322d-b9d9-4140-99ce-5a8dd54388e4","source":"hackernews","source_id":"48648226","content_type":"comment","title":null,"body_preview":"Could you accomplish something similar with just colored foil? Like, red foil makes red and white look the same.","author":"econ","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1503379745053519,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648226"},{"id":"02429324-84ba-429c-91f6-a61899b75478","source":"hackernews","source_id":"48650350","content_type":"comment","title":null,"body_preview":"I started seeing LED displays on store fronts in the late 80s (the ones that scroll text horizontally).\nThis would have been quite the product then. TVs were expensive, but B&W TVs not so much.","author":"forinti","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.11151111159470435,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650350"},{"id":"429239e2-3685-4b2d-8d1c-4974863282ce","source":"hackernews","source_id":"48647348","content_type":"comment","title":null,"body_preview":"Spoilers:\nThe trick was pretty easy to guess but still a lot of fun to see put into practice. The EGA monitor bits, and more broadly just the idea of trading color bit depth to multiplex signals for m","author":"EvanAnderson","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647348"},{"id":"d32e099f-e24b-4044-83be-00ff1a799cba","source":"hackernews","source_id":"48649871","content_type":"comment","title":null,"body_preview":"> A city provides a useful analogy. When available land becomes scarce, urban planners initially reduce the spacing between buildings and use roads and open spaces more efficiently. Eventually, howeve","author":"porridgeraisin","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649871"},{"id":"b398cef0-1c41-4e85-9f9d-033e7c9c9e24","source":"hackernews","source_id":"48647792","content_type":"comment","title":null,"body_preview":"This seems like it could accelerate the transition to sub-1nm nodes (previously projected to mid 2030s), maybe by the end of this decade.","author":"armitron","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647792"},{"id":"ad07cf12-3273-45b8-98f3-c129e7b4f7ec","source":"hackernews","source_id":"48648592","content_type":"comment","title":null,"body_preview":"FET: https://en.wikipedia.org/wiki/Field-effect_transistor","author":"BiraIgnacio","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.14489915697023004,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648592"},{"id":"df04725a-11f4-45f3-b226-b85ba623b02c","source":"hackernews","source_id":"48647517","content_type":"comment","title":null,"body_preview":"How about heat? Seems these days it's the heat above everything else that's the issue. And more density would only aggravate it.","author":"RicoElectrico","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647517"},{"id":"c0dc2cfa-dc0d-4b28-a33a-b8a986c390ac","source":"hackernews","source_id":"48650148","content_type":"comment","title":null,"body_preview":"> By stacking multiple nanosheet channels, the effective channel width can be maintained even within a highly compact footprint.\nThe fact that this level of precision can be achieved on 300mm wafers o","author":"mschuster91","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_specificity"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650148"},{"id":"fc63aded-4613-4597-9522-91d80a84b4e8","source":"hackernews","source_id":"48648900","content_type":"comment","title":null,"body_preview":"I have had some success with /goal for long tasks that can be set up in a way that the agent can do good work for an extended period of time.\nA lot of tasks aren't amenable to that, and the ones that ","author":"furyofantares","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.11130398024944144,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648900"},{"id":"2608baab-0e94-4527-be07-a81667ac7a61","source":"hackernews","source_id":"48650096","content_type":"comment","title":null,"body_preview":"I have huge respect for Armin but all of the concerns about agents producing more code with less competent supervision from senior engineers doesn't seem that different from the status quo to me. A va","author":"sixhobbits","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","personal_experience","absence_of_ai_template_phrases","semantic_richness"],"bot_score":0.0631332993315984,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650096"},{"id":"8035ae5c-45c7-40bb-85bd-c991af38fcc2","source":"hackernews","source_id":"48650463","content_type":"comment","title":null,"body_preview":"Thank you for writing this thoughtful post, Armin. I find it deeply comforting that the developer of Pi, an agent harness, does not remove himself from the loop, like me. Maybe if I started thinking o","author":"tmshapland","classification":"human_created","confidence":0.7,"indicators":["self_reference","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650463"},{"id":"9a7df5f7-e16d-4a57-9185-8800f01390c8","source":"hackernews","source_id":"48643944","content_type":"comment","title":null,"body_preview":"I'm a software developer from way back, using tools and languages that coding agents are far less familiar with.\nSo when I use an agent to write code, it's in languages I'm less familiar with, and oft","author":"gcanyon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","imperfect_expression","strong_opinions"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643944"},{"id":"49191626-9bff-409e-9c45-c68cd4200cd0","source":"hackernews","source_id":"48649479","content_type":"comment","title":null,"body_preview":"I’m having awesome success working with recursive agents. I discussed my experience with them. [0]\n> Claude's attention doesn't distinguish between \"instructions I'm writing\" and \"instructions I'm fol","author":"dataviz1000","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.07369558675516084,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649479"},{"id":"d4126d48-5b6a-47ca-ad1c-37b3c537a1b0","source":"hackernews","source_id":"48650442","content_type":"comment","title":null,"body_preview":">>> For now I have not moved past the point of comprehension being important to me.\nI see software  as new form of literacy, even in the AI world, so yeah in my world view, comprehension will be somet","author":"lifeisstillgood","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions","platform_fluency"],"bot_score":0.14334701254855153,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650442"},{"id":"00571377-69b1-49a6-bf36-c9ef176b71d9","source":"hackernews","source_id":"48644125","content_type":"comment","title":null,"body_preview":"We used a “loop” before it was called that to drive MS-DOC support into Tritium. Based on that experience, I take issue with this:\n“There are already impressive examples of large automatic porting eff","author":"piker","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","self_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644125"},{"id":"c9949cad-419c-4f4c-a61f-0efa0c71e96c","source":"hackernews","source_id":"48645758","content_type":"comment","title":null,"body_preview":"I am 100% for fully agentic loops... for tasks other than engineering.\nI'm not willing to outsource the understanding how things work part of myself. That part of myself is what got me into computing ","author":"wolttam","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645758"},{"id":"2a37374d-0849-41fd-974b-af2e54c347f1","source":"hackernews","source_id":"48644251","content_type":"comment","title":null,"body_preview":"I keep thinking about at which point I should not force myself into the loop. As a developer I really like working on the code structure, making it clearer, thinking about good abstraction, breaking i","author":"yanis_t","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644251"},{"id":"2f19f1a1-91b8-4ec8-ba3a-560fd360052e","source":"hackernews","source_id":"48649017","content_type":"comment","title":null,"body_preview":"For some reason pro-ai blog posts feel like paid ads, I might be wrong.","author":"wseqyrku","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649017"},{"id":"369a1624-ccd3-4c7a-b0b3-ed5492930df5","source":"hackernews","source_id":"48650747","content_type":"comment","title":null,"body_preview":"I think what is going to happen is revival of \"Methodology\".\n\"Methodology\"  was a big thing in the past just before we got into  \"Agile Extreme Coding\", instead of trying to model the big picture of S","author":"galaxyLogic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0.15476190476190474,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650747"},{"id":"3f9c082d-49a3-4172-8fec-5285dd5294b3","source":"hackernews","source_id":"48644271","content_type":"comment","title":null,"body_preview":"> My current status is that I have not had much success with this way of working for code I deeply care about\nIf something is judgement heavy, \"code i care deeply about\", then i don't really agree wit","author":"CraigJPerry","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.09268466201185348,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644271"},{"id":"78ba1124-1cfa-4c4a-bb64-46989e37fe2f","source":"hackernews","source_id":"48652240","content_type":"comment","title":null,"body_preview":">  Ideally all of that was also well documented. Where that understanding was lacking, it was generally regarded as something to improve upon.\nIn my experience, this was always an unrealized ideal. To","author":"otto-riz","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","personal_experience","natural_digressions"],"bot_score":0.22000305372843446,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652240"},{"id":"ee2b7e11-e293-40ad-bc91-2f770f8de829","source":"hackernews","source_id":"48644579","content_type":"comment","title":null,"body_preview":"> the right fix is not \"handle every malformed case.\" ... [LLMs] will still attempt to handle now impossible errors.\nThis is the number one code smell from LLMs and I don't know why they are so obsess","author":"boscillator","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","genuine_specificity"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644579"},{"id":"3fd4db98-b1a2-40c3-9064-30693495e6a6","source":"hackernews","source_id":"48645647","content_type":"comment","title":null,"body_preview":"Code is part of a shared and built understanding of an information system.\nIf these loopers mean we all have to move at this continuous wave of software happening, then we get to the highest levels of","author":"Multicomp","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","uniform_paragraph_rhythm","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645647"},{"id":"87efab5e-c4e3-4e09-9022-fee335a13b7c","source":"hackernews","source_id":"48649078","content_type":"comment","title":null,"body_preview":"What does any of that mean in practice? it's just rambling about abstract concepts that seem to be designed to hint at a bigger picture, when it's just getting AI to write code for you.\nIs this where ","author":"weego","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649078"},{"id":"be3d0d0f-29a4-4ff2-b3ee-ae4b34c92654","source":"hackernews","source_id":"48644568","content_type":"comment","title":null,"body_preview":">Yet even with a lot of manual steering, that type of code does not come out of LLMs naturally, and even if the code comes out naturally like that, they will still attempt to handle now impossible err","author":"mmillin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","niche_expertise"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644568"},{"id":"f95b75b0-9f26-4820-bb40-28dd8ed63c88","source":"hackernews","source_id":"48652602","content_type":"comment","title":null,"body_preview":"I think a lot of people here have either not read the article fully or are misapprehending it.\nNeither this author nor most other sane people I know claim that the code or architecture these \"loops\" p","author":"illuminator83","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652602"},{"id":"7db09b6f-a484-4bf8-b99e-d744d148e807","source":"hackernews","source_id":"48644130","content_type":"comment","title":null,"body_preview":"Loops work when you spend the proper amount of time to understand what you want ahead of time. The prerequisite is clarity — enough clarity that you could write a careful specification that you could ","author":"mccoyb","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference","niche_expertise"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644130"},{"id":"8ae833ea-6972-49e7-b59e-bd2448cab08b","source":"hackernews","source_id":"48651919","content_type":"comment","title":null,"body_preview":"My experience is that I am bottle-necked on specs. The agent loop is less of a thing for me now.\nIf I can get a clear understanding of what I want to build, communicate that to Claude Code in planning","author":"stillpointlab","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651919"},{"id":"cb80fbef-a9c4-4abb-a0f6-c47799d05f47","source":"hackernews","source_id":"48645408","content_type":"comment","title":null,"body_preview":"can someone explain how is this different than feeding the VLM model one page at a time?","author":"piterrro","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645408"},{"id":"7e68d8c0-26ac-4470-9a35-82ea62d680db","source":"hackernews","source_id":"48644456","content_type":"comment","title":null,"body_preview":"What are the requirements for running this locally?","author":"overflowy","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.11918192140119452,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644456"},{"id":"95b0d8e2-76df-42f9-b0b9-0fd82057e24f","source":"hackernews","source_id":"48646031","content_type":"comment","title":null,"body_preview":"How does it compare against Finereader? Comparisons against transformer-based OCRs don't really tell anything. The last time I checked, neither of them were of \"OCR this legal document\" quality.","author":"gettingoverit","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.09498589592716364,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646031"},{"id":"77a6dbaf-5a36-4f9a-aa6e-d571df186f78","source":"hackernews","source_id":"48644071","content_type":"comment","title":null,"body_preview":"Whatever happened to Reducto, was very promising 12-15 months ago","author":"manipalite","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644071"},{"id":"37a82dfa-2d75-4d19-965b-ca789a49ad69","source":"hackernews","source_id":"48644370","content_type":"comment","title":null,"body_preview":"my attempts at using AI to do OCR have always resulted in invented artifacts, which is not production feasible. does this suffer from that as well?\nA simple example is words that are supposed to be in","author":"pmarreck","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.09200787386063118,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644370"},{"id":"180c9c35-3c5d-49c6-9d6d-291360be386c","source":"hackernews","source_id":"48650140","content_type":"comment","title":null,"body_preview":"I'm going to sound like I live under a rock, but what is the true reason companies open-source genuinely good software?\nShouldn't Baidu (or Google) hoard it for themselves to extract the value in a wa","author":"arboles","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650140"},{"id":"5ec75160-e952-4a73-9745-5b0083b892d9","source":"hackernews","source_id":"48646125","content_type":"comment","title":null,"body_preview":"How does this compare with infinty parser 2 which seemed to be running the table on every other OCR tool (https://huggingface.co/datasets/allenai/olmOCR-bench). To be fair, there's no single winning O","author":"aliljet","classification":"ai_generated","confidence":0.75,"indicators":["hedge_stacking","template_phrases","missing_platform_voice","genuine_specificity"],"bot_score":0.22916666666666666,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646125"},{"id":"ffde5a56-fd99-48e2-839a-e9d1b2e87fe8","source":"hackernews","source_id":"48647872","content_type":"comment","title":null,"body_preview":"This looks more promising than what Mistral just launched (coincidence?????? i think not.)\nThis approach feels like it could be used for image gen as well (in some combination). Read/view image, start","author":"lacoolj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647872"},{"id":"a61cb835-d8e1-4f28-8dcf-296e88eb3303","source":"hackernews","source_id":"48645275","content_type":"comment","title":null,"body_preview":"Paper under https://arxiv.org/abs/2606.23050\n(As a side note, I do OCR locally as a small RAG for citations I read in books and also chunk input, but merely to save RAM - interesting this natural appr","author":"janpeuker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645275"},{"id":"b87a4257-100b-4def-9eb2-fbeac5eecb11","source":"hackernews","source_id":"48645922","content_type":"comment","title":null,"body_preview":"FYI, \"Unlimited OCR Works\" is a Fate/stay night reference. The original \"Unlimited Blade Works\" is a magic whose entire premise is copying weapons other people forged","author":"novoreorx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48645922"},{"id":"df45b744-de27-4e01-b300-90b768237e19","source":"hackernews","source_id":"48643958","content_type":"comment","title":null,"body_preview":"\"We would like to thank Deepseek-OCR, Deepseek-OCR-2, PaddleOCR for their valuable models and ideas.\"\nClass Act.","author":"KitN","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643958"},{"id":"76a390c0-61f3-4159-93f5-950d8755f86f","source":"hackernews","source_id":"48644574","content_type":"comment","title":null,"body_preview":"I recently bought a tablet for sheet music, mostly to replace a stack of jazz \"Real Books\" at jam sessions. And the phone camera scans I made are okay, but fixed in size and have a lot of artifacts. A","author":"peatmoss","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":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48644574"},{"id":"4a3adbcc-186a-44e8-9129-08f16919ca7f","source":"hackernews","source_id":"48643871","content_type":"comment","title":null,"body_preview":"Very interesting.\nThe way I understand this works is that the researchers found a clever architectural hack to stop AI from hoarding memory when reading long documents.\nNormally, when an AI transcribe","author":"robotswantdata","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","platform_fluency"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48643871"},{"id":"fde4997c-e66d-4a3b-a4c4-d4902e3dd860","source":"hackernews","source_id":"48651983","content_type":"comment","title":null,"body_preview":"But can it bypass the magic performed by the SSD controller?\nIn particular, can it be certain that a flush is really a flush?","author":"amelius","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.12295726910471227,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651983"},{"id":"cbcac223-fda0-488d-88a2-fe005241ef1a","source":"hackernews","source_id":"48652582","content_type":"comment","title":null,"body_preview":"It is sad that that FFS doesn't support FFS (BSD Fast File System) which inspired the architecture of the ext filesystem (and was the basis for a lot of unix filesystems).","author":"drewg123","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652582"},{"id":"1138d285-a2da-4452-a372-5b616abed86e","source":"hackernews","source_id":"48652221","content_type":"comment","title":null,"body_preview":"But can it match the speed and reliability of the venerable Windows Search?","author":"4petesake","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652221"},{"id":"7445f7e1-9ee8-492c-bd0d-efe69a5d8c47","source":"hackernews","source_id":"48652391","content_type":"comment","title":null,"body_preview":"It might bypass the fs, but it does not bypass the kernel. Cool, though!","author":"Retr0id","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652391"},{"id":"394c5b83-7e5b-4ff9-8171-f99cfdea79e7","source":"hackernews","source_id":"48652378","content_type":"comment","title":null,"body_preview":"Dumb title.\nIt works by reading the block device in /dev directly, wouldn't it also work on an HDD, flash drive or a memory card?","author":"kasabali","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652378"},{"id":"e5c7239d-5aa8-46fd-8850-452b5d246bd1","source":"hackernews","source_id":"48652696","content_type":"comment","title":null,"body_preview":"Saw the name and was disappointed that this wasn't some kind of verified file system written in the F* programming language (https://fstar-lang.org).\nI don't think I'd ever trust or use this, but stil","author":"wk_end","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","genuine_specificity"],"bot_score":0.3,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652696"},{"id":"d3f4d036-ab8b-4ea1-8bfb-44b674382396","source":"hackernews","source_id":"48622434","content_type":"comment","title":null,"body_preview":"This is practically the most useless project becuase you can not run it without sudo permissions, but it was insanely fun to work on it\nsupports ext4, btrfs, and apfs. Multithreaded, supports compress","author":"neogoose","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622434"},{"id":"0cfb7cae-fc02-40ce-b17c-aa6349e2f7f4","source":"hackernews","source_id":"48652470","content_type":"comment","title":null,"body_preview":"F7 gang standup!\nWhen did the squiggles disappear?  I do miss the variety in text formatting. You used to be able to animate text  in Word and have squiggly double underline in different colours. Ever","author":"O-K","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","nostalgia_and_opinion"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652470"},{"id":"03e891b1-aaad-4c20-883b-9286c614242b","source":"hackernews","source_id":"48648934","content_type":"comment","title":null,"body_preview":"I think that in Europe the trend is in the other direction: https://ec.europa.eu/commission/presscorner/detail/en/ip_26_... - e.g. -15% since 2019.","author":"tumdum_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.09498589592716364,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648934"},{"id":"1b781396-bf2c-4f65-9423-e9fa7f3c603c","source":"hackernews","source_id":"48651389","content_type":"comment","title":null,"body_preview":"Super relevant: Vehicles and Crashes: Why is this Moral Issue Overlooked? by Douglas Husak\nOne of my favorite philosophy papers. The author argues that because of the high crash incompatibility of SUV","author":"yboris","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","genuine_specificity","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651389"},{"id":"a5bdb852-1eb3-4e47-95b1-fc8cdc2949d1","source":"hackernews","source_id":"48649173","content_type":"comment","title":null,"body_preview":"Weird question that popped into my mind (not a judgement on this), but is there a similar jump in prosecutions for vehicular manslaughter or are these \"whoopsie'd\" away?\nSeeing today's distracted driv","author":"dudeinhawaii","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","natural_digressions","genuine_specificity","emotional_authenticity"],"bot_score":0.3,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649173"},{"id":"c23d8b3f-e852-4fa1-979d-bc2e648b2dbb","source":"hackernews","source_id":"48649262","content_type":"comment","title":null,"body_preview":"A major aspect of this are side effects of \"safety-first\" obsession over the occupants of the vehicles themselves.\nMandatory airbags in the A-pillars is probably the single biggest killer out of every","author":"bob1029","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":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649262"},{"id":"73b1a3e6-a83f-4e07-8d18-9151cb5a700b","source":"hackernews","source_id":"48652324","content_type":"comment","title":null,"body_preview":"Beyond just being dangerous, it's also incredibly frustrating to go down to my local grocery store and 50% of the stalls have these massive trucks and SUVs sticking out over the sidewalk / into the th","author":"tills13","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652324"},{"id":"5c41a716-195b-4b52-ab23-c9b642e67f7a","source":"hackernews","source_id":"48649165","content_type":"comment","title":null,"body_preview":"2009 coincides with the invention of the smartphone. I've lost count of how many times I've nearly been run over because people are staring at their phones while driving.\nThe attribution to larger veh","author":"jandrewrogers","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinion","platform_fluency"],"bot_score":0.18511757614705893,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649165"},{"id":"39a65cd5-8540-46c2-9176-0caf85092c53","source":"hackernews","source_id":"48652365","content_type":"comment","title":null,"body_preview":"I'd like to start or contribute to a philanthropic effort to see the pickup truck and SUV arms race fought somehow. I think the strongest avenue, at least in the USA, would be better litigation and di","author":"akouri","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652365"},{"id":"64fe678f-4cf8-4827-a3f5-de7757f46351","source":"hackernews","source_id":"48652466","content_type":"comment","title":null,"body_preview":"I was in US three times for work events. Every single time I would try to walk somewhere and would be forced to navigate around pickup trucks stopped in the middle of a freaking crosswalk. Sometimes t","author":"suralind","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652466"},{"id":"601b0e56-bb93-4851-a56c-f75d4add5dc8","source":"hackernews","source_id":"48649252","content_type":"comment","title":null,"body_preview":"The Grille Trend that Kills 509 People per Year \nhttps://www.youtube.com/watch?v=YpuX-5E7xoU video discussed previously https://news.ycombinator.com/item?id=39584166\nThese Stupid Trucks are Literally ","author":"genxy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649252"},{"id":"3e153135-6a04-4538-bd05-f666ead31724","source":"hackernews","source_id":"48648749","content_type":"comment","title":null,"body_preview":"People spend a lot of time on Trucks, but I don't see why SUVs get a pass. Every single car is an SUV now. They're higher up, heavier, and have a higher beltline all so that drivers can \"feel safer.\"","author":"everdrive","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648749"},{"id":"437f962c-e07b-4acd-b534-20dadd4b9cc7","source":"hackernews","source_id":"48648750","content_type":"comment","title":null,"body_preview":"It is worth reading the interactive Times article. Amazing piece of work https://www.nytimes.com/interactive/2026/06/21/us/trucks-suv...","author":"ayhanfuat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648750"},{"id":"1f5eb0d8-d98b-4771-b0db-28dbb89d22ef","source":"hackernews","source_id":"48648704","content_type":"comment","title":null,"body_preview":"So this is only one of the reasons, and a relatively small one:\n“Our estimate is that about 200 to 400 pedestrians a year would not have died if vehicles had remained approximately the same size over ","author":"srdjanr","classification":"ai_generated","confidence":0.65,"indicators":["template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648704"},{"id":"71848ffb-1c1c-4adb-bae1-843bdd0ffd8f","source":"hackernews","source_id":"48648881","content_type":"comment","title":null,"body_preview":"I have long held that larger vehicles should have higher licensing requirements purely based on stats. We see it in the stats that large vehicles are disproportionately dangerous to other vehicles and","author":"jmward01","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.14859407935643623,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648881"},{"id":"bc55b565-6bc1-4b14-bc03-1d6478ec96d2","source":"hackernews","source_id":"48652700","content_type":"comment","title":null,"body_preview":"> The deadly rise of giant trucks and SUVs...\nsafety stilts.","author":"schaefer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.17032925006137825,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652700"},{"id":"10b3c614-e1b6-4c6a-bc43-3ab8e0ba5a3c","source":"hackernews","source_id":"48648913","content_type":"comment","title":null,"body_preview":">“Our estimate is that about 200 to 400 pedestrians a year would not have died if vehicles had remained approximately the same size over the past quarter-century,” the report continued. “That represen","author":"ApolloFortyNine","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.1629049405545331,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648913"},{"id":"85a5d161-71c3-47dd-8a5f-c2eee842c6bf","source":"hackernews","source_id":"48649002","content_type":"comment","title":null,"body_preview":"Data shows that introduction of iPhones in 2007 is a better explanation for the increase in pedestrian deaths than heavier trucks and SUVs: https://www.reddit.com/r/dataisbeautiful/comments/1ubbfrv/oc","author":"rayiner","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649002"},{"id":"05f584bf-b867-4fcd-a841-8ded89b6dd84","source":"hackernews","source_id":"48649751","content_type":"comment","title":null,"body_preview":"The problem is that other countries have seen nearly identical trends in vehicle market share trending towards larger vehicles and have seen sustained declines in pedestrian fatalities. John Burn-Murd","author":"simplyluke","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quote","reference_to_specific_human_author","use_of_archive_link"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649751"},{"id":"997147c2-c97a-4060-b8b9-4dda2cc44d44","source":"hackernews","source_id":"48648685","content_type":"comment","title":null,"body_preview":"In the USA, an order of magnitude more people on foot are killed each year by people driving cars and trucks than are killed in mass shootings. [0][1]\nIt is a massive problem that receives a dispropor","author":"hackingonempty","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648685"},{"id":"178d57b0-05bb-4d32-b1eb-5b9f8fe5579f","source":"hackernews","source_id":"48652709","content_type":"comment","title":null,"body_preview":"For work, I drive an F-350 diesel with a work-bed full of tools and supplies, and a ladder rack. It's a bit nerve-wracking driving through city side streets, especially with pedestrians. It's 22 feet ","author":"CapitalistCartr","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinion","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652709"},{"id":"b416c2a9-cdc8-49c9-bd53-ff425049b4af","source":"hackernews","source_id":"48648642","content_type":"comment","title":null,"body_preview":"WA state recently passed a law about e-bikes/e-motorcycles to deal with the issue of younger teens on these kinda moped-style e-bikes going very fast around town (and often riding quite recklessly).\nT","author":"TulliusCicero","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648642"},{"id":"ad3d003f-994b-483b-a0db-0609dcc3a9cc","source":"hackernews","source_id":"48650842","content_type":"comment","title":null,"body_preview":"I think we know how this story ends\nhttps://en.wikipedia.org/wiki/OpenDoc","author":"tbolt","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650842"},{"id":"f20e99ef-764b-4d00-a261-a80e24d5a290","source":"hackernews","source_id":"48649637","content_type":"comment","title":null,"body_preview":"F3 seems to be a reasonable archival data format.\nI see many replies criticizing F3 as an operational data format, like Parquet. Of course it can't be made as fast in the general case, or as compatibl","author":"nine_k","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_specificity"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649637"},{"id":"78640b01-8e70-4a62-9bb1-1c96a4c89fc1","source":"hackernews","source_id":"48648184","content_type":"comment","title":null,"body_preview":"This project README is not particularly useful:\nIt doesn't explain what the project does (a file format for what?  Name dropping other things I haven't heard of isn't useful)\nThere are no examples.  I","author":"Arainach","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648184"},{"id":"f5b25947-17ce-4b88-baa5-2645a7a9713f","source":"hackernews","source_id":"48649835","content_type":"comment","title":null,"body_preview":"One past discussion:\nF3: Open-source data file format for the future [pdf] - https://news.ycombinator.com/item?id=45437759 - Oct 2025 (125 comments)\nplus this bit:\nAn Open File Format for storing the ","author":"dang","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11559065933852997,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649835"},{"id":"2a02dc7c-484b-4c3a-95ad-94cd61529966","source":"hackernews","source_id":"48650314","content_type":"comment","title":null,"body_preview":"So you know what is a file format the we would be able to Reed 100 years from now. CSV, json even fits (that is 30 years old now). If you don't know the original way it was created you know what each ","author":"alex7o","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","opinion_without_hedging"],"bot_score":0.10391861102107912,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650314"},{"id":"fc7d5a85-d3f6-4880-ba81-ab357adad097","source":"hackernews","source_id":"48648444","content_type":"comment","title":null,"body_preview":"Probably not a good idea to name your project “future” anything, if you expect that future to become the present.\nAlso, f3 is already “fight-flash-fraud”.","author":"drdexebtjl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.17606139121681336,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648444"},{"id":"63aa18e1-7131-4d06-ba2e-0e2cc52756e2","source":"hackernews","source_id":"48651544","content_type":"comment","title":null,"body_preview":"This software project shares the same name as a series of late-1980s erotic manga: https://en.wikipedia.org/wiki/F3_(manga)","author":"JuniperMesos","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651544"},{"id":"ae1b6dc1-d4cb-4e83-ae3f-75f79eed20e9","source":"hackernews","source_id":"48649580","content_type":"comment","title":null,"body_preview":"This reminds me of Alan Kay's OOPSLA 1997 presentation \"The Computer Revolution Hasn’t Happened Yet\" when he describes the Air Force / Burroughs 220 file format from 1961 where the file/tape contained","author":"Qerub","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649580"},{"id":"8d872a72-02c1-4ffe-818d-ec41f4c15a92","source":"hackernews","source_id":"48648188","content_type":"comment","title":null,"body_preview":"Great! I'll use it.\nIn the \"future.\"\nNimble? Lance? Also in the future. Maybe.\nI'll use Parquet in the present.","author":"thisisauserid","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1586911563574242,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648188"},{"id":"8965e16a-7752-4fd3-8c9d-51e8480ed798","source":"hackernews","source_id":"48648271","content_type":"comment","title":null,"body_preview":"File format for what? Text, graphics, compiled code?","author":"krzyk","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648271"},{"id":"49487bc5-ec7a-44ed-89e9-dc8a5861b401","source":"hackernews","source_id":"48648964","content_type":"comment","title":null,"body_preview":"My concern is, if decode fails I need to debug WASM added by some other party maybe containing random bugs. Maybe a library of standard decoders maintained and tested by the project could help, but th","author":"anygivnthursday","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0.25,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648964"},{"id":"5ad9dc0c-78b9-4de3-9a46-97231fb99d61","source":"hackernews","source_id":"48648622","content_type":"comment","title":null,"body_preview":"If I am archiving PBs of data for 10+ years, I don't want to rely on a WASM interpreter being available and performant in the future just to read a file. I want a dead-simple, heavily documented byte ","author":"coffeecoders","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","technical_domain_knowledge","platform_fluency","absence_of_ai_signals"],"bot_score":0.10498589592716362,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648622"},{"id":"a9910b92-2bfd-4d61-bcce-e3f342412ff3","source":"hackernews","source_id":"48648211","content_type":"comment","title":null,"body_preview":"Nice! The world can always use a better data format.\nI think you might get some traction if you post the advantages over parquet and other files directly on the readme, so that if someone goes to http","author":"owentbrown","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648211"},{"id":"b466cbdc-53cc-490d-bb60-da90bddf8204","source":"hackernews","source_id":"48648531","content_type":"comment","title":null,"body_preview":"Hm. I can kinda see it replacing self-extracting EXEs, but a lot of why you choose specific file formats is for specific features they offer - any self-describing system can fall into \"there are too m","author":"Groxx","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648531"},{"id":"65a73064-f517-4c2c-9aff-1b166756a6ad","source":"hackernews","source_id":"48648859","content_type":"comment","title":null,"body_preview":"One nice thing about some modern formats is that there are tools that read them at extraordinarily high effective speed. For example, DuckDB can do all manner of nifty optimizations while reading its ","author":"amluto","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","imperfect_expression","natural_digressions","absence_of_personality"],"bot_score":0.13626584487739704,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648859"},{"id":"d048f6e2-65ff-496b-a73f-a554342f851a","source":"hackernews","source_id":"48648742","content_type":"comment","title":null,"body_preview":"Some folks described it as genius. I guess it's my turn to play the role of an annoying HN skeptic: I find it somewhat silly. Data compression formats are secondary to what you're planning to do with ","author":"zerobees","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.12483467265215104,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648742"},{"id":"21cd6978-a518-4ab8-b203-3902dc3207b5","source":"hackernews","source_id":"48648185","content_type":"comment","title":null,"body_preview":"This could use a bit more \"why\".\nShortcomings of Parquet are mentioned as overcome by this, which ones? Certainly not wide tool support...\nWhy should one leave Parquet or ORC for this structure?","author":"largbae","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1679424943178378,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648185"},{"id":"74ce4796-ecda-41d8-9bb0-520923ae7498","source":"hackernews","source_id":"48649059","content_type":"comment","title":null,"body_preview":"I don’t know what are people commenting on. I see a README with little to no information about what this is, what problems it solves, just links to its Flatbuffer description and a directory full of s","author":"sph","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12426747690892972,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649059"},{"id":"34ac989f-dec3-48c8-bce2-5a70d5406472","source":"hackernews","source_id":"48648238","content_type":"comment","title":null,"body_preview":"This bit is quite genius, rather than depend on a language-specific SDK/lib for working with the formats you can fallback to exported WASM methods if none exist:\n  > \"Each self-describing F3 file incl","author":"gavinray","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_indicators"],"bot_score":0.09888080327097894,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648238"},{"id":"a8fe4272-9339-459e-a244-c80965551fb6","source":"hackernews","source_id":"48649412","content_type":"comment","title":null,"body_preview":"Not sure why this got so many upvotes, also the landing page is not great, its better to look at the paper (see link below).\nSeems to be a columnar storage format that addresses some shortcomings in p","author":"vouwfietsman","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_personality","synthetic_empathy"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649412"},{"id":"fde6f450-53d4-48a9-a3c0-b74aeb10c855","source":"hackernews","source_id":"48651719","content_type":"comment","title":null,"body_preview":"Can passengers tell, I thought German trains were always disrupted!","author":"hdgvhicv","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651719"},{"id":"e3ee73be-6a0c-45a3-9b6b-ea235d755ce4","source":"hackernews","source_id":"48652166","content_type":"comment","title":null,"body_preview":"Is it just me or is the webpage broken with a redirect loop between:\n* https://www.bluewin.ch/en/news/german-train-service-suspende...\n* https://www.bluewin.ch/en/news/german-rail-service-suspended...","author":"porphyra","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","specific_observation"],"bot_score":0.15579294778963443,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652166"},{"id":"a1a91b9f-e162-45d0-ba22-20963feef8a3","source":"hackernews","source_id":"48652141","content_type":"comment","title":null,"body_preview":"Interesting, I just took an OBB train today from Zurich to Amsterdam, which passes through a lot of Germany.","author":"pulkitsh1234","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652141"},{"id":"faa5926b-1154-40ed-b60d-f178e80aaf8f","source":"hackernews","source_id":"48651969","content_type":"comment","title":null,"body_preview":"Downdetector shows parallel disruption spikes, similar pattern as end of last year, not as widespread yet.\nhttps://downdetector.com","author":"DanielleMolloy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.5384615384615384,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651969"},{"id":"dbcae0c6-f990-4184-9e43-0b39c3593dbb","source":"hackernews","source_id":"48652114","content_type":"comment","title":null,"body_preview":"Same problem happened two years ago. You'd think that would be enough time to figure out a failsafe routine","author":"_def","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652114"},{"id":"41a5d237-1df9-4e97-930e-4c316c3fcf16","source":"hackernews","source_id":"48652186","content_type":"comment","title":null,"body_preview":"A truly chaotic week in Europe, alongside the UK train crash and the unprecedented heat wave.","author":"puttycat","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652186"},{"id":"4795d62d-c9d4-4f81-880f-8b1017d625fe","source":"hackernews","source_id":"48652080","content_type":"comment","title":null,"body_preview":"Downdetector shows parallel disruption spikes, similar pattern as end of last year, not as widespread yet.\nhttps://downdetector.com","author":"DanielleMolloy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.5384615384615384,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652080"},{"id":"b2c2d28f-9eb2-476d-abeb-0c6468b668b9","source":"hackernews","source_id":"48652049","content_type":"comment","title":null,"body_preview":"The fallback for GSM-R is the normal GSM network, but according to informed guesses I've read, the handsets still need to authenticate using their GSM-R credentials (it's just normal GSM roaming), and","author":"gpvos","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652049"},{"id":"62a4c5f2-cf29-4bcd-9474-8b765f9f47c5","source":"hackernews","source_id":"48652465","content_type":"comment","title":null,"body_preview":"Trains are being started up again (staggered because the current draw of so many accelerating trains could cause problems) since about 10 minutes past midnight, 30 minutes ago.","author":"gpvos","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652465"},{"id":"95379c91-395d-4b7d-8931-4ad6dac0de1e","source":"hackernews","source_id":"48652504","content_type":"comment","title":null,"body_preview":"The jet lag team must be in Germany again. Sam, you being deuschbahnned?","author":"InTheArena","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652504"},{"id":"358dc8fa-b896-45e0-bc57-2ee2299d6489","source":"hackernews","source_id":"48651845","content_type":"comment","title":null,"body_preview":"Any HNer blocked in a DB train who can share with us the experience?","author":"dgellow","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.0838998903726812,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651845"},{"id":"73afd2de-2daa-464f-9683-5eaac62902a9","source":"hackernews","source_id":"48652047","content_type":"comment","title":null,"body_preview":"It doesn’t surprise me at all. Deutsche Bahn got so bad in the recent years that Switzerland started turning some German trains around at Basel (border) to protect its own timetable from DB delays.","author":"mfiro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652047"},{"id":"97a2a309-6223-4feb-96e8-515daf25c3ba","source":"hackernews","source_id":"48651964","content_type":"comment","title":null,"body_preview":"It's a GSM-R issue. See Tagesschau (German): https://www.tagesschau.de/inland/gesellschaft/deutsche-bahn-...","author":"d2kx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.265643924101736,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651964"},{"id":"edf4164d-dcd8-42f9-a214-873dbda75c71","source":"hackernews","source_id":"48651816","content_type":"comment","title":null,"body_preview":"\"IT Outage: No train service nationwide. Due to a nationwide outage of the GSMR digital rail radio system, all trains are being held at stations. We are working around the clock to resolve the issue.\n","author":"modinfo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","false_specificity"],"bot_score":0.09268466201185348,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651816"},{"id":"59a1ec4f-7b22-45e1-87b2-9a53c7bc1b73","source":"hackernews","source_id":"48651924","content_type":"comment","title":null,"body_preview":"Word on the german bahn reddit seems to be that a buggy software update is the cause. Remains to be seen if this is the real cause","author":"ripbozo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651924"},{"id":"c14b9281-bc23-4d81-8ddc-d94b71d0f204","source":"hackernews","source_id":"48651760","content_type":"comment","title":null,"body_preview":"If this weren’t Deutsche Bahn, I’d say it’s a cyber attack. Given that this is Deutsche Bahn, though, it may just as well be a maintenance issue.","author":"mmoll","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","dry_humor","opinionated_stance"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651760"},{"id":"0c6b802d-e883-4275-9fc2-0d449b9ba71f","source":"hackernews","source_id":"48651879","content_type":"comment","title":null,"body_preview":"There was also a very peculiar train crash in the UK just a few days ago. A train hit a stationary train. That shouldn't really happen in this day and age. Sabotage was the first thing that came to my","author":"felooboolooomba","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0.08459703465824336,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651879"},{"id":"0e8174d6-8626-4b1d-b8a7-7ebb7a233f8c","source":"hackernews","source_id":"48650247","content_type":"comment","title":null,"body_preview":"Apple has something with Swift similar to what Google has with Go. The language has a lot of desirable features for server development very much like Go and Rust. Especially when compared to Java and ","author":"eddythompson80","classification":"human_created","confidence":0.7,"indicators":["personal_opinion_stated","imperfect_expression","platform_fluency","balanced_perspective_but_opinionated","absence_of_obvious_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650247"},{"id":"1e4b4422-bfe2-49ec-a8dc-902ca145a28b","source":"hackernews","source_id":"48650180","content_type":"comment","title":null,"body_preview":"kind of surprised Swift didn't launch with this by default, built in-house","author":"aaronvg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650180"},{"id":"1ff9afa8-2213-4c41-b7f7-06adb6e1690d","source":"hackernews","source_id":"48649278","content_type":"comment","title":null,"body_preview":"Not optimistic here. While I'm glad the SPI guys are getting paid (that is, a full time job), Apple is pretty bad at open source and developer services both, and they explicitly call out developer ide","author":"jshier","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649278"},{"id":"57276be3-c131-4831-8800-3b7e632dce8c","source":"hackernews","source_id":"48652021","content_type":"comment","title":null,"body_preview":"Glad to see it.\nI like the SPM, but it definitely has its \"rough edges.\"\nHaving an index like this, is great.\nHowever, I guarantee that there will be some caterwaulin', if Apple decides to regulate wh","author":"ChrisMarshallNY","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1430121511503383,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652021"},{"id":"76f7f5bd-8878-423c-87f1-c4d6abd1813c","source":"hackernews","source_id":"48649349","content_type":"comment","title":null,"body_preview":"Well I was thinking about making a competitor to SPI because they only support GitHub repo’s.\nThis news makes it easy. I’m starting the engines on this…","author":"peterspath","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.18844610108230275,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649349"},{"id":"4e184256-9ff5-48bc-88b0-ef60b34c570c","source":"hackernews","source_id":"48649786","content_type":"comment","title":null,"body_preview":"Back when I was following Swift, I was a bit confused by there being 2 distinct sites that seemed to be pretty much the same thing:\n- https://swiftpackageregistry.com\n- https://swiftpackageindex.com","author":"frou_dh","classification":"human_created","confidence":0.7,"indicators":["self_reference","imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649786"},{"id":"c1066410-cbfb-46e4-8f43-c01573b8097d","source":"hackernews","source_id":"48650546","content_type":"comment","title":null,"body_preview":"I guess that explains why Dave Verwer handed off ownership of the iOS Dev Weekly newsletter.\nAlways great to see community members see success.","author":"dragon-hn","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650546"},{"id":"2f46aee1-f698-4510-a309-9987b460f575","source":"hackernews","source_id":"48647879","content_type":"comment","title":null,"body_preview":"I think a lot of the cost comparisons to employees are off by a factor of 2 or more. AI is the ultimate contractor. Available instantly. Doesn't charge during idle periods. Pre-vetted and pre-trained.","author":"travisb","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647879"},{"id":"d0f39b52-e088-41dd-898e-c1b7eba44179","source":"hackernews","source_id":"48652460","content_type":"comment","title":null,"body_preview":"The current situation reminds me of how far we've come from old ideals of delaying gratification today in order to have more later.\nIt seems like this ideology has been corrupted into a short-sighted ","author":"jongjong","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality","template_phrases"],"bot_score":0.17028985507246375,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652460"},{"id":"a85b6ff6-af1d-4e24-a991-bfec23615120","source":"hackernews","source_id":"48648091","content_type":"comment","title":null,"body_preview":"The issue is the cost is not going to be a hindrance for companies that have gone all in on the AI development. They may still find it cheaper than hiring engineers and if needed they will layoff a fe","author":"yalogin","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","uniform_paragraph_rhythm","semantic_blandness","absence_of_personality"],"bot_score":0.22455017761780133,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648091"},{"id":"3827bfe8-8655-4c60-af23-5f3b6220d5eb","source":"hackernews","source_id":"48647219","content_type":"comment","title":null,"body_preview":"> Anthropic is subsidizing their enterprise customers by up to 40 times, and OpenAI up to 70 times\nmight as well be the other way around with non subscribed token being 50x overpriced, or any combinat","author":"avereveard","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","strong_opinions","false_specificity"],"bot_score":0.20833333333333331,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647219"},{"id":"d88fda00-5a73-461b-be45-d913ce535568","source":"hackernews","source_id":"48647887","content_type":"comment","title":null,"body_preview":"I can't wrap my head around how revenue > COGS but at the same time AI is being subsidized and the real cost is not affordable.\nYou don't price based on cost, you price based on willingness-to-pay.\nSo","author":"mattas","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647887"},{"id":"379cbd3a-0148-4225-b96b-d5cc00209270","source":"hackernews","source_id":"48647302","content_type":"comment","title":null,"body_preview":"The coming AI enshittification is going to be epic. For those of us who have been on the web for more than five minutes, we can see this a mile away.\nIf you think search ads are annoying, pre-roll You","author":"titzer","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647302"},{"id":"a2b16e97-fdbb-4bc1-b10a-41f49e543d5b","source":"hackernews","source_id":"48647762","content_type":"comment","title":null,"body_preview":"This article seems to be struggling with telling apart the difference between R&D and operating expenses? The fact that AI companies are extremely unprofitable doesn’t mean they are subsidizing token ","author":"wqaatwt","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","niche_expertise","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647762"},{"id":"df91903b-2e85-40df-9fd5-5982be20a21c","source":"hackernews","source_id":"48647948","content_type":"comment","title":null,"body_preview":"Deepseek is 90% cheaper, and nearly as good for coding tasks as claude/codex, and as good given the right plan.\nThe only moat OpenAI and Anthropic have is regulation. If the Chinese really eant to ham","author":"a34729t","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","false_specificity"],"bot_score":0.1869840969938561,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647948"},{"id":"4fb2872b-a834-4aed-8b63-25271d981e8c","source":"hackernews","source_id":"48646743","content_type":"comment","title":null,"body_preview":"I don't have a crystal ball, but based on similar historical scenarios, I think that one or two of these companies will win--probably because of some unique application, delivery or trade secret that ","author":"jschveibinz","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0.22619047619047616,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646743"},{"id":"1caea082-287d-48a6-af40-c8c4168580a5","source":"hackernews","source_id":"48647757","content_type":"comment","title":null,"body_preview":"> Sales and Marketing: $5.73 billion .. That is, OpenAI spent 44% of their revenue on sales and marketing!\nAnyone know what they are spending this on? Can't remember seeing one OpenAI ad.. Is it just ","author":"gizzlon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647757"},{"id":"aadd936f-8ef6-4b2e-a3a5-d9a270468e0d","source":"hackernews","source_id":"48647773","content_type":"comment","title":null,"body_preview":"Lol I feel like no one has any attention span here.  Tech shit is expensive in the beginning when it's new. It gets cheaper with time. This is a tech forum, don't we know this? Of course people overre","author":"chermi","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","missing_platform_voice","semantic_blandness"],"bot_score":0.2748370832612177,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647773"},{"id":"7e4e950c-1943-4529-abec-0f2b7cbbbe80","source":"hackernews","source_id":"48646790","content_type":"comment","title":null,"body_preview":"Shouldn't we know a better answer to these questions once Anthropic's IPO materials surface publicly? I understand, and maybe even expect, SpaceX's materials to be all over the place and skate on by a","author":"knuckleheads","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646790"},{"id":"c4223f81-c021-47ef-a0a8-64b862559986","source":"hackernews","source_id":"48648347","content_type":"comment","title":null,"body_preview":"The estimate that AI companies need to replace 27% of jobs to service their debt is interesting. But at least Anthropic and Meta seem to have their eyes on replacing software engineers.\nThere are ~1.6","author":"qnleigh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","false_specificity","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648347"},{"id":"d3f78e89-ebcf-4292-b1fb-fcf8a6f26eb7","source":"hackernews","source_id":"48646955","content_type":"comment","title":null,"body_preview":"The unit economics might be just fine. We'll know more after IPO.\nThe drug dealer analogy has a darker side to it, however.\nOnce your dependent, they can drive up the price just because. It doesn't ne","author":"fny","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.07208095537263047,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646955"},{"id":"2a15f857-874c-4f74-a25f-2f4ebfda8161","source":"hackernews","source_id":"48646890","content_type":"comment","title":null,"body_preview":"My take is that Anthropic and OpenAI simply are NOT competing on price. 2 big players are often not enough to create tension on price.\nChinese models and open model providers are, indeed, competing on","author":"tacone","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_specificity"],"bot_score":0.04659123798853685,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646890"},{"id":"b79fe57b-91d8-40b8-9c6f-4fb3a018d09c","source":"hackernews","source_id":"48647215","content_type":"comment","title":null,"body_preview":"> Zitron's numbers don't tell us the real cost of generating tokens but, subject to the assumption that the platforms are not subsidizing the token price, that means Anthropic is subsidizing their ent","author":"827a","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647215"},{"id":"ba0309f3-caba-4650-8151-d937b96d5ecb","source":"hackernews","source_id":"48648707","content_type":"comment","title":null,"body_preview":"It's not an affordability crisis, it's a financial crisis. The models get cheaper super fast. By this time next year Fable 5 will cost less than Sonnet does today. That's not the problem. The problem ","author":"woeirua","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_template_phrases","absence_of_synthetic_empathy"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648707"},{"id":"b6b8c2bb-acdf-4b97-bc2c-54509eed2a4b","source":"hackernews","source_id":"48647030","content_type":"comment","title":null,"body_preview":"I think the biggest problem is not necessarily the cost to develop & serve the models, but how quickly user behavior changed with token based pricing.\nI know a lot of people at companies where the mar","author":"steveBK123","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":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647030"},{"id":"49467e80-731c-49f5-864a-ee8e46dcd648","source":"hackernews","source_id":"48652631","content_type":"comment","title":null,"body_preview":"The over investment by VC means that yeah, they are offering all of this below market rate. It's like Enron where they have to keep the scheme going, and dumping on retail investors is the only thing ","author":"androiddrew","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652631"},{"id":"0fe92031-af15-4585-9e4b-cf94e6197b61","source":"hackernews","source_id":"48650797","content_type":"comment","title":null,"body_preview":"Ah this is so cool! Wish I had it in my research days.","author":"haritha1313","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.11538461538461538,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650797"},{"id":"ab6841a5-de6a-4002-a73f-a8f82cc7b312","source":"hackernews","source_id":"48648911","content_type":"comment","title":null,"body_preview":"> the kind of task that no human would ever want to do\nI'm not an AI evangelist, but this kind of thing is such a welcome boon. More itches can be scratched!","author":"otto-riz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","opinion_expressed"],"bot_score":0.22000305372843446,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648911"},{"id":"dad4d022-e04d-4c02-a4b0-2e50b1d423ed","source":"hackernews","source_id":"48647754","content_type":"comment","title":null,"body_preview":"Is their anyone here old enough to remember Xfig ?\nI was quite proud of the hours of work I had put in to configure it just so, with the 3d look and all.","author":"srean","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0.1380487452985774,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48647754"},{"id":"5daafec5-ee6d-439a-9209-c2be84e1a1f8","source":"hackernews","source_id":"48646033","content_type":"comment","title":null,"body_preview":"Hey! I've always wanted something like this! Thanks for building this!","author":"adityamwagh","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0.142816013717186,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646033"},{"id":"16506f47-b631-4c43-93f4-718272e55ebf","source":"hackernews","source_id":"48649004","content_type":"comment","title":null,"body_preview":"Oh man, good on you identifying a product that needs to exist. I've used a few TikZ editors (both online and desktop) and none of them are just amazing.\nBut, I've taken my papers to Typst. Could you h","author":"wjholden","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649004"},{"id":"bd262614-236c-45a3-a6f1-135119e51484","source":"hackernews","source_id":"48646483","content_type":"comment","title":null,"body_preview":"OMG! Psychiatrists are going to lose all of their graduate customers!\nThe world thanks you.","author":"whatever1","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646483"},{"id":"0863abcc-f382-4eba-bbe7-c2b2db0e9ab6","source":"hackernews","source_id":"48646542","content_type":"comment","title":null,"body_preview":"This is superb. Will you consider adding support for pgfplots[1]? When I was a student I was long considering writing a native application for real-time TikZing.\n[1]: https://ctan.org/pkg/pgfplots?lan","author":"delta_p_delta_x","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.15941873497092449,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646542"},{"id":"d2a43c33-b77a-4664-9a4c-d33110e18fd2","source":"hackernews","source_id":"48650178","content_type":"comment","title":null,"body_preview":"This is cool, I vibecoded something similar for a school project, but this looks much more mature, thanks for sharing!","author":"pixlmint","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.125,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650178"},{"id":"10366ad0-07cd-4dc7-bb09-7f89b1464d0a","source":"hackernews","source_id":"48646267","content_type":"comment","title":null,"body_preview":"The killer feature for me is not drawing TikZ visually, but being able to touch old TikZ without turning the source into generated-looking soup.","author":"Littice","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.08050405259559791,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646267"},{"id":"1e28486b-74a8-4037-a373-746fefcfa7fc","source":"hackernews","source_id":"48646100","content_type":"comment","title":null,"body_preview":"All STEM students and researches from the world thank you","author":"GL26","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality"],"bot_score":0.1397455199679255,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646100"},{"id":"222d89d3-c7ea-4613-aa8a-782e7bb95de9","source":"hackernews","source_id":"48648118","content_type":"comment","title":null,"body_preview":"I'm running Linux Mint (xfce version), and I installed the .deb version (TikZ.Editor_0.4.0_amd64.deb).  It's very odd...for example, when I open it or do File/New, many (but not all) of the grid cells","author":"mcswell","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648118"},{"id":"d21eb095-d3f7-4919-9db7-0f013d6905af","source":"hackernews","source_id":"48646718","content_type":"comment","title":null,"body_preview":"Looks really nice. You might consider adding some presets to make it easier to get started, like some common neural net architectures and other use cases for TikZ.","author":"sorenjan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.1433034169150671,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646718"},{"id":"36495685-9a2f-4481-b677-07561b1bba96","source":"hackernews","source_id":"48646302","content_type":"comment","title":null,"body_preview":"This is very cool, but I'm going to say the inevitable...\nHow hard would it be to support cetz? I'm not touching LaTeX if I can avoid it, but I'm using Typst all the time.","author":"__mharrison__","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646302"},{"id":"7f642f0a-0afc-4d3a-aad5-8645423a6fdf","source":"hackernews","source_id":"48648652","content_type":"comment","title":null,"body_preview":"Ah, I love CircuitiTikZ. Only way to do simple text-based circuit diagrams.\nhttps://ctan.org/pkg/circuitikz?lang=en\nhttps://github.com/circuitikz/circuitikz\nSome years ago I wired it up with `asciidoc","author":"lopsotronic","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48648652"},{"id":"7be4ab50-09a0-407f-b770-ec82f5822aa2","source":"hackernews","source_id":"48646352","content_type":"comment","title":null,"body_preview":"As a student I really wanted something like this. Thanks for making it open source. My theoretical computer science prof happened to be Till Tantau the inventor of TikZ. An awesome communicator too.","author":"master-lincoln","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646352"},{"id":"1dc9fd25-fb7d-4242-94fd-ff4f13746f08","source":"hackernews","source_id":"48649794","content_type":"comment","title":null,"body_preview":"This is cool!\nI know people like it, but I hate writing TikZ manually, to the point that I've mostly moved most of my technical-ish drawings to draw.io/diagrams.net, and then just export to a PNG. I f","author":"tombert","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions","suggestion_for_improvement"],"bot_score":0.11633516334577278,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649794"},{"id":"91d94d5b-0a68-4938-8e1a-e3efea1f76a8","source":"hackernews","source_id":"48651614","content_type":"comment","title":null,"body_preview":"Wow, awesome project! I gave a look a bit at the code (before realizing this was made with coding agents as said below on the website) and this seems really well made.\nStill, I would really like to kn","author":"aziis98","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","genuine_specificity","imperfect_expression"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651614"},{"id":"477a58b1-5395-4211-bad5-695496920d6a","source":"hackernews","source_id":"48646672","content_type":"comment","title":null,"body_preview":"Neat! I also enjoyed https://q.uiver.app/ by https://github.com/varkor which is a bit more specialized.","author":"j2kun","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48646672"},{"id":"856812e0-1b53-43a7-9461-5430b0e8e29d","source":"hackernews","source_id":"48649028","content_type":"comment","title":null,"body_preview":"I've tried it now a little. The UI looks very cool, and generally the project is cool so congrats!\nHowever, the generated TikZ code is not good in my opinion. Everything uses absolute coordinates, whi","author":"gignico","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.13423266676003026,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649028"},{"id":"d2a75f0a-f6fc-48ab-94e1-fec51273ec16","source":"hackernews","source_id":"48649737","content_type":"comment","title":null,"body_preview":"It would make an interesting map generation algorithm that could feed the card data and specified map tiles into an image gen AI system that would have to take the map tiles and try to follow the rule","author":"RobKohr","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649737"},{"id":"251cc8f1-3031-4f9f-a4cd-c1676cf4313e","source":"hackernews","source_id":"48652014","content_type":"comment","title":null,"body_preview":"In high school I remember entertaining myself in class by using grid paper to draw little tile based maps. It’s like playing Minecraft by hand. I imagine the concept is lost to a lot of Gen Z or Gen A","author":"deadbabe","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.14006870944638436,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652014"},{"id":"b29c37c5-46ef-4faf-badb-2a7d5c4810be","source":"hackernews","source_id":"48649926","content_type":"comment","title":null,"body_preview":"People Make Games just did a terrific documentary on this https://m.youtube.com/watch?v=Is8N7B9b0GQ&pp=0gcJCUECo7VqN5t...","author":"spencerflem","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649926"},{"id":"e6a000e7-3811-4337-8c62-7e63d36e971b","source":"hackernews","source_id":"48652390","content_type":"comment","title":null,"body_preview":"My favorite part about this/what blows my mind is that his system has him editing singular tiles at any given time. He seemingly only gets to see what it actually looks like at intervals like 15 years","author":"ralusek","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652390"},{"id":"8d6fc01f-b6d5-4305-824b-89ca69bec423","source":"hackernews","source_id":"48649966","content_type":"comment","title":null,"body_preview":"From the first sentence and image on jerrysmap.com I seriously thought it was Jerry Garcia's doing for a second.","author":"jihadjihad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.15506881669735542,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649966"},{"id":"0cef1231-a6bd-4077-99f2-7d5a4628316a","source":"hackernews","source_id":"48650984","content_type":"comment","title":null,"body_preview":"I know Jerry Map (I hope that someday will be a exposition in Spain) because I love it, I love the https://en.wikipedia.org/wiki/Outsider_art. The people who maybe mad and they built a world with own ","author":"mdtrooper","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650984"},{"id":"0191506a-18af-4aa2-892c-85365beaa611","source":"hackernews","source_id":"48652056","content_type":"comment","title":null,"body_preview":"Reminds me of _Journeys Into the Outside_ by Jarvis Cocker.\nAnd that reminds me of the time when I saw him in passing in a corridor at King's Cross Thameslink and my hand was halfway up into a wave be","author":"oniony","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652056"},{"id":"d9634693-db92-47d8-9a86-e417c04fc174","source":"hackernews","source_id":"48651514","content_type":"comment","title":null,"body_preview":"I used to do things like this when I was a kid (less extreme, never more than a single sheet of paper), where I would create some natural features: a lake shore or river, maybe a freeway or two or a r","author":"dhosek","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651514"},{"id":"e01485c2-f854-42fa-b5ee-0874d87b11b6","source":"hackernews","source_id":"48652271","content_type":"comment","title":null,"body_preview":"> The entire process is driven by instructions on a card drawn from a special deck created by the artist.\nI like this. I like that his system pushes the creative process forward without relinquishing ","author":"wxw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.10681045325361377,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652271"},{"id":"dddceebd-d3ee-420a-a44f-bff775e52784","source":"hackernews","source_id":"48652291","content_type":"comment","title":null,"body_preview":"Reminds me a bit of the truck driver who's been building a scale model of NYC for 20 years. That crossed HN 3 months ago.\nhttps://news.ycombinator.com/item?id=47657268","author":"macintux","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652291"},{"id":"86b02d89-24bd-4407-8518-20a7cc642577","source":"hackernews","source_id":"48652525","content_type":"comment","title":null,"body_preview":"The card deck procedure is the most interesting part to me. It makes the map feel less like a drawing and more like a system Jerry is observing over decades. Maybe i need to follow his rules for a map","author":"rode1974","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652525"},{"id":"83e94151-6a57-4387-815e-dbccff4dbf03","source":"hackernews","source_id":"48652537","content_type":"comment","title":null,"body_preview":"Whoa.\nIn my grade school years, I made many maps of my imaginary world.  By high school, I was putting them into my computer, one 16x16 grid at a time.  Had to make sure the edges matched up.  Then I ","author":"FarmerPotato","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.25408520829727554,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652537"},{"id":"48c51030-5e7d-48bf-825a-6ebf8e266b09","source":"hackernews","source_id":"48649940","content_type":"comment","title":null,"body_preview":"There's a good People Make Games video about this from a few days ago\nhttps://youtu.be/Is8N7B9b0GQ","author":"archermarks","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649940"},{"id":"3c425460-6e1b-4c8f-9e29-bd06179df3d4","source":"hackernews","source_id":"48651821","content_type":"comment","title":null,"body_preview":"You guys are welcome: https://marcmajcher.github.io/jerrysmap/","author":"Fraterkes","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651821"},{"id":"717d07b8-c6dc-48f8-9f31-01a8178f12eb","source":"hackernews","source_id":"48652048","content_type":"comment","title":null,"body_preview":"looks like a response to https://news.ycombinator.com/item?id=48445834","author":"jiveturkey","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652048"},{"id":"f6500c27-6d0a-41db-8930-425bbae0db98","source":"hackernews","source_id":"48652317","content_type":"comment","title":null,"body_preview":"Interesting business model.\nSell verification services to one set of clients, and use the harvested email addresses to sell spam delivery to another set of clients.\nIt's like having a space in a big b","author":"zephen","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652317"},{"id":"45864ae6-5630-4cd5-a8f9-7a85230e3e38","source":"hackernews","source_id":"48651863","content_type":"comment","title":null,"body_preview":"Strange to see this in an apparent real product. And also I don't see how this does much to 'validate' it... It could be a valid email that belongs to a random stranger, like, tcook@apple.com for inst","author":"xp84","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651863"},{"id":"b12785a0-b8a2-4ead-beb6-d9daa6764f91","source":"hackernews","source_id":"48652550","content_type":"comment","title":null,"body_preview":"My first thought would be that they've been hacked (or something else, like a CRM attached to their systems, has).","author":"hopeless","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652550"},{"id":"70703115-27d1-41da-8952-1e846ed4b08f","source":"hackernews","source_id":"48651883","content_type":"comment","title":null,"body_preview":"Can it be that Pangram doesn't send any spam itself but instead (intentionally or not) leaks your email address to some spammer who then does the sending?","author":"kirmerzlikin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651883"},{"id":"28f8a111-422f-4531-a9c9-bf9b7366de7f","source":"hackernews","source_id":"48652358","content_type":"comment","title":null,"body_preview":"There is a procedure common in mail sending where you ALMOST do this. You connect to their mail server, tell it you have a message for them, and wait to see if it rejects you or accepts the message. T","author":"rubinlinux","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652358"},{"id":"601655bb-bc3b-4bac-90a5-f48664027850","source":"hackernews","source_id":"48651534","content_type":"comment","title":null,"body_preview":"the actual base64 email itself is an HTML document, with a bunch of filler text about metal magnets!\n> Hi there, A magnetic domain is a region within a magnetic material in which the magnetization is ","author":"bstsb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651534"},{"id":"dc1cb790-a4ce-4487-8410-e10a05f90809","source":"hackernews","source_id":"48651881","content_type":"comment","title":null,"body_preview":"The idea that they really send spam to validate an email address sounds to insane to be believable.\nIs it possible that they are somehow leaking the address to actual spammers?\nFor example, they (or t","author":"vova_hn2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.083025348198603,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651881"},{"id":"f334e5a3-c6a6-4497-9554-9655715035f8","source":"hackernews","source_id":"48652193","content_type":"comment","title":null,"body_preview":"I would make even stronger advice.\nIf you want to verify an email, send me a one-time code with several hours expiry that I have to resubmit through my logged in web identity at your site.\nIt drives m","author":"saltcured","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652193"},{"id":"6ca3b338-d45a-4c0d-b449-25ef895b4a30","source":"hackernews","source_id":"48652005","content_type":"comment","title":null,"body_preview":"I just did a signup on a brand new email address and was not able to recreate. No random spam emails reported. Just a normal verification email.\nIt's likely that the email the author received is pure ","author":"legitster","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","natural_digressions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652005"},{"id":"b7b8df9b-ee86-4473-b941-61289421f537","source":"hackernews","source_id":"48652717","content_type":"comment","title":null,"body_preview":"I have a Gmail address in the format of x.surname@gmail.com, which is obviously potentially applicable to tens of thousands of people.\nThe amount of misdirected mail I  get is astounding. I literally ","author":"lwhi","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","strong_opinion","platform_fluency"],"bot_score":0.2824295673489558,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652717"},{"id":"49eda2a1-9a17-4ea1-ac90-b97f5cc16882","source":"hackernews","source_id":"48652523","content_type":"comment","title":null,"body_preview":"Worked in tech for a long time before I got to WOTC. Went through a lot of layoffs and short term executive decisions that invariably leave anyone without preferred stock out to dry. Wish I had a unio","author":"d4mi3n","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.2553947702462554,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652523"},{"id":"6b3991c0-bec2-4211-a9bf-06e714fbc9fe","source":"hackernews","source_id":"48652624","content_type":"comment","title":null,"body_preview":"Any time you have a chance to unionize¹, do so.\n¹ That's union-ize, not un-ionize.","author":"CapitalistCartr","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652624"},{"id":"284d595b-9fa6-4dec-ab96-e5e8d2892479","source":"hackernews","source_id":"48652437","content_type":"comment","title":null,"body_preview":"Hopefully they can push back against some of these collabs. I have yet to meet someone who is thrilled with playing a deck with Post Malone, TMNT, or The Walking Dead in it. The best you get is indiff","author":"Avicebron","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652437"},{"id":"544d3430-1a28-4b10-9e53-840cbb1084b7","source":"hackernews","source_id":"48652623","content_type":"comment","title":null,"body_preview":"Anytime this comes up, it's worth pointing out how deeply weird US unionization is compared to the broader world.\nThere is now a union ... just for Wizards of the Coast employees. UWOTC-CWA now has a ","author":"legitster","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","hedging_but_natural","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652623"},{"id":"c3f70896-4591-4745-8b9e-3d5af14f9e6d","source":"hackernews","source_id":"48651526","content_type":"comment","title":null,"body_preview":"Very cool product! And to think, in one of the many prior gaussian splatting threads someone declared there was no way anyone could build a business around the technique.","author":"relaxing","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651526"},{"id":"2f2122b9-2fc2-4b86-9df7-2af053bdc6d3","source":"hackernews","source_id":"48651841","content_type":"comment","title":null,"body_preview":"What is the 3d printing technique being used here? I can’t intuitively recognize it.","author":"terabytest","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","direct_question_to_community"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651841"},{"id":"bd483e9d-cc90-460b-bf1f-8ce1db5cdb93","source":"hackernews","source_id":"48651793","content_type":"comment","title":null,"body_preview":"Incredible. I may be the only one in the dark, but until this moment I had no idea 3D printing at this high a fidelity was possible. It looks like a real bee.\nLast I knew, the best 3D prints still loo","author":"pizzathyme","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651793"},{"id":"af41b550-19e5-4020-952f-c26a844203f8","source":"hackernews","source_id":"48650575","content_type":"comment","title":null,"body_preview":"People who say vitamin d isnt important should read about auld rickie...","author":"Johnyjohnson123","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650575"},{"id":"6506f88b-b99e-49bf-b18e-c5562be87822","source":"hackernews","source_id":"48650756","content_type":"comment","title":null,"body_preview":"> Because physical exams are performed in mobile vans in NHANES, data could not be collected in northern latitudes during the winter\nWhy not?","author":"ninalanyon","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650756"},{"id":"4abd6f50-028d-4966-8a24-ae2c91048060","source":"hackernews","source_id":"48651325","content_type":"comment","title":null,"body_preview":"I was taking 4000IU of Vitamin D daily along with 100 mcg Vitamin K-2 MK-7. My Vitamin D level was 60ng/ml. I've since dropped down to 3000IU per day. I go outside a lot but am either covered or using","author":"vondur","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651325"},{"id":"f3672b00-dff8-4856-9201-673997c6e8d2","source":"hackernews","source_id":"48649962","content_type":"comment","title":null,"body_preview":"I like this author but this post was only weakly intriguing.\nMore importantly, I'd like to know how long it takes to write a post like this.\nEverything I write, I try to research and publish in under ","author":"nilirl","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference"],"bot_score":0.08622555716212994,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649962"},{"id":"5430d958-88e1-4ffd-a868-71b7aa51d894","source":"hackernews","source_id":"48650698","content_type":"comment","title":null,"body_preview":"Just because vitamin D supplements helps with rickets doesn't mean supplementation helps all the other things we seem to attribute to vitamin D.\nI think a good hypothesis for the discrepancy regarding","author":"xutopia","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","semantic_blandness","missing_platform_voice"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650698"},{"id":"8ba18909-3573-4e3b-bc47-d35878cd34ec","source":"hackernews","source_id":"48651775","content_type":"comment","title":null,"body_preview":"In case the author is here, you can find the Garland & Garland (1980) article on sci-hub.\nAnd if link is allowed https://sci-hub.ru/https://doi.org/10.1093/ije/9.3.227","author":"jmhammond","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651775"},{"id":"1e7da0b4-3e66-4632-b1bf-494e7670f83f","source":"hackernews","source_id":"48652420","content_type":"comment","title":null,"body_preview":"Probably heavily depends on the country/region, but here in Germany it is basically the norm to be Vitamin D deficient. Like, half of the population have a deficiency when there is some sun and basica","author":"d2kx","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.265643924101736,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652420"},{"id":"47d36a2c-e518-40b4-80fe-7f2b6eda056f","source":"hackernews","source_id":"48650209","content_type":"comment","title":null,"body_preview":"Another more recent trial (TARGET-D) is showing a 52% reduction in heart attack risk:  https://www.empirical.health/blog/vitamin-d-heart/\nThat trial used a dynamically-adjusted dosage of a vitamin D3 ","author":"brandonb","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650209"},{"id":"5605305f-dd4a-44ec-8c22-13dc00d10264","source":"hackernews","source_id":"48652175","content_type":"comment","title":null,"body_preview":"The charts showing vitamin D not helping, but also slightly hurting make the topic more relevant. The title is almost too flippant of the conclusions which is don't just take more than necessary,becau","author":"skyberrys","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1802711528484766,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652175"},{"id":"a6b160d7-1edd-4929-a87c-8f011dca4e77","source":"hackernews","source_id":"48650394","content_type":"comment","title":null,"body_preview":"Your body needs vitamins in order to form complex aminos to operate. But your body only needs to make so many of them - especially if you are an adult, not pregnant, or not suffering from a disease of","author":"legitster","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650394"},{"id":"d15091f7-a9da-4ed2-8eb4-1412b71ae463","source":"hackernews","source_id":"48652474","content_type":"comment","title":null,"body_preview":"Have a loved one that has extremely low vitamin D issues. Takes ergocalciferol from time to time and it is pretty useful in my opinion.","author":"rhipitr","classification":"human_created","confidence":0.7,"indicators":["personal_anecdote","opinion_expressed","lack_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652474"},{"id":"7b5d718c-9809-499b-9562-657be2491b4c","source":"hackernews","source_id":"48650000","content_type":"comment","title":null,"body_preview":"I suspect that blood vitamin D is mainly a marker for how much outdoor exercise people are getting, and that it is the exercise rather than the D which is causal.","author":"amanaplanacanal","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650000"},{"id":"260a49d5-1e3b-46c4-b712-172f19c7eaca","source":"hackernews","source_id":"48650431","content_type":"comment","title":null,"body_preview":"> For a while there, many people thought vitamin D was magical\nI never heard that in Germany. I only heard that if you use certain medications like cortisone that vitamin d could be problematic. Most ","author":"merb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.2157629006822891,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650431"},{"id":"5219f1c4-64da-45a7-8512-5b18a1a988eb","source":"hackernews","source_id":"48652296","content_type":"comment","title":null,"body_preview":"Leaving out skin colour from the conversations while mentioning 'randomized trials' and 'seasonal subpopulations' is problematic. Vitamin D production is highly tied to skin colour (melanin levels).","author":"whycome","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","niche_expertise","platform_fluency"],"bot_score":0.21928152770566217,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652296"},{"id":"e78f6782-7492-4fb4-9d00-1a9565732310","source":"hackernews","source_id":"48649956","content_type":"comment","title":null,"body_preview":"Even so, it still seems to be a small effect. The author mentions some studies looking at sunlight vs all cause mortality. These, and more recent studies [1] found much higher reductions in all cause ","author":"cpncrunch","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48649956"},{"id":"0662182b-02c9-4ae4-8cb7-f1fc11a0623f","source":"hackernews","source_id":"48650617","content_type":"comment","title":null,"body_preview":"It's arguable whether Vitamin D is really a vitamin or a hormone,  see\nhttps://pubmed.ncbi.nlm.nih.gov/33549285/\nLook at the molecular structure\nhttps://en.wikipedia.org/wiki/Vitamin_D\nthat's a freaki","author":"PaulHoule","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_indicators"],"bot_score":0.13683262306068728,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650617"},{"id":"3c4f17e3-f632-4cf6-8d11-04a98b2b16f8","source":"hackernews","source_id":"48650302","content_type":"comment","title":null,"body_preview":"Has anyone done a RCT of D3+K2? K2 seems to be important in the absorption of D3. Another aspect that bothers me with these studies is that we’re simply supplementing the vitamin D, seemingly without ","author":"rzz3","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650302"},{"id":"1b110358-9aaf-4251-bada-153624d91559","source":"hackernews","source_id":"48650069","content_type":"comment","title":null,"body_preview":"This is a refreshingly balanced and honest analysis of Vitamin D studies.\nThe strongest evidence for Vitamin D is in people who are severely deficient. Bumping up to a normal range can provide some im","author":"Aurornis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_personality","template_phrases"],"bot_score":0.13294314925171122,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650069"},{"id":"ae6fcaf2-c017-4f57-9184-1e4b9c5d2494","source":"hackernews","source_id":"48651341","content_type":"comment","title":null,"body_preview":"Not in the field, but every time vitamin D studies come up I am reminded of the one that called out how current recommendations are based on faulty math (confusion on how to combine different sized st","author":"persedes","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","platform_fluency","specific_claim_with_source"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651341"},{"id":"9e8575b6-04b4-4bc1-934e-4be9941ec996","source":"hackernews","source_id":"48650605","content_type":"comment","title":null,"body_preview":"The survey in the article that assessed vitamin D deficiency was a bit odd:\n>Because physical exams are performed in mobile vans in NHANES, data could not be collected in northern latitudes during the","author":"Aerroon","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650605"},{"id":"6fcd0a9f-1dcc-40d5-ae93-e186535b9638","source":"hackernews","source_id":"48650504","content_type":"comment","title":null,"body_preview":"The swipe demo on the website is neat! I wasn't expecting to be able to use it with my mouse.","author":"nozzlegear","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650504"},{"id":"44acf022-929d-4f3b-927c-297718758e52","source":"hackernews","source_id":"48650540","content_type":"comment","title":null,"body_preview":"Very cool, I use swipe typing almost exclusively so good to see open models. It just needs to preserve word history for custom words, not sure if it does that.","author":"satvikpendem","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.10584515419958174,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650540"},{"id":"12eb5969-a037-4faf-a75f-8852d03ed6c9","source":"hackernews","source_id":"48650749","content_type":"comment","title":null,"body_preview":"This is amazing! It's driven me nuts for a very long time that so many mobile keyboards allow totally non-sequitur nonsensical sequence completions.\nIn particular, if you end up using the voice input ","author":"tekacs","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","personal_experience","imperfect_expression"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650749"},{"id":"6a426ba3-a62e-4e29-a758-eb1c49e6b97f","source":"hackernews","source_id":"48651220","content_type":"comment","title":null,"body_preview":"On the one hand snapping to the nearest English word is useful. On the other hand it will prevent our language from evolving.","author":"amelius","classification":"ai_generated","confidence":0.75,"indicators":["hedge_stacking","suspiciously_balanced","missing_platform_voice"],"bot_score":0.12295726910471227,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651220"},{"id":"201df973-728a-49ae-8cdb-8c155d903792","source":"hackernews","source_id":"48650803","content_type":"comment","title":null,"body_preview":"Must say it's a little bit lame that they are boycotting iOS. I will not change phone just to use this app but it would be nice to be able to replace SwiftKey with this.","author":"madspindel","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650803"},{"id":"8798100c-ab12-4476-81da-6fa967e0d8ed","source":"hackernews","source_id":"48651725","content_type":"comment","title":null,"body_preview":"I've been using the new swipe for a few days and it's truly excellent.","author":"ibejoeb","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","polished_first_draft"],"bot_score":0.18443609377704337,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651725"},{"id":"f4a5ba4d-20aa-4294-af65-4aa7e0bf1191","source":"hackernews","source_id":"48651190","content_type":"comment","title":null,"body_preview":"Love swipe typing. Nice to see more keyboards in the space.","author":"spicyusername","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.23484848484848483,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651190"},{"id":"c50e5e62-9265-4672-8de7-658aa8686cc0","source":"hackernews","source_id":"48651197","content_type":"comment","title":null,"body_preview":"I've been using HeliBoard for a while now, but IIRC the swipe library it uses is from Google (have to install it separately to comply with license). Wonder how this stacks up.","author":"skeledrew","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651197"},{"id":"7b5be5b4-94ea-4511-9125-c7cc239af30c","source":"hackernews","source_id":"48652257","content_type":"comment","title":null,"body_preview":"If this can learn my patterns, that itself is enough.\nGoogle Keyboard used to do this, but mysteriously doesn't do it anymore.","author":"ktimespi","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652257"},{"id":"57912db0-4d9e-4284-b4db-b96a5be691ce","source":"hackernews","source_id":"48651736","content_type":"comment","title":null,"body_preview":"It would be nice if there was a swipe typing keyboard that was similar to Chinese/Japanese IMEs where you can swipe out a full phrase and the keyboard can use it to fix short/ambiguous words based on ","author":"sheept","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651736"},{"id":"91e061e1-8ead-4f31-918c-465b8c6da255","source":"hackernews","source_id":"48650759","content_type":"comment","title":null,"body_preview":"Great timing given I just installed SwiftKey since Microsoft has started embedding ads and dark pattern redirects to Bing!","author":"Sebguer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650759"},{"id":"d502b1df-ee27-424c-9683-2d0298f069db","source":"hackernews","source_id":"48651807","content_type":"comment","title":null,"body_preview":"As a FUTO keyboard user for about a year I'm quite excited for this!\nTheir local voice transcription is top notch and proper swipe gestures would be icing on the cake.\nNow to fix that issue there tapp","author":"julianlam","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","niche_expertise"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651807"},{"id":"56f584a6-990e-4fa8-a343-a54576371f5e","source":"hackernews","source_id":"48651694","content_type":"comment","title":null,"body_preview":"After experiencing Nintype on iOS many years ago, I can't use any other swipe keyboard anymore. I'm stuck using the stock keyboard for typing, and sometimes (rarely) swiping a word or two when I din't","author":"Vingdoloras","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651694"},{"id":"cde3b60d-efd8-45ea-97c7-4cc7d0a0bdfc","source":"hackernews","source_id":"48651225","content_type":"comment","title":null,"body_preview":"edit: NOT guaranteed to be free and open! seems to have a confusing license setup. Boooo! Works good though, I'll take it over Gboard.\nThis is such a massive deal. This is, as far as I can tell, the f","author":"functionmouse","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.10893351337649947,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651225"},{"id":"13e4bd52-62c8-4820-8923-037859e723b0","source":"hackernews","source_id":"48652603","content_type":"comment","title":null,"body_preview":"Is there some sort of swipe data standard? If there were, it feels like getting a few proper OSS projects going might start to shift things in the right direction (assuming they cracked a way to share","author":"nmstoker","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1886716665705125,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652603"},{"id":"26f6cc8d-6ed8-4fb8-af55-03d405c1bdb4","source":"hackernews","source_id":"48651014","content_type":"comment","title":null,"body_preview":"Futo with the new swipe model is the first android keyboard i've used that I don't feel like i'm compromising vs GBoard.\nIntegrated speak to text, good autocorrect typing, good autocorrect swiping.","author":"prism56","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.14253965254941164,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651014"},{"id":"2f8122f3-9304-460b-a8b6-f2e31a046bd2","source":"hackernews","source_id":"48652452","content_type":"comment","title":null,"body_preview":"Voice dictation is so much better than GBoard, which I've been using until now. It capitalizes and punctuates sentences without me needing to, and got several sentences perfect without any post-editin","author":"gblargg","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","absence_of_ai_template_phrases"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652452"},{"id":"dea64eb2-295c-41fb-8434-06dc0c15fe77","source":"hackernews","source_id":"48650720","content_type":"comment","title":null,"body_preview":"For anyone wondering: the library uses the GPLv3 (good) while the Android keyboard uses the Futo License (shit).\n- https://gitlab.futo.org/keyboard/swipe-library/-/blob/master...\n- https://github.com/","author":"HiPhish","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48650720"},{"id":"08a24b33-8f1f-407b-af37-542c2590d9c2","source":"hackernews","source_id":"48651620","content_type":"comment","title":null,"body_preview":"I've been using this keyboard on and off for a while now. I've always switched back to gboard, however this update made me convert full time. It's really good.\nThere are a few issues, like it randomly","author":"blopker","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","opinion_and_comparison","imperfect_expression"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651620"},{"id":"1a402287-cf7e-4e3f-b716-9ef5ff644d56","source":"hackernews","source_id":"48651652","content_type":"comment","title":null,"body_preview":"Awesome. I've been using FUTO keyboard for two years now and it's the best free & private keyboard I found, but swiping has been really bad for all these keyboards which was such a pain because I use ","author":"popcar2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48651652"},{"id":"05581d4c-62de-4e3d-ba96-ef6184efe400","source":"hackernews","source_id":"48652568","content_type":"comment","title":null,"body_preview":"why do your states constantly behave as if they are sovereign nations?","author":"vlian2088","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652568"},{"id":"11781d20-417b-4bf0-baeb-1b16292a4f61","source":"hackernews","source_id":"48652672","content_type":"comment","title":null,"body_preview":"Photocopiers and printers have included anti-counterfeiting tech for decades, so there is precedent for this kind of thing. And this is addressing a real growing problem:\nhttps://www.cbsnews.com/sanfr","author":"guelo","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652672"},{"id":"aa969c0d-1ac4-49a4-a686-8dccca5df3c2","source":"hackernews","source_id":"48652613","content_type":"comment","title":null,"body_preview":"Then, well, let's start downloading:\nhttps://spreadthesignal.com/files\nhttps://guncadindex.com/search\nhttps://defcad.com/library/","author":"nekusar","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652613"},{"id":"3baf4a8f-309f-49df-be7c-a1fb1b808244","source":"hackernews","source_id":"48652579","content_type":"comment","title":null,"body_preview":"Why does California since Arnold left office feel the need to regulate above the average other states regulate? [in fairness gov Brown would veto some of the crazier ideas that arrived at his desk]\nWh","author":"mc32","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652579"},{"id":"06dfc80c-7d1b-4b70-90b0-188b437a5e0c","source":"hackernews","source_id":"48652667","content_type":"comment","title":null,"body_preview":"As the latest affair shown, US is falling behind in drone tech. Now another key modern tech is going to be similarly outlawed.","author":"trhway","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652667"},{"id":"3708aa22-0864-4fe8-b41b-769d4ca61b93","source":"hackernews","source_id":"48652521","content_type":"comment","title":null,"body_preview":"What are the odds of this passing successfully?\nA grim day for 3D printing if so.","author":"LinuxAmbulance","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.2944444444444444,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652521"},{"id":"152fc10f-77c9-464a-a2bc-168ae8a644ce","source":"hackernews","source_id":"48652633","content_type":"comment","title":null,"body_preview":"Roll call from the Assembly vote: https://legiscan.com/CA/rollcall/AB2047/id/1702219","author":"jshmrsn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652633"},{"id":"0183e772-dcec-4aec-a99e-925449d81758","source":"hackernews","source_id":"48652549","content_type":"comment","title":null,"body_preview":"Yeah you. Better get your printer air gapped because they are going to brick it in the name of getting re-elected","author":"androiddrew","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Tue Jun 23 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48652549"},{"id":"8e1af66a-1e25-4ab7-93d7-e0f7931173d6","source":"hackernews","source_id":"48652589","content_type":"comment","title":null,"body_preview":"Next they will ban hardware store ? 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here is a wonderful true football story https://www.themoviedb.org/movie/295144","author":"adamprocter","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.3107126841679747,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@adamprocter/116796190713713930"},{"id":"358f5729-3ab0-4ad6-9e2c-b119fc1fac5a","source":"mastodon","source_id":"fosstodon.org:116796203371123484","content_type":"post","title":null,"body_preview":"Hello @help / @manton epilogue has some issue with the movies post as can’t scroll to see why you have typed - video attached might be again realited to my use of increased font ... 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He may have sucked","author":"distractal","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","comparative_analysis"],"bot_score":0.39758927601681365,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@distractal/116796002716713341"},{"id":"85df1713-3ecd-4313-99aa-f2757e0b44b7","source":"mastodon","source_id":"hachyderm.io:116796004288696303","content_type":"post","title":null,"body_preview":"Alba arise! 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Eventually I will recover the NAS. But in the mean time I used the backup that nabu casa makes. Completely painless. Spun up a new VM running HAOS, restored","author":"paco","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","self_reference"],"bot_score":0.3116791562736328,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@paco/116796280055153795"},{"id":"43194870-4cdf-470e-b3b4-d0639fb7a03d","source":"mastodon","source_id":"infosec.exchange:116796286741715874","content_type":"post","title":null,"body_preview":"I know some of you guys have already noticed this... While I tend to listen to curated music, my bestie likes to listen to random playlists off of YouTube and YouTube music, and she is getting insanel","author":"corq","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","personal_anecdote","emotional_authenticity","external_link_context"],"bot_score":0.37754070363095166,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@corq/116796286741715874"},{"id":"567cd2da-4d4d-4bc0-a1a2-60d409b9a4ee","source":"mastodon","source_id":"infosec.exchange:116796287925371009","content_type":"post","title":null,"body_preview":"How software development’s speed obsession enabled TeamPCP’s chaos crusade https://cyberscoop.com/teampcp-breaks-open-source-software-trust-model/","author":"patrickcmiller","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.38548548158173757,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@patrickcmiller/116796287925371009"},{"id":"0983b697-540f-4002-a0e8-d5eda1756e4a","source":"mastodon","source_id":"infosec.exchange:116796296372678116","content_type":"post","title":null,"body_preview":"pc gaming is cheaper than console gaming now - not really you are talking 2-3k for a basic ws or server. can you run ai on the steam machine? gaming machines are gaming machine for like an hour or two","author":"gary_alderson","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness","template_phrases"],"bot_score":0.4178440825808595,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@gary_alderson/116796296372678116"},{"id":"2bd1d72c-e677-486f-b4fa-50b16b6f0afc","source":"mastodon","source_id":"infosec.exchange:116796300924660578","content_type":"post","title":null,"body_preview":"RE: https://flipboard.com/@spacecom/all-about-mars-5qr0ks4ez/-/a-RNHdFPZEQsWSiukFUwvuJA%3Aa%3A1693190246-%2F0\n\nKinda feel like the minimum bar to terraforming other planets is proving we can take care","author":"darkuncle","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@darkuncle/116796300924660578"},{"id":"318368ec-d2f7-4b63-963e-2015467d259d","source":"mastodon","source_id":"infosec.exchange:116796304860925771","content_type":"post","title":null,"body_preview":"RE: https://mas.to/@gabrielesvelto/116795300236333969\n\nSolidarity forever!","author":"pip","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":1,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@pip/116796304860925771"},{"id":"0275724c-d7ec-49b2-8a3a-7f899eb20c21","source":"mastodon","source_id":"infosec.exchange:116796305969179602","content_type":"post","title":null,"body_preview":"Related: https://abyssdomain.expert/@filippo/116795795287641020\n #PQC #quantum","author":"darkuncle","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@darkuncle/116796305969179602"},{"id":"989f37f7-7674-4896-b161-2ac157ca4d37","source":"mastodon","source_id":"infosec.exchange:116796308182767740","content_type":"post","title":null,"body_preview":"GL.iNet Beryl AX GL-MT3000 Command Injection https://packetstorm.news/files/223974 #exploit","author":"packet_storm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@packet_storm/116796308182767740"},{"id":"60f3d9bb-e81e-440f-ba94-f68bf5efe858","source":"mastodon","source_id":"infosec.exchange:116796309699918084","content_type":"post","title":null,"body_preview":"Basecamp #InfoSec & #DataPrivacy Briefing for Monday, June 22nd:\n✈️ Which airline's API may be leaking info?\n📰 Which news organization is being impersonated?\n⚛️ Which #cybersecurity tool came from Oak","author":"InfoSecSherpa","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","absence_of_personality","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@InfoSecSherpa/116796309699918084"},{"id":"530a7a26-4044-45bd-848a-d437cd4da3d4","source":"mastodon","source_id":"infosec.exchange:116796322232524108","content_type":"post","title":null,"body_preview":"I think, the inevitable solution he will come up with, will be to fill it with lucite.","author":"krypt3ia","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@krypt3ia/116796322232524108"},{"id":"5bce3bb8-4ad4-45b2-af39-04fedd67a14c","source":"mastodon","source_id":"infosec.exchange:116796323744846136","content_type":"post","title":null,"body_preview":"Late spring cleaning. Purged inactive accounts. Removed my followers who never interacted with me since before and after the move. I have no regrets.\n\nOut with the old, in with the new.","author":"darkpixel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@darkpixel/116796323744846136"},{"id":"f065fcd3-69a4-4697-a66f-576ea6af98f2","source":"mastodon","source_id":"infosec.exchange:116796330029513209","content_type":"post","title":null,"body_preview":"mother nature brought her own hydration break to the France vs. Iraq game to show how its done #worldcup","author":"SecureOwl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.4129675516002199,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@SecureOwl/116796330029513209"},{"id":"bf40a752-12b8-4733-81ca-26b34e7f4815","source":"mastodon","source_id":"infosec.exchange:116796341075513458","content_type":"post","title":null,"body_preview":"Guys I'm sorry but you have to click through and see the moron saying \"crypt-o-graffy\" \nHe's just so amazingly stupid, it's jaw dropping. \n\nIt could happen today. https://bsky.app/profile/atrupar.com/","author":"Nonya_Bidniss","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@Nonya_Bidniss/116796341075513458"},{"id":"5ad22122-705a-4696-9c8b-94090f9a2857","source":"mastodon","source_id":"infosec.exchange:116796345368795410","content_type":"post","title":null,"body_preview":"Sometimes, for no reason, I start whistling Age of Empires II music.","author":"pip","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":1,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@pip/116796345368795410"},{"id":"8a2137ce-60db-4c5b-8b8f-76c84de6c107","source":"mastodon","source_id":"infosec.exchange:116796347788160486","content_type":"post","title":null,"body_preview":"AI Toolchain Hijacked: IDE Plugin API Key Theft https://packetstorm.news/files/223979 #paper","author":"packet_storm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@packet_storm/116796347788160486"},{"id":"04db9264-650e-4eaf-9db8-cba5de58d01e","source":"mastodon","source_id":"infosec.exchange:116796348423532104","content_type":"post","title":null,"body_preview":"🚨New ransom group blog post!🚨\n\nGroup name: incransom\nPost title: belpointeasset.com \\ belpointe.com\nInfo: https://cti.fyi/groups/incransom.html\n\n#ransomware #cti #threatintelligence #cybersecurity #in","author":"CTI_FYI","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@CTI_FYI/116796348423532104"},{"id":"181d02aa-a51c-498f-b456-127251e4b5ab","source":"mastodon","source_id":"infosec.exchange:116796349644497211","content_type":"post","title":null,"body_preview":"the last batch of ufo files landed and what now? is there the political will to open what will be a can of worms?\nit is mostly a fiscal issue after the initial shock of official announcements","author":"gary_alderson","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.4178440825808595,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@gary_alderson/116796349644497211"},{"id":"8cbbb466-82d2-4284-b789-a15aa8a3c3f1","source":"mastodon","source_id":"infosec.exchange:116796355443207784","content_type":"post","title":null,"body_preview":"RE: https://mastodon.social/@pomarede/116795626426542166\n\nthis is amazing, I can't wait to see the launch <3","author":"darkuncle","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Mon Jun 22 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@darkuncle/116796355443207784"},{"id":"f9cf1ca0-ff3a-40fb-8492-7ccce041f107","source":"reddit","source_id":"t1_ot82mvx","content_type":"comment","title":null,"body_preview":"I like this part \"Meta executives repeatedly defended the data-gathering project, saying it was necessary to train AI systems to operate computer software the way humans do and that employees were the","author":"iamthe0ther0ne","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uczyyq/meta_pauses_employeetracking_program_following/ot82mvx/"},{"id":"05a79783-38de-462f-b975-09b195b695c0","source":"reddit","source_id":"t1_ot82n4v","content_type":"comment","title":null,"body_preview":"Well yes, but the government is going to prop them up for a very long time with endless contracts and US citizen's taxes. Also he's found a way to dip into everyone's pension pots. Those are very deep","author":"roamingandy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.34164877237937863,"content_class":null,"collected_at":"Mon Jun 22 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ucvx6k/spacex_stock_tumbles_164_shaving_off_most_ipo/ot82n4v/"},{"id":"8c2de2d3-5d36-43d5-ab38-29a080bceff9","source":"reddit","source_id":"t1_ot82o43","content_type":"comment","title":null,"body_preview":"There is already one programmed into FSD and Autopilot. It does not, and will not, accelerate at anywhere near full power. It also will not go 5mph above the speed limit on residential streets. It's i","author":"casualti21","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ucrxe1/doorbell_cam_filmed_tesla_autopilot_crash_that/ot82o43/"},{"id":"47e64bf7-3196-4f41-a74b-d28d51157786","source":"reddit","source_id":"t1_ot82ox2","content_type":"comment","title":null,"body_preview":"I’ve seen one Lucid Air in the whole of my life. I can’t help but think that 18% is the slippery slope to total shut down.","author":"Flat-Respond1593","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ucogdr/lucid_lays_off_1500_workers_in_second_big_cut_of/ot82ox2/"},{"id":"6c3db57e-31a9-404c-8870-7fcc2aaded5f","source":"reddit","source_id":"t1_ot82po8","content_type":"comment","title":null,"body_preview":"If anyone watched The Other Guys, this is exactly the kind of con they were trying to stop","author":"KlingoftheCastle","classification":"human_created","confidence":0.7,"indicators":["cultural_references","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ucohl7/spacex_investors_are_losing_a_colossal_amount_of/ot82po8/"},{"id":"e78bf190-0819-44df-ad71-0fe25a4c27ee","source":"reddit","source_id":"t1_ot82ps4","content_type":"comment","title":null,"body_preview":"I hope anyone who fell for this loses money. I also hope any pensions and retirement plans are protected from it.","author":"FarceMultiplier","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ucvx6k/spacex_stock_tumbles_164_shaving_off_most_ipo/ot82ps4/"},{"id":"9de553ca-3d4b-453e-b571-f70be63c68c3","source":"reddit","source_id":"t1_ot82qid","content_type":"comment","title":null,"body_preview":"\"Data Centers in Space\" sounds like a 60's sci fi film I really want to watch.","author":"ilazul","classification":"human_created","confidence":0.85,"indicators":["natural_digression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ucvx6k/spacex_stock_tumbles_164_shaving_off_most_ipo/ot82qid/"},{"id":"6e83d9cc-4b31-4a67-b8f1-3cf84622bfc6","source":"reddit","source_id":"t1_ot82qjo","content_type":"comment","title":null,"body_preview":"Oh, we've already hit the dump part of the pump and dump?","author":"Yeseylon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ucvx6k/spacex_stock_tumbles_164_shaving_off_most_ipo/ot82qjo/"},{"id":"290ca5d8-c5a0-4e57-a07a-ce0308c3609d","source":"reddit","source_id":"t1_ot82s4r","content_type":"comment","title":null,"body_preview":".... You know, I'm starting to think this Elon Musk guy is a little dishonest, anybody else?","author":"snuuginz","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ucvx6k/spacex_stock_tumbles_164_shaving_off_most_ipo/ot82s4r/"},{"id":"9b8191d7-5e21-4261-b8ac-30df5deae373","source":"reddit","source_id":"t1_ot82sep","content_type":"comment","title":null,"body_preview":"Should make an app that tracks police and police cars from the flock cameras. Equal the odds slightly.","author":"tauntdevil","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ucjbkh/cops_keep_getting_arrested_for_using_flock_to/ot82sep/"},{"id":"2fbdec8c-f082-449f-9863-da2effe51acb","source":"reddit","source_id":"t1_ot82u0s","content_type":"comment","title":null,"body_preview":"I think part of it is like damn near the entire managerial/investor class has AI brainrot so they REALLY want to ignore evidence to the contrary of how stupid some of this is. As an industry it's like","author":"Noblesseux","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jun 22 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ucvx6k/spacex_stock_tumbles_164_shaving_off_most_ipo/ot82u0s/"},{"id":"4de3625f-4d9e-48d4-b755-a584092cf19c","source":"reddit","source_id":"t1_ot82uag","content_type":"comment","title":null,"body_preview":"This headline is so misleading. The IPO priced at $135, it’s now at $155.71. Last I checked, that’s still up.  Also, this thread has a lot of stuff in it that’s just plain wrong. I get that everyone h","author":"EverythingisGravy","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ucohl7/spacex_investors_are_losing_a_colossal_amount_of/ot82uag/"},{"id":"131e19e1-06bb-4192-a14e-59973c00d0aa","source":"reddit","source_id":"t1_ot82vai","content_type":"comment","title":null,"body_preview":"Well, I think Samsung is intrinsically worth more, but I also think SK Hynix is trading at a fair valuation based on their financials.  A decent amount of the pop is also because SK Hynix is getting r","author":"AtheistSage","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uclkah/sk_hynix_overtakes_samsung_to_become_south_koreas/ot82vai/"},{"id":"e42fc4b5-1a35-44f3-bb36-88c715a602b3","source":"reddit","source_id":"t1_ot82xsf","content_type":"comment","title":null,"body_preview":"What, a Silicon Valley tech bro exaggerating the benefits of their tech to make a sale? Say it ain't so!","author":"DropstoneTed","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1uchuqk/tesla_allegedly_showed_cooked_data_to_get_full/ot82xsf/"},{"id":"67d48faf-a7df-411c-8496-4b660c2b9c73","source":"reddit","source_id":"t1_ot82xta","content_type":"comment","title":null,"body_preview":"Yep. End of row CDU's will quickly be a thing of the past. Surrogate cabinet sized CDU's per GPU cabinet coming soon.","author":"diqster","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ucvx6k/spacex_stock_tumbles_164_shaving_off_most_ipo/ot82xta/"},{"id":"403c2cbe-dc37-4e77-8254-60caff44fde8","source":"reddit","source_id":"t1_ot82y4y","content_type":"comment","title":null,"body_preview":"the costs are within the ballpark of being comparable to data centers on Earth if...  No, they aren't. And when combined with the latency issues and the complete inability to physically service or upg","author":"Zahgi","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","imperfect_expression","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jun 22 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ucvx6k/spacex_stock_tumbles_164_shaving_off_most_ipo/ot82y4y/"},{"id":"05dee73a-0ffd-49e6-9721-54ef79edccc5","source":"reddit","source_id":"t1_ot82y5f","content_type":"comment","title":null,"body_preview":"It’ll disaster for valve due to low demand, not a fair price at all even we are in RAMageddon era","author":"ApartVeterinarian121","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ucqccd/valve_prices_the_steam_machine_at_1049/ot82y5f/"},{"id":"d749fd86-a9c5-4bf3-ada3-8342705a8717","source":"reddit","source_id":"t1_ot82y6n","content_type":"comment","title":null,"body_preview":"Random Musk fanboys don't have the volume we are looking at here. Would not be shocked to learn that most of the money is coming from areas like China, Middle East and Russia.","author":"Qwirk","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jun 22 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/technology/comments/1ucvx6k/spacex_stock_tumbles_164_shaving_off_most_ipo/ot82y6n/"},{"id":"fcc6c697-b639-4f8b-9b2d-4eb0384864ae","source":"reddit","source_id":"t1_ot82t2p","content_type":"comment","title":null,"body_preview":"Public transportation in the U.S. We already know how to build it well; we just rarely do.","author":"kimmit95","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1ud083b/whats_a_piece_of_existing_technology_you_think/ot82t2p/"},{"id":"b5fb43c6-87a5-41e0-92b6-2380511106c9","source":"reddit","source_id":"t1_ot82t4c","content_type":"comment","title":null,"body_preview":"Hmm didn’t search or see anything when I asked the question so it must be was just thinking about randomness at work","author":"Opposite_Advisor_814","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1u8kewp/what_ever_happened_to_3d_movies/ot82t4c/"},{"id":"16400bf4-51d3-4197-a987-3696be8fa312","source":"reddit","source_id":"t1_ot82t7l","content_type":"comment","title":null,"body_preview":"Just father sky, mother earth, and your dear old uncle Tony.","author":"35in_anal_dildo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1ud09s3/whats_the_best_nsfw_advise_you_got/ot82t7l/"},{"id":"b77a20aa-761f-4017-8951-89b59435e5cf","source":"reddit","source_id":"t1_ot82ta1","content_type":"comment","title":null,"body_preview":"Having kids of my own. Reddit fucking HATES children. I cant think of any other social media where terms like 'crotch goblin' would be so common place. If you dont want kids great, thats an awesome ch","author":"Forward_Intention_56","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1ucudjt/whats_a_lifestyle_that_doesnt_affect_anyone_else/ot82ta1/"},{"id":"1921d768-4714-43ea-aad9-78961e1fe32b","source":"reddit","source_id":"t1_ot82tal","content_type":"comment","title":null,"body_preview":"Stress level, think it would make interacting easier","author":"b1ackfyre","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1ud0fvc/if_you_could_see_one_statistic_above_everyones/ot82tal/"},{"id":"5ebb0ad4-e466-42d1-9bf7-d022a19b5024","source":"reddit","source_id":"t1_ot82tg5","content_type":"comment","title":null,"body_preview":"how funny they are. i love surrounding myself with jokers and clowns.","author":"mcphage8","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1ud0fvc/if_you_could_see_one_statistic_above_everyones/ot82tg5/"},{"id":"955d8a90-bf93-4d19-afd3-07263c05c557","source":"reddit","source_id":"t1_ot82til","content_type":"comment","title":null,"body_preview":"For me it’s Mc Donald’s: 20 piece Mc nuggets with a medium Dr pepper and a large fries","author":"SensitiveCorner2379","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1ud0bnq/whats_your_goto_fast_food_order/ot82til/"},{"id":"6fb40b17-30d5-4593-85e7-23241895107f","source":"reddit","source_id":"t1_ot82ty1","content_type":"comment","title":null,"body_preview":"How about all of the guys here replying stfu and let the women answer?","author":"blissplus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1ucut2z/whats_something_guys_are_insecure_about_that/ot82ty1/"},{"id":"9e0d609a-63b3-41fb-bdb7-ea7c88a20cde","source":"reddit","source_id":"t1_ot82tyn","content_type":"comment","title":null,"body_preview":"Oh jeez, that’s (somewhat) close to me. That poor man. 🥺","author":"SephoraandStarbucks","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1u9rtkt/what_is_the_most_disturbing_true_crime_case_you/ot82tyn/"},{"id":"53096d41-f311-4ca6-9da3-cc5fccbe4fdc","source":"reddit","source_id":"t1_ot82u4w","content_type":"comment","title":null,"body_preview":"Some original American dishes are iconic as hell. Southern barbecue comes to mind.","author":"Scared-Ideal-1483","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1ud08pg/all_people_love_to_shame_and_mock_american_food/ot82u4w/"},{"id":"ea0748c5-fe4c-4f87-939b-087c142b56bb","source":"reddit","source_id":"t1_ot80axz","content_type":"comment","title":null,"body_preview":"I like this one at least for an original answer and honestly not impossible.","author":"TinyZoro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":1,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ucl7yh/what_future_prediction_sounds_unrealistic_today/ot80axz/"},{"id":"c7e01e17-9fc9-4f49-b13b-9aeb47d4fe30","source":"reddit","source_id":"t1_ot80cae","content_type":"comment","title":null,"body_preview":"You didn't read the article, did you? Its about as efficient as you can get, zero waste. Its also not \"concrete\" per se. Its a lot of aggregate waste material pressed into 32T blocks, so its also \"gre","author":"Herkfixer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ubk6jk/a_windowless_concrete_tower_40_stories_tall_on/ot80cae/"},{"id":"9757f5d1-185b-4d65-b0cc-abe65cb48d3a","source":"reddit","source_id":"t1_ot80ljd","content_type":"comment","title":null,"body_preview":"that s justva view you have, not necessarily the truth","author":"PangolinHour7006","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1rh99it/if_agi_super_intelligence_is_only_1218_months/ot80ljd/"},{"id":"63487f72-9ff7-4c06-aa48-f635d3f72960","source":"reddit","source_id":"t1_ot80onp","content_type":"comment","title":null,"body_preview":"What about salt batteries? Seem to remember this was being done in Spain.? I’m getting old so probably forgetting but I always liked that technology","author":"archaic_ent","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ubk6jk/a_windowless_concrete_tower_40_stories_tall_on/ot80onp/"},{"id":"0ae3fc38-63b5-4228-8e10-ef0f5354f70c","source":"reddit","source_id":"t1_ot80p0x","content_type":"comment","title":null,"body_preview":"At no point am I suggesting that truckers don't have important skills in their industry. Or that they do more than drive on the highway. But I think the majority of those functions will be replaced.  ","author":"Brain_Hawk","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ucsisj/a_pattern_worth_thinking_about_here/ot80p0x/"},{"id":"4375bfa9-7c12-434e-aee2-31a8a9984481","source":"reddit","source_id":"t1_ot80q3o","content_type":"comment","title":null,"body_preview":"I could see headphones and the small collapsible screen used in Her. Makes a lot of sense really.","author":"TinyZoro","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":1,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ucl7yh/what_future_prediction_sounds_unrealistic_today/ot80q3o/"},{"id":"47ad18be-2d2a-4e58-bf9b-5bf3bac27fb9","source":"reddit","source_id":"t1_ot80qko","content_type":"comment","title":null,"body_preview":"Except for when youre in an area with very little water. I doubt its the only method, rather its probably part of an \"all of the above\" strategy. Its just turning waste material into power, recycling ","author":"Herkfixer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ubk6jk/a_windowless_concrete_tower_40_stories_tall_on/ot80qko/"},{"id":"3a373ddb-7e4c-4d41-be1b-bdc8d60dcf50","source":"reddit","source_id":"t1_ot80rzz","content_type":"comment","title":null,"body_preview":"Literally nobody believes them though, so what now?","author":"MrBrightsighed","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ucoaex/universal_basic_income_the_utopian_idea_resurging/ot80rzz/"},{"id":"af5dd589-042c-4986-b227-5bf40a7ebab7","source":"reddit","source_id":"t1_ot80tjm","content_type":"comment","title":null,"body_preview":"A lithium cell is about 8”x8”x16” atleast for light industrial back ups, probably a little bigger for distribution storage. Each cell has an on board battery management chip that monitors the internal","author":"Desperate_for_Bacon","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","polished_first_draft","false_specificity","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ubk6jk/a_windowless_concrete_tower_40_stories_tall_on/ot80tjm/"},{"id":"48dd71c3-a17c-417e-ac78-5a10213606ac","source":"reddit","source_id":"t1_ot80x67","content_type":"comment","title":null,"body_preview":"There have been very, very few attempts and all have been underfunded or politically interfered with  So you essentially admit this is just a case of \"wahh my project doesn't have infinite budget ther","author":"TheKappaOverlord","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","lack_of_synthetic_empathy","lack_of_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ubk6jk/a_windowless_concrete_tower_40_stories_tall_on/ot80x67/"},{"id":"eae0a421-f33d-4ad9-a900-64e39b111f46","source":"reddit","source_id":"t1_ot8146q","content_type":"comment","title":null,"body_preview":"The US couldn't defeat Vietnam or Iran.  How in fuck could they even beginning to beat China?  China leads the world because capitalism/fascism was able to leverage their hegemony to bomb them like th","author":"NonConRon","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0.34164877237937863,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ucrybc/222_people_registered_for_a_private_retreat_with/ot8146q/"},{"id":"62f1c4f1-d538-44a7-ba96-e694173a52ba","source":"reddit","source_id":"t1_ot8150z","content_type":"comment","title":null,"body_preview":"Working in the automotive industry is miserable and these companies are ran by the most terrible capitalists to ever capitalist. From low tier management upwards they are run with almost pure malice f","author":"Huma87","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uc34q7/gm_cut_1000_workers_at_its_ev_plant_then_added/ot8150z/"},{"id":"3c277505-efd0-4d38-94b4-6417d657aa4a","source":"reddit","source_id":"t1_ot818bg","content_type":"comment","title":null,"body_preview":"Prostate cancer kills roughly as many men as breast cancer kills women but historically received a fraction of the research dollars  This does not sound right. Got a source?","author":"Serafim91","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ucxh3k/why_does_womens_health_still_feel_decades_behind/ot818bg/"},{"id":"488ab745-e6b7-430c-8c26-4426885ef7f9","source":"reddit","source_id":"t1_ot81acv","content_type":"comment","title":null,"body_preview":"Because it is. Even though it's been proven that men's bodies change & fluctuate just as much, it was old skool misogyny that made the decision that ladies bodies and brains had \"too many variables, w","author":"TheseBrokenWingsTake","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ucxh3k/why_does_womens_health_still_feel_decades_behind/ot81acv/"},{"id":"8836398e-70aa-4a3e-bdf2-52aff04863de","source":"reddit","source_id":"t1_ot81ecl","content_type":"comment","title":null,"body_preview":"Get a new job in a different company and It becomes your gains. Yes. I agree. Do those gains equal the loss of your income? I seriously doubt it. You gonna have enough to invest to then replace your i","author":"Turbulent_Juice_Man","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uc34q7/gm_cut_1000_workers_at_its_ev_plant_then_added/ot81ecl/"},{"id":"a84cc0ae-d4b2-4c28-80b9-8b934c4012f5","source":"reddit","source_id":"t1_ot81fsv","content_type":"comment","title":null,"body_preview":"If you do the math, water has lots of problems. It can only be used in areas that get a lot of water, you risk evaporation if its in a desert, and this is a creative way to build out 100s of megawatts","author":"Herkfixer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ubk6jk/a_windowless_concrete_tower_40_stories_tall_on/ot81fsv/"},{"id":"3141210d-be39-4f7b-9d9a-f78b8cb7500d","source":"reddit","source_id":"t1_ot81gae","content_type":"comment","title":null,"body_preview":"Yes. And I'm really tired of the \"Say Outrageous Shit, Make Money\" Attention-Whore Industry. That's burning people out in both good and bad ways.","author":"jaeldi","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":1,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ucl7yh/what_future_prediction_sounds_unrealistic_today/ot81gae/"},{"id":"82c77919-35e4-47a5-a32e-3497b9327160","source":"reddit","source_id":"t1_ot81j77","content_type":"comment","title":null,"body_preview":"I'm not sure the situation is as dire as you think it is. There's a lot of research focus on women's health.  There's also a resurgence of interest in focusing on women's specific issues across a broa","author":"Brain_Hawk","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","hedge_stacking","uniform_paragraph_rhythm","template_phrases","suspiciously_balanced","absence_of_personality","human_indicator_strong_opinion"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ucxh3k/why_does_womens_health_still_feel_decades_behind/ot81j77/"},{"id":"905c5ad9-ad6b-44c0-993d-bffb91c616f7","source":"reddit","source_id":"t1_ot81mj0","content_type":"comment","title":null,"body_preview":"Wait, how does William Shatner fit in this equation again?","author":"That-Pension7055","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ucrybc/222_people_registered_for_a_private_retreat_with/ot81mj0/"},{"id":"25eed67f-95cc-43a5-918d-8368145cf29b","source":"reddit","source_id":"t1_ot81yag","content_type":"comment","title":null,"body_preview":"Have you had a comment deleted because you used a \"no-no\" word? I have to type filler juat in case this is too short (and to the point), things like su1s1de, d34th, abus3, etc. You can’t discuss posit","author":"jaeldi","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":1,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ucl7yh/what_future_prediction_sounds_unrealistic_today/ot81yag/"},{"id":"59dbd9eb-2ed8-4ed5-8ec8-34ef9693bde1","source":"reddit","source_id":"t1_ot823az","content_type":"comment","title":null,"body_preview":"It probably can't be waste material as the engineering requirements probably demand a very specific characteristic","author":"vm_linuz","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ubk6jk/a_windowless_concrete_tower_40_stories_tall_on/ot823az/"},{"id":"f8d2c830-d60d-4984-b5ff-c00769b4b925","source":"reddit","source_id":"t1_ot8241l","content_type":"comment","title":null,"body_preview":"25MWh of direct power and 100MWh of storage. For a single input cost and only really needed for that peak 4hr in the evening when everyone gets home. Its a bridge that is made of fully recycled waste.","author":"Herkfixer","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","template_phrases"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ubk6jk/a_windowless_concrete_tower_40_stories_tall_on/ot8241l/"},{"id":"14a0a932-07d2-4801-a297-8ef4e943aaec","source":"reddit","source_id":"t1_ot825ay","content_type":"comment","title":null,"body_preview":"This is a really good answer. The evidence is everywhere that a population bust is coming.","author":"compoundedinterest12","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ucl7yh/what_future_prediction_sounds_unrealistic_today/ot825ay/"},{"id":"335381c1-ee64-4ae8-a027-366879948d91","source":"reddit","source_id":"t1_ot82lr9","content_type":"comment","title":null,"body_preview":"No, it's because men are the expendable sex.  You give a woman an experimental drug and then that causes miscarriage, that's fucking terrible optics, if the story becomes public it can shut down the e","author":"GatorzardII","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ucxh3k/why_does_womens_health_still_feel_decades_behind/ot82lr9/"},{"id":"d0f879cb-e8f5-43fb-a7fe-8785f28ce9e7","source":"reddit","source_id":"t1_ot81sms","content_type":"comment","title":null,"body_preview":"Hey, it’s how you use your shallowness that counts.","author":"ClownfishSoup","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.3245410077369998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uczmne/til_30_of_women_who_took_a_glp1_and_lost_weight/ot81sms/"},{"id":"f425dfff-bb41-4fd9-9a04-185ac358b3bb","source":"reddit","source_id":"t1_ot81wvr","content_type":"comment","title":null,"body_preview":"That sounds like quite a bit. Hey good job keeping up with it!, I know it can be tough. This one I have to attend isn't an extended, it's sounding more like in house group or if available one on one o","author":"_Q23","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","self_reference","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ucijwa/til_the_liver_is_the_only_vital_organ_in_the/ot81wvr/"},{"id":"b38511ab-982b-4968-82d3-475d385bcde7","source":"reddit","source_id":"t1_ot81xyf","content_type":"comment","title":null,"body_preview":"Probably more like they prefer sloppy once they themselves are sloppy?  At least that’s how I took it.","author":"josey__wales","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uczmne/til_30_of_women_who_took_a_glp1_and_lost_weight/ot81xyf/"},{"id":"47dd99dc-4503-4bbc-a853-08f6c1fa5225","source":"reddit","source_id":"t1_ot81yae","content_type":"comment","title":null,"body_preview":"Yeah, to get murdered and raped if you tell a man “no.” r/whenwomenrefuse but yeah it’s so much easier 🙄","author":"Phoenyxoldgoat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":1,"content_class":null,"collected_at":"Mon Jun 22 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uczmne/til_30_of_women_who_took_a_glp1_and_lost_weight/ot81yae/"},{"id":"d9d77158-f20e-4368-bd42-c23ca213d0c1","source":"reddit","source_id":"t1_ot81z1z","content_type":"comment","title":null,"body_preview":"Well why is it that when Chris Farley screams to high heaven, he's charming and amusing, but when I do it, I'm \"infantile\" and \"perturbing\"?","author":"Dale_Carvello","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jun 22 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uczmne/til_30_of_women_who_took_a_glp1_and_lost_weight/ot81z1z/"},{"id":"17202a6b-6e2d-4170-a2dc-4740e337a046","source":"reddit","source_id":"t1_ot822aj","content_type":"comment","title":null,"body_preview":"Didn’t know that meat and cheese were a two step process. Thanks for explaining all of that. Really appreciate it.","author":"1questions","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ucozu7/til_that_theres_an_indonesian_dish_called_tempeh/ot822aj/"},{"id":"4c7de715-d63b-4099-af7e-0e65fbe2993f","source":"reddit","source_id":"t1_ot822m1","content_type":"comment","title":null,"body_preview":"I’ve never known a woman to not want a man because he’s skinny. Most women really don’t care about body size as much as you think they do.","author":"roxasmeboy","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uczmne/til_30_of_women_who_took_a_glp1_and_lost_weight/ot822m1/"},{"id":"db154453-a923-4754-bc29-9b241935a70a","source":"reddit","source_id":"t1_ot82379","content_type":"comment","title":null,"body_preview":"Wait what? You're saying women are picker about physique than men are? Where you getting that? I'd have said the opposite.","author":"LukeyLeukocyte","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uczmne/til_30_of_women_who_took_a_glp1_and_lost_weight/ot82379/"},{"id":"5ba15d70-1d9c-4204-92f1-103e3a50b9cc","source":"reddit","source_id":"t1_ot82433","content_type":"comment","title":null,"body_preview":"visible in daylight for weeks sounds kinda intense","author":"Robin_theRealtor","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ucmhd1/til_about_the_guest_star_of_1054_ce_a_supernova/ot82433/"},{"id":"2767ff14-6439-427e-98ae-19cd8b995eb2","source":"reddit","source_id":"t1_ot8243r","content_type":"comment","title":null,"body_preview":"Sorry about your rapid aging or whatever. Usually healthy people don't look much different at their 10 year high school reunion","author":"CommissionNice9460","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uc1zwh/til_that_towards_the_end_of_his_life_elvis/ot8243r/"},{"id":"cc89c2c9-4636-49d1-9373-901e91b1fcf5","source":"reddit","source_id":"t1_ot82588","content_type":"comment","title":null,"body_preview":"It probably existed in your lifetime unless you’re in middle school. DC only stopped using it 15 years ago or so. I remember when Joe Quesada announced Marvel going to self rating in 2001 and people t","author":"MTLDAD","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ucwql2/til_the_comics_code_authority_prevented_the_use/ot82588/"},{"id":"5b1a4c4f-8544-4c07-9762-425195b620b6","source":"reddit","source_id":"t1_ot826gd","content_type":"comment","title":null,"body_preview":"True. A guy wearing an expensive watch impressed women more than a woman with an expensive watch impresses men. Let’s face it, men and women are attracted to different things in a potential mate, and ","author":"ClownfishSoup","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.3245410077369998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uczmne/til_30_of_women_who_took_a_glp1_and_lost_weight/ot826gd/"},{"id":"3c1aa444-eedd-4d69-96ef-d24bea355192","source":"reddit","source_id":"t1_ot826tz","content_type":"comment","title":null,"body_preview":"He's saying men would have to go to the gym to build muscle to be attractive. They don't have to.","author":"All__Of_The_Hobbies","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jun 22 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uczmne/til_30_of_women_who_took_a_glp1_and_lost_weight/ot826tz/"},{"id":"0b39c0e2-d542-449f-8e2f-179d74922ca6","source":"reddit","source_id":"t1_ot82791","content_type":"comment","title":null,"body_preview":"He coined the term “utopia” and he was a catholic martyr, but the AI that wrote this is a poor communicator.","author":"wescrusherssweaters","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uczm9w/til_thomas_more_coiner_of_the_term_utopia_and/ot82791/"},{"id":"c9585d2c-c700-4c33-b22b-84eee6a1db41","source":"reddit","source_id":"t1_ot82cmj","content_type":"comment","title":null,"body_preview":"I thought human bodies had pretty high resistance. Would the difference between rubber and metal cleats really make that big a difference in how much electricity goes through you?","author":"RyanW1019","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0.17518794624828243,"content_class":null,"collected_at":"Mon Jun 22 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uczgt0/til_in_1998_a_lightning_strike_at_an_association/ot82cmj/"},{"id":"b7a6f586-6493-41fd-bd1a-7a830fe44d0e","source":"reddit","source_id":"t1_ot82fyj","content_type":"comment","title":null,"body_preview":"Didn't Coyote Peterson sting himself with more things? So shouldnt his index be the official one? Besides. IMO. They should rank it like they do with the Scoville scale. How much do you have to dilute","author":"WokeBully","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ucz3tj/til_about_the_schmidt_sting_pain_index_created_by/ot82fyj/"},{"id":"5c81a531-8d7a-49b7-add4-c8d5721f9bf7","source":"reddit","source_id":"t1_ot82gon","content_type":"comment","title":null,"body_preview":"A better example I leanred of recently was Kuwait. I made an off hand joke about Kuwait and somebody started telling me how great of a country it is if you are a citizen. Then I learned well over 70 p","author":"MyEmbarrisingAccount","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","genuine_specificity","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uct2u6/til_chinatowns_in_canada_were_largely_bachelor/ot82gon/"},{"id":"1b997127-16e8-482a-a57c-f36ea80ec4e5","source":"reddit","source_id":"t1_ot3fj28","content_type":"comment","title":null,"body_preview":"Sizewell is a UK costal reactor, they used to report their \"catch\" of stuff that was filtered from the sea water they used. It is on almost the Eastern most part of England, so drawing and discharging","author":"gnufan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/ot3fj28/"},{"id":"389911b2-642f-4d1d-86c0-903f266acc57","source":"reddit","source_id":"t1_ot3gtjw","content_type":"comment","title":null,"body_preview":"Even if we built 25,000 × 1GW reactors they would only release (25,000/0.33) - 25,000 = 50,000 GWh of heat an hour and 50,000 × 24 = 1,200,000 GWh = 1,200TWh heat a day, compared to the sun hitting ju","author":"psychosisnaut","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","false_specificity","semantic_blandness","missing_platform_voice"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/ot3gtjw/"},{"id":"ec8d386c-2d7a-4812-a829-fd34f36fc4cd","source":"reddit","source_id":"t1_ot3wa2s","content_type":"comment","title":null,"body_preview":"Thank you for your submission! Unfortunately, your submission has been removed for the following reason(s):  It is hypothetical or speculative in nature. We do not allow hypothetical questions because","author":"askscience-ModTeam","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":"automated_moderation","collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uc4c8e/what_would_happen_if_the_earth_oscillated_back/ot3wa2s/"},{"id":"00796922-51f9-4c63-822a-73a4b6134f0c","source":"reddit","source_id":"t1_ot4638v","content_type":"comment","title":null,"body_preview":"Well, I mean this wouldn't be unprecedented if it was the same person. I rejoice in the fact that I live in a world where the same person who wrote \"A Survey of Radial Velocities in the Zodiacal Dust ","author":"dittybopper_05H","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1u8skne/what_would_the_night_sky_look_like_if_earth_were/ot4638v/"},{"id":"b8a8bbc4-37b9-47f6-ad59-3907d3df3681","source":"reddit","source_id":"t1_ot49abs","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","absence_of_personality","explicit_bot_declaration"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ucjl8z/superconductors_cooled_below_their_conducting/ot49abs/"},{"id":"54506bf3-6e7f-4a09-84ea-bcca0718fbc4","source":"reddit","source_id":"t1_ot4tpzx","content_type":"comment","title":null,"body_preview":"Also theres a bunch of leakage in the secondary system, both by design and via steam/water leaks. At my plant at least we use RO units to make up water for that.","author":"Slapmaster928","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/ot4tpzx/"},{"id":"b74ac12e-c0d1-4a5e-a7a8-391ee4eb22e6","source":"reddit","source_id":"t1_ot5mpox","content_type":"comment","title":null,"body_preview":"This post is being removed because it is too long. Often these type of posts are asking for a peer review or vetting of unsubstantiated hypotheses, which are not allowed on AskScience. If your questio","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","synthetic_empathy","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ucpste/how_does_period_swimwear_actually_prevent_leaks/ot5mpox/"},{"id":"f9479686-87e6-4676-9127-d4714f67d231","source":"reddit","source_id":"t1_ot5rirc","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","polite_but_impersonal_instruction"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ucqdkm/my_fence_is_surrounded_by_grass_why_is_a_specific/ot5rirc/"},{"id":"cc7e19a5-7a28-40dc-8bc4-a5292bf4a9f4","source":"reddit","source_id":"t1_ot6748e","content_type":"comment","title":null,"body_preview":"It's still possible to record transaction times in TAI, the uncorrected atomic time (currently 37 seconds ahead of UTC). There will still be problems with time dilation when working with space, but it","author":"less-right","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","polished_first_draft"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/ot6748e/"},{"id":"b3aa757c-3f45-4033-b5e8-b1ed700267e5","source":"reddit","source_id":"t1_ot67foq","content_type":"comment","title":null,"body_preview":"This post is being removed because it is too long. Often these type of posts are asking for a peer review or vetting of unsubstantiated hypotheses, which are not allowed on AskScience. If your questio","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","synthetic_empathy","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ucs746/can_slash_and_char_help_reduce_co2_emissions_in/ot67foq/"},{"id":"874b50bb-53ab-4908-8153-25ea1b328ea6","source":"reddit","source_id":"t1_ot69931","content_type":"comment","title":null,"body_preview":"This post is being removed because it is too long. Often these type of posts are asking for a peer review or vetting of unsubstantiated hypotheses, which are not allowed on AskScience. If your questio","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","over_qualification"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ucseik/if_the_asteroid_that_killed_the_dinosaurs_never/ot69931/"},{"id":"b625e4a2-a6f6-4c25-a95a-ba50f3159e47","source":"reddit","source_id":"t1_ot6haui","content_type":"comment","title":null,"body_preview":"Yah, I knew for instance GPS does it \"right\" by my lights, I'm just speculating it would be possible to pick some cutover timestamp before which recorded times are in UTC and after which they're TAI, ","author":"jthill","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/ot6haui/"},{"id":"17310679-ae28-40ae-9309-74149d6b724c","source":"reddit","source_id":"t1_ot6ufy6","content_type":"comment","title":null,"body_preview":"So basically, the 4 minutes aren't an error but they're the result of Earth's orbit around the Sun ... but still you're mixing up a sidereal day and a solar day. Pay attention to that","author":"Ok_Principle_1760","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/ot6ufy6/"},{"id":"71df2c84-90ee-4c25-8fb6-0b6669c0e420","source":"reddit","source_id":"t1_ot6wu1q","content_type":"comment","title":null,"body_preview":"This post is being removed because it is too long. Often these type of posts are asking for a peer review or vetting of unsubstantiated hypotheses, which are not allowed on AskScience. If your questio","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","synthetic_empathy","missing_platform_voice","list_heavy_advice"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ucv753/just_watched_a_video_about_special_relativity_but/ot6wu1q/"},{"id":"6e6a26fc-7c25-4650-9015-2a90aeacb9b7","source":"reddit","source_id":"t1_ot6yn9h","content_type":"comment","title":null,"body_preview":"I don’t see how i’m mixing them up though. I literally said 23h56m is the rotation relative to the stars and 24h is the solar day. That’s the definition of sidereal vs solar day. The extra 4 minutes d","author":"___keshup","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/ot6yn9h/"},{"id":"96aef6e1-864e-4232-bc85-3a0052c935bc","source":"reddit","source_id":"t1_ot725sg","content_type":"comment","title":null,"body_preview":"I'd rather just use TAI in the database and adjust to UTC at the presentation layer","author":"less-right","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/ot725sg/"},{"id":"b4a2943f-270d-4d57-8137-09a5996fa02c","source":"reddit","source_id":"t1_ot7bjjc","content_type":"comment","title":null,"body_preview":"I thought that was what I was saying. Rereading it I still think that. Is UTC not TAI+leapseconds?","author":"jthill","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/ot7bjjc/"},{"id":"25397962-7283-4e50-9560-c9e4ca71f66e","source":"reddit","source_id":"t1_ot7evdm","content_type":"comment","title":null,"body_preview":"Because the earth moves 6 minutes around the sun every day, so it needs the additional 6 minutes for the sun to be in the same position in our sky. If we did not add the 6 minutes then summer days wou","author":"TheWandKing","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/ot7evdm/"},{"id":"9de129ee-f779-463f-8f48-463fa39a47ef","source":"reddit","source_id":"t1_ot7fqpp","content_type":"comment","title":null,"body_preview":"Yes, the hydrochloride part of a drug name means the active drug has been neutralized with hydrochloric acid to make the hydrochloride salt. Many drugs are organic amines, which would otherwise be bas","author":"ECatPlay","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uca59i/does_hydrochloride_mean_that_the_active/ot7fqpp/"},{"id":"6918788d-4b07-4d57-9971-cca795499103","source":"reddit","source_id":"t1_ot7hgc5","content_type":"comment","title":null,"body_preview":"Thank you for that explanation. I understand some of it but I’m not in the chemistry field by any means. However, over the years, I noticed that every prescription pain medicine I’ve seen always has a","author":"pornborn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_observation","emotional_authenticity"],"bot_score":0.15089220229475064,"content_class":null,"collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uca59i/does_hydrochloride_mean_that_the_active/ot7hgc5/"},{"id":"bb1317aa-68c4-4f34-a165-643a11d38737","source":"reddit","source_id":"t1_ot7hgk1","content_type":"comment","title":null,"body_preview":"This is such a cool answer! It must infuriate you to hear people talk about chemicals, compounds, procedures, and delivery mechanisms they clearly do not have the faintest comprehension of and try to ","author":"braden90","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uca59i/does_hydrochloride_mean_that_the_active/ot7hgk1/"},{"id":"fd20c694-ab83-4b41-8674-effe06ef6326","source":"reddit","source_id":"t1_ot7jxue","content_type":"comment","title":null,"body_preview":"Just to add, free amines can often be liquids and amine salts are usually solids, solids being easier to handle, and free amines are subject degradation by oxygen and no one wants products that aren't","author":"hecton101","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 Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uca59i/does_hydrochloride_mean_that_the_active/ot7jxue/"},{"id":"39896c3b-2155-4cf4-9b52-711779b5c981","source":"reddit","source_id":"t1_ot7ky5l","content_type":"comment","title":null,"body_preview":"To piggyback, changing the counterion (or which salt you make) can change a lot of the physical properties, including crystal morphology and shelf life (as described above) so it can have a big impact","author":"UCLAlabrat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uca59i/does_hydrochloride_mean_that_the_active/ot7ky5l/"},{"id":"8c691d97-e188-4d2d-9028-3bcba081031f","source":"reddit","source_id":"t1_ot7sxt8","content_type":"comment","title":null,"body_preview":"Thanks for the explanation; I've always wondered about that.","author":"Nfarrah","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uca59i/does_hydrochloride_mean_that_the_active/ot7sxt8/"},{"id":"301a183f-aa8f-44cd-ad27-e2551586c614","source":"reddit","source_id":"t1_ot7yppp","content_type":"comment","title":null,"body_preview":"I was aware of most of this already, but one thing I always wondered (maybe because I take it 3x a day and am always looking at the bottle) is how they came up with the absolutely wacky formulation fo","author":"Vast_Rub4823","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uca59i/does_hydrochloride_mean_that_the_active/ot7yppp/"},{"id":"de5e554f-cf6b-432a-8d05-6311d60e4b0b","source":"reddit","source_id":"t1_ot7zdvi","content_type":"comment","title":null,"body_preview":"Sorry, u/Fit-Profit8197 – your comment has been removed for breaking Rule 5:   Comments must contribute meaningfully to the conversation.   Comments should be on-topic, serious, and contain enough con","author":"changemyview-ModTeam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_context","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":"automated_moderation","collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ucthli/cmv_anglophones_not_having_to_learn_another/ot7zdvi/"},{"id":"709dfed1-5f77-4f64-9125-88d40bedbc15","source":"reddit","source_id":"t1_ot7zdvl","content_type":"comment","title":null,"body_preview":"The question for band shows is why fans don't want to put up posters of their own accord  Well 1) how do the fans know that the band is going to be there?  And 2) do you really think people are going ","author":"PM_ME_YOUR_NICE_EYES","classification":"ai_generated","confidence":0.7999999999999999,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ucz6vt/cmv_either_all_paid_advertising_should_be/ot7zdvl/"},{"id":"ae97cc9b-a4c8-4314-95d7-40ac9b407632","source":"reddit","source_id":"t1_ot7zjd7","content_type":"comment","title":null,"body_preview":"u/PuckSenior – your comment has been removed for breaking Rule 2:   Don't be rude or hostile to other users. Your comment will be removed even if most of it is solid, another user was rude to you firs","author":"changemyview-ModTeam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":"automated_moderation","collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uct2y3/cmv_theres_no_material_benefit_for_the_us/ot7zjd7/"},{"id":"12bd763d-5592-4d9c-b273-7bcccae7a9b7","source":"reddit","source_id":"t1_ot7zjs9","content_type":"comment","title":null,"body_preview":"Interesting take. This in my mind's eye brings it to two options: A. A gradient of severity. Marketing a game console is punishable by community service. Marketing pharmaceuticals is punishable by imp","author":"ContextEffects01","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","lack_of_platform_voice","synthetic_empathy"],"bot_score":1,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ucz6vt/cmv_either_all_paid_advertising_should_be/ot7zjs9/"},{"id":"fb664a40-b275-44b0-bf2e-a998145983a3","source":"reddit","source_id":"t1_ot7zl67","content_type":"comment","title":null,"body_preview":"No. It just seems you really want to over write others history and call me racist while doing it.  This isn't history. It's fiction. When your primary concern is the skin colour of a fictional charact","author":"TheBigGees","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ucmaqn/cmv_it_is_not_racist_to_be_against_the_poc/ot7zl67/"},{"id":"40182c63-cd46-4169-90e5-cecd59c1bb56","source":"reddit","source_id":"t1_ot7zyi2","content_type":"comment","title":null,"body_preview":"Interesting take, but that leaves behind a further question. Is there anything \"5 states over\" that warrants shipping boots that far away; with all the carbon emissions that implies; that doesn't warr","author":"ContextEffects01","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":1,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ucz6vt/cmv_either_all_paid_advertising_should_be/ot7zyi2/"},{"id":"277e8db1-a556-4e10-9264-ad9c243a2739","source":"reddit","source_id":"t1_ot800y4","content_type":"comment","title":null,"body_preview":"That's not what I said tho. I literally just explained that it's not that it's not immersion breaking but that it is just necessary in order to understand what is being said. So that's why people aren","author":"Forsaken-House8685","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ucmaqn/cmv_it_is_not_racist_to_be_against_the_poc/ot800y4/"},{"id":"b6b9e203-2d22-4e0a-bdf0-c81030b50a9d","source":"reddit","source_id":"t1_ot802f8","content_type":"comment","title":null,"body_preview":"I want to congratulate you on changing your views. It takes bravery, strength and integrity of character. I am sorry to hear about your negative experiences with Mormonism. Idk where you live, but I w","author":"MetallicArcher","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","list_heavy_advice","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uc97pi/cmv_every_organized_religion_is_a_cult_a_scam_or/ot802f8/"},{"id":"08c7c460-c2db-4502-b5cd-41ae48b5ea82","source":"reddit","source_id":"t1_ot802u6","content_type":"comment","title":null,"body_preview":"Ok, if that circle, despite being rigid and mathematical, is art. Why wouldn't playing a piece of music with similar precision not also be art? Both are tests of artistic ability.","author":"XenoRyet","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced"],"bot_score":0.35401027215894826,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ucwl2a/cmv_music_education_as_it_stands_should_not_be/ot802u6/"},{"id":"b8ba25c4-077d-4c65-adf5-102cb2f2828a","source":"reddit","source_id":"t1_ot80aaf","content_type":"comment","title":null,"body_preview":"You need to make a positive statement. This entire post is you characterizing the beliefs of others not them saying what they believe and neither of those is the point of this sub. What do you believe","author":"LehockyIs4Lovers","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ucwrfy/cmv_the_idea_of_the_elite_as_a_coherent_group_is/ot80aaf/"},{"id":"ef64ea4d-a428-47a4-857b-87bf229b8e3d","source":"reddit","source_id":"t1_ot80izs","content_type":"comment","title":null,"body_preview":"Yes, because you are still playing the moral superiority card, by thinking you are more moral than Elon musk... \"are just hypocrites and just want to play the moral superiority card to make themselves","author":"TajManzoorlol","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":1,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ucp76b/cmv_billionaire_should_not_be_judged_morally_for/ot80izs/"},{"id":"0a826a26-0baa-4814-aa5f-92542950a4a5","source":"reddit","source_id":"t1_ot80n9f","content_type":"comment","title":null,"body_preview":"Come on now. To act like human trafficking isn’t an issue with sex work is laughable.","author":"Direct_Crew_9949","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ucrt0u/cmv_while_prostitutes_should_be_respected_as/ot80n9f/"},{"id":"470b2723-4c70-40fa-adbf-f5d0ad519b86","source":"reddit","source_id":"t1_ot80qqc","content_type":"comment","title":null,"body_preview":"Because every country have their culture. Values. They have built it on unity. Identity. Common ground. People who say that TGR is just a conspiracy really need to read up on history. Maybe the Marsha","author":"United_Emergency_913","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1u8960k/cmv_i_dont_see_why_the_great_replacement_is_a_bad/ot80qqc/"},{"id":"d5239bc2-4009-480b-a736-81aab8097720","source":"reddit","source_id":"t1_ot80veg","content_type":"comment","title":null,"body_preview":"Thank you so much! I'm glad i posted this because now i have a whole new persopective on the idea of religion and a whole lot more to learn!","author":"SlightlyInsaneCreate","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uc97pi/cmv_every_organized_religion_is_a_cult_a_scam_or/ot80veg/"},{"id":"287b45f4-71be-4776-93ef-d76268d93110","source":"reddit","source_id":"t1_ot8118l","content_type":"comment","title":null,"body_preview":"That's not what I said tho. I literally just explained that it's not that it's not immersion breaking but that it is just necessary in order to understand what is being said.  But that's really not an","author":"Quick-Assumption-656","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ucmaqn/cmv_it_is_not_racist_to_be_against_the_poc/ot8118l/"},{"id":"7cf9e205-ecf5-41e5-8f5f-2fe2ffff2c77","source":"reddit","source_id":"t1_ot811of","content_type":"comment","title":null,"body_preview":"It is the ability for the guy to choose for it to be rigid, with this there are also plenty of people with inperfect circles as well. We find creativity in this as it was created by a human which is i","author":"Impossible-Fuel-6618","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ucwl2a/cmv_music_education_as_it_stands_should_not_be/ot811of/"},{"id":"9f3f47ad-3cbd-435c-94f1-c75a8f93ec7d","source":"reddit","source_id":"t1_ot814xt","content_type":"comment","title":null,"body_preview":"It’s small groups upon small groups with vague (sometimes explicit) alignment in a direction. And each of these groups can directly influence different areas of society: the economy, public policy, na","author":"Crash927","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 Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ucwrfy/cmv_the_idea_of_the_elite_as_a_coherent_group_is/ot814xt/"},{"id":"c97321c6-14bb-4bc0-b510-54051a82fa3c","source":"reddit","source_id":"t1_ot8188l","content_type":"comment","title":null,"body_preview":"Because historically we have largely refined our means of exchanging value to include more sustainable, utilitarian outcomes. “Survival” means more than a single being, if we agree on basic cultural p","author":"JC_Hysteria","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ucp76b/cmv_billionaire_should_not_be_judged_morally_for/ot8188l/"},{"id":"bcba5650-33d5-4587-ba08-163966b99f73","source":"reddit","source_id":"t1_ot81a89","content_type":"comment","title":null,"body_preview":"I made those boots and I want the money for selling those boots? Now you're essentially disposing with capitalism, which is an entirely different argument. Why should I teach someone else 5 states awa","author":"Troop-the-Loop","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ucz6vt/cmv_either_all_paid_advertising_should_be/ot81a89/"},{"id":"a2470769-e27a-4df3-bfe0-763c7a6574fe","source":"reddit","source_id":"t1_ot81f7l","content_type":"comment","title":null,"body_preview":"I never said you should think Elon or other billionaires are moral... Just not immoral, when regarding this topic and this topic only...","author":"TajManzoorlol","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":1,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ucp76b/cmv_billionaire_should_not_be_judged_morally_for/ot81f7l/"},{"id":"94dd041f-503f-41d0-aa41-e3d71f90ddbe","source":"reddit","source_id":"t1_ot81qs8","content_type":"comment","title":null,"body_preview":"Well, he's certainly critiqued that aspect of women's suffrage which does seem to be contradictory on some levels. However, his entire argument around universal suffrage is that most people shouldn't ","author":"Downtown_Ad_3429","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ub4zw7/cmv_andrew_wilson_is_the_worst_debater_out_of_the/ot81qs8/"},{"id":"2841e9ee-098f-4060-b5a7-3af986ce8f64","source":"reddit","source_id":"t1_ot81rqu","content_type":"comment","title":null,"body_preview":"Advertising is inevitable in a free market economy. Like prostitution, you can outlaw it, but it will always exist so long as there are multiple businesses competing to provide the same service. Free ","author":"No-Implement1965","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","over_qualification","polished_first_draft","lack_of_platform_voice"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ucz6vt/cmv_either_all_paid_advertising_should_be/ot81rqu/"},{"id":"fdc0c3b1-dbd1-43ab-a238-51664d8a4df9","source":"reddit","source_id":"t1_ot81yl1","content_type":"comment","title":null,"body_preview":"I'm confused on wheateher: if your agree with my point?  or dont? Or are just neutral?","author":"TajManzoorlol","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_platform_voice"],"bot_score":1,"content_class":null,"collected_at":"Mon Jun 22 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ucp76b/cmv_billionaire_should_not_be_judged_morally_for/ot81yl1/"},{"id":"471e8d7d-1d12-4118-8fea-1f3daa152bb1","source":"reddit","source_id":"t1_ot809dg","content_type":"comment","title":null,"body_preview":"You should probably drop the word “Most” from the title of your list, but it’s a pretty decent list for a reading challenge. Congratulations on meeting your goal!","author":"Adnan7631","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud0083/during_covid_i_made_a_list_of_100_most/ot809dg/"},{"id":"46b29829-236e-4ef8-80d8-e2e496040c73","source":"reddit","source_id":"t1_ot80hbc","content_type":"comment","title":null,"body_preview":"I reposted it to meet Mod requirements https://www.reddit.com/r/books/comments/1ud0083/during_covid_i_made_a_list_of_100_most/","author":"Gay_For_Gary_Oldman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":1,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ucwzzy/during_covid_i_made_a_list_of_100_most/ot80hbc/"},{"id":"f781275d-6123-469d-9f90-b93cdc5fe9b7","source":"reddit","source_id":"t1_ot80jqo","content_type":"comment","title":null,"body_preview":"I've resubmitted with to meet mod requirements: https://www.reddit.com/r/books/comments/1ud0083/during_covid_i_made_a_list_of_100_most/","author":"Gay_For_Gary_Oldman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":1,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ucwzzy/during_covid_i_made_a_list_of_100_most/ot80jqo/"},{"id":"04fed77d-a9c2-4f11-ad7b-7dd6da6ec516","source":"reddit","source_id":"t1_ot80p0g","content_type":"comment","title":null,"body_preview":"Not bad, I think I'm somewhere around 30 on this list","author":"Old-Word-8038","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud0083/during_covid_i_made_a_list_of_100_most/ot80p0g/"},{"id":"9e82c6da-27a2-488c-87d3-469c76ee1178","source":"reddit","source_id":"t1_ot80ruc","content_type":"comment","title":null,"body_preview":"Yeah, I feel like the full title could be '100 Novels Which Influenced A White Anglophone Male Millennial\" haha","author":"Gay_For_Gary_Oldman","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":1,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud0083/during_covid_i_made_a_list_of_100_most/ot80ruc/"},{"id":"72bc5e1b-84fa-4aae-b9df-41e23576c16f","source":"reddit","source_id":"t1_ot80xr8","content_type":"comment","title":null,"body_preview":"Dungeon Crawler Carl is the \"light side\" I do not think there is anything more relaxed and simple to suggest than a litrpg for reading.","author":"Agarest","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud054h/why_did_no_one_tell_me_that_animorphs_was_not_a/ot80xr8/"},{"id":"0c5d456a-ec20-4d36-a695-f24ad9b5f382","source":"reddit","source_id":"t1_ot81112","content_type":"comment","title":null,"body_preview":"most is definitely debatable since influence is hard to measure. But honestly, finishing a 100-book challenge like this is impressive on its own. Most people don’t even make it halfway","author":"QuantumMaple26","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud0083/during_covid_i_made_a_list_of_100_most/ot81112/"},{"id":"269ab84e-2e41-48c7-8689-ae7d2b22f480","source":"reddit","source_id":"t1_ot817w4","content_type":"comment","title":null,"body_preview":"Every online discussion about this series heavily leans in to \"this is very dark and warcrimes-y for a children's series\".  So to answer your question, you probably just didn't ask.","author":"Kersplode","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud054h/why_did_no_one_tell_me_that_animorphs_was_not_a/ot817w4/"},{"id":"0bf3211f-c2a4-432f-b1be-a3aa3f469885","source":"reddit","source_id":"t1_ot818rz","content_type":"comment","title":null,"body_preview":"Omg my hubs has been talking about animorphs for weeks now. Apparently its much darker than the show from my day. Rumor has it its coming back too!","author":"Cold_Marionberry_932","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud054h/why_did_no_one_tell_me_that_animorphs_was_not_a/ot818rz/"},{"id":"00f19724-cf18-46ed-aef4-1f2d018e094b","source":"reddit","source_id":"t1_ot818wn","content_type":"comment","title":null,"body_preview":"Well there’s always the Animorphs sub where you will get lots of different opinions. Me personally, I don’t much like the Ellimist. I’m sure he could do more, Crayak be damned. Though I hope your extr","author":"Acrelorraine","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","natural_digressions","personal_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud054h/why_did_no_one_tell_me_that_animorphs_was_not_a/ot818wn/"},{"id":"272bb516-345c-4939-9b97-b6b11a9638af","source":"reddit","source_id":"t1_ot8196a","content_type":"comment","title":null,"body_preview":"Animorphs is famously traumatizing. I'm shocked you hadn't run into anyone talking about it before.","author":"plageiusdarth","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud054h/why_did_no_one_tell_me_that_animorphs_was_not_a/ot8196a/"},{"id":"20f214e7-7b5e-4102-a501-1df136c59f64","source":"reddit","source_id":"t1_ot81ad6","content_type":"comment","title":null,"body_preview":"One of my favorite book series. Good old child soldiers and trauma fun! But ya, it's not really a lighthearted story at all.","author":"Butterlegs21","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud054h/why_did_no_one_tell_me_that_animorphs_was_not_a/ot81ad6/"},{"id":"924a8d2b-3761-4cb4-bc0a-1ab18ee92bdb","source":"reddit","source_id":"t1_ot81che","content_type":"comment","title":null,"body_preview":"Hah, Ax calling in a alien bomb strike on himself, hoping that a earth cockroach could survive it, was just amazing. And how everyone got so twisted over time.... One of the best series","author":"jadeddotdragon","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud054h/why_did_no_one_tell_me_that_animorphs_was_not_a/ot81che/"},{"id":"b1e81b36-0c08-4307-b8d6-7d3d2018cbe6","source":"reddit","source_id":"t1_ot81h51","content_type":"comment","title":null,"body_preview":"The first three books blew me away, especially 2 and 3. Most people love 4, but that's my least favorite one of the set. Started a re-read a while ago, and book 4 killed it for me, I should have skipp","author":"NYWerebear","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ucmstu/review_the_dark_tower_i_the_gunslinger_by_stephen/ot81h51/"},{"id":"382d4464-6e5c-4bcf-b73f-c563d4c018df","source":"reddit","source_id":"t1_ot81k4e","content_type":"comment","title":null,"body_preview":"Animorphs was great, but other than that I have no idea what you're talking about. Did you want someone to talk you out of reading animorphs?","author":"KnowledgeIsDangerous","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud054h/why_did_no_one_tell_me_that_animorphs_was_not_a/ot81k4e/"},{"id":"d961c42d-d5df-4197-af76-db3197275b27","source":"reddit","source_id":"t1_ot81lhi","content_type":"comment","title":null,"body_preview":"The levels of body horror are high as hell in those books too. When they got ripped apart by ants? A nightmare.","author":"Tweed_Kills","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","specific_detail"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud054h/why_did_no_one_tell_me_that_animorphs_was_not_a/ot81lhi/"},{"id":"1c91b9bb-950c-41c5-b250-7465b7fa8881","source":"reddit","source_id":"t1_ot81mad","content_type":"comment","title":null,"body_preview":"Well, like I said - it’s a good list and you can’t include everything. Solzhenitsyn was huge in the American understanding of Soviet Russia. Borges didn’t write novels, no, so I suppose if you are bei","author":"DKDamian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ucwzzy/during_covid_i_made_a_list_of_100_most/ot81mad/"},{"id":"82bb5fb8-d372-4403-b112-9183b563adca","source":"reddit","source_id":"t1_ot81o54","content_type":"comment","title":null,"body_preview":"Animorphs gave me nightmares when I was a kid. The paranoia about mind control parasites in your authority figures was real.","author":"VortexMagus","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud054h/why_did_no_one_tell_me_that_animorphs_was_not_a/ot81o54/"},{"id":"9914fa80-c4f9-479e-ae61-8007ff38509f","source":"reddit","source_id":"t1_ot81ryo","content_type":"comment","title":null,"body_preview":"I haven't read one in almost 20 years, but they were hardcore I recall!","author":"Zeppelinman1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud054h/why_did_no_one_tell_me_that_animorphs_was_not_a/ot81ryo/"},{"id":"0a51d23a-0df4-4937-8c5a-f1409bafb14c","source":"reddit","source_id":"t1_ot81u19","content_type":"comment","title":null,"body_preview":"I’m here for you bro. Animorphs remains one of my favorite series of all time, but it is… heavy feels like an understatement. I’m down to gab if you want! It’s been years since I finished it the first","author":"Will_TheMagicTrees","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud054h/why_did_no_one_tell_me_that_animorphs_was_not_a/ot81u19/"},{"id":"bbafe415-c6e6-407a-a034-1628b0baf7f5","source":"reddit","source_id":"t1_ot81vj7","content_type":"comment","title":null,"body_preview":"Great list! I'm in a bit of a reading slump, but this list has inspired me! Hope to read quite a few of these.","author":"DragonDeadWalkingZ","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ud0083/during_covid_i_made_a_list_of_100_most/ot81vj7/"},{"id":"5b1a7f69-5ba2-425b-bbad-12e98961dd84","source":"reddit","source_id":"t1_ot81chm","content_type":"comment","title":null,"body_preview":"I've pay a full ticket price just for that final fight. That is one for the ages.","author":"fobs88","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uckubd/lionsgates_action_sensation_the_furious_is_headed/ot81chm/"},{"id":"282a0564-0de2-4485-9928-279372e9a2a0","source":"reddit","source_id":"t1_ot81dyi","content_type":"comment","title":null,"body_preview":"Just watched this on my six-inch phone screen like the Wachowski's intended.","author":"Ivotedforher","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ucy9ev/speed_racer_2008_dir_by_the_wachowskis_crazy/ot81dyi/"},{"id":"651c7e02-cbe7-4e3a-8e7d-f0073857e888","source":"reddit","source_id":"t1_ot81dzo","content_type":"comment","title":null,"body_preview":"Somebody’s Baby by Jackson Browne in Fast Times at Ridgemont High. That whole arc still hits too hard.","author":"SnooStrawberries2955","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uchw4j/what_song_did_a_movie_basically_steal_forever/ot81dzo/"},{"id":"fbd7acf5-22c6-4db3-bd2b-3c4be3ad1fdd","source":"reddit","source_id":"t1_ot81e2s","content_type":"comment","title":null,"body_preview":"Is there any reports on what it would’ve been about? all I remember is that he had a movie that was supposed to release on Christmas","author":"X-force_2029","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ub0vde/jordan_peele_has_reportedly_finished_the_script/ot81e2s/"},{"id":"38d87da8-b1dd-499d-980c-357c9a195f20","source":"reddit","source_id":"t1_ot81egn","content_type":"comment","title":null,"body_preview":"Remember that Mouse Hunt is still probably the best and closest we can get to an actual live action Tom & Jerry movie.","author":"SmokinBandit28","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ucw7t3/the_new_tom_jerry_movie_is_described_as_a_la_la/ot81egn/"},{"id":"f1e2c623-116b-47eb-be31-24f85ce5c62d","source":"reddit","source_id":"t1_ot81emw","content_type":"comment","title":null,"body_preview":"I feel like if a woman in seemingly altered mental status (in the brief shot she was dancing around pretty loopily) and an obvious head injury tries to refuse treatment, that’s cause to intervene. Unl","author":"Simplyx69","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1tdjue6/official_discussion_obsession_spoilers/ot81emw/"},{"id":"f79a1bf5-1e05-4587-9f91-1493b09516ec","source":"reddit","source_id":"t1_ot81ffr","content_type":"comment","title":null,"body_preview":"“Unchained Melody” from Ghost “Tiptoe Through the Tulips” from Insidious “Bohemian Rhapsody” Wayne’s World “I Will Always Love You” The Bodyguard “Girl” The Brady Bunch Movie Big songs in the own righ","author":"No-Philosopher3248","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_and_personal_connection","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uchw4j/what_song_did_a_movie_basically_steal_forever/ot81ffr/"},{"id":"de67ad58-2589-466c-9e37-b8b22574ea68","source":"reddit","source_id":"t1_ot81gwp","content_type":"comment","title":null,"body_preview":"It did underestimate the number of people who would go all in on the forsythia (ivermectin!) scam and refuse the vaccine because they are idiots. Lots of points for predicting that those folks would e","author":"GCU_ZeroCredibility","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0.26785714285714285,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ucz5r6/contagion_2011_starring_matt_damon_can_i_talk_to/ot81gwp/"},{"id":"17e2e1d3-60f0-407d-bd62-38943554e7d6","source":"reddit","source_id":"t1_ot81hpa","content_type":"comment","title":null,"body_preview":"I originally thought the same but the two best biopics (Rocketman and Better Man) are the ones where the artist actually tell their story. And they told it honestly which helps a lot.","author":"ChosenOne742","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ucr859/madonna_says_a_falling_out_with_universal/ot81hpa/"},{"id":"ab7df4bd-c6ab-4e08-8f38-6d1be2b41d4d","source":"reddit","source_id":"t1_ot81hv6","content_type":"comment","title":null,"body_preview":"I think thats one of the best parts. The ridiculousness of throwing cars around in 360's, jump jacks, etc add to what Speed Racer the cartoon actually was.","author":"Bosa_McKittle","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ucy9ev/speed_racer_2008_dir_by_the_wachowskis_crazy/ot81hv6/"},{"id":"92a995cc-4bb6-42fa-81de-76e41162afbf","source":"reddit","source_id":"t1_ot81ie9","content_type":"comment","title":null,"body_preview":"Why can't they make a Tom & Jerry movie that focused on the cat and mouse instead of making up new human characters? The cartoons have no problem with keeping it just them all these years...","author":"bitter_personw","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ucw7t3/the_new_tom_jerry_movie_is_described_as_a_la_la/ot81ie9/"},{"id":"8c11d9be-fd53-48f3-9974-71861cd4be83","source":"reddit","source_id":"t1_ot81k4d","content_type":"comment","title":null,"body_preview":"One of my favorite movies. FANTASTIC performances. Oddly a comfort movie. But it’s also rough. It’s such a vibe.","author":"nithdotcom","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ud05xh/closer/ot81k4d/"},{"id":"7654a65c-481f-4834-affc-2c49fb463f88","source":"reddit","source_id":"t1_ot81k9w","content_type":"comment","title":null,"body_preview":"Yeah I can understand their feelings about it. But you're right. Those additions they made are what makes the song stand out. Those vocalizations are my favorite part of the song and I suspect I nowhe","author":"sundayfundaybmx","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uchw4j/what_song_did_a_movie_basically_steal_forever/ot81k9w/"},{"id":"8dc9b65c-a6eb-4bd3-9162-0a53d80dbc75","source":"reddit","source_id":"t1_ot81kp0","content_type":"comment","title":null,"body_preview":"Because it happened before. Folks acted the same during the Spanish flu, and the Boston small pox epidemic.","author":"JakeHelldiver","classification":"human_created","confidence":0.7,"indicators":["historical_analogy","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ucz5r6/contagion_2011_starring_matt_damon_can_i_talk_to/ot81kp0/"},{"id":"a170bd6c-f0f9-4d75-837c-580ff07befee","source":"reddit","source_id":"t1_ot81krm","content_type":"comment","title":null,"body_preview":"No, I just dont like the animation style at all, it feels like a weird American live action anime if that makes any sense lol","author":"DaddyHeatley","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ucy9ev/speed_racer_2008_dir_by_the_wachowskis_crazy/ot81krm/"},{"id":"3c030cf6-39e4-426e-a5a5-28c574c8f7b2","source":"reddit","source_id":"t1_ot81l2c","content_type":"comment","title":null,"body_preview":"That particular health minster was a fucking dickhead and was more interested in getting his Willy wet with one of his staff than saving lives.","author":"ian9outof10","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ucz5r6/contagion_2011_starring_matt_damon_can_i_talk_to/ot81l2c/"},{"id":"85ee007b-b560-4f0a-8a95-a6f954462319","source":"reddit","source_id":"t1_ot81lon","content_type":"comment","title":null,"body_preview":"Loved it. I liked the on line x rated exchange as very funny. Also the aquarium scene.","author":"silver_chief2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ud05xh/closer/ot81lon/"},{"id":"e93b9722-9529-491c-9d8c-6213acb55e2f","source":"reddit","source_id":"t1_ot81lt7","content_type":"comment","title":null,"body_preview":"I love lindeloff projects. Im very excited for lanterns","author":"NakedGoose","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uczp4a/supergirl_ad_partners_driving_100m_campaign_for/ot81lt7/"},{"id":"5e37c947-905e-4f9d-a378-6330f39a38e5","source":"reddit","source_id":"t1_ot81m5f","content_type":"comment","title":null,"body_preview":"Wonderful movie. Pretty much the best performances of all 4 of their careers, perfect casting. My then-girlfriend-now-wife joked that it was the worst first date movie (\"I'll never trust anyone again.","author":"3OsInGooose","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ud05xh/closer/ot81m5f/"},{"id":"f2e3e3a9-673d-4178-b3be-7d0fe97e8446","source":"reddit","source_id":"t1_ot81ntw","content_type":"comment","title":null,"body_preview":"Mix this movie with “Don’t Look Up” and you’ve got the reality.","author":"Then-Understanding85","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ucz5r6/contagion_2011_starring_matt_damon_can_i_talk_to/ot81ntw/"},{"id":"81fbaeaa-008b-4a69-ad78-2fc0bc790d0f","source":"reddit","source_id":"t1_ot81orm","content_type":"comment","title":null,"body_preview":"I avoided all of these types of movies, I was already anxious. I decided to watch some old Disney movies. I picked Sword and the Stone to start off... There was no escape.","author":"subcomandanteG","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:16:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ucz5r6/contagion_2011_starring_matt_damon_can_i_talk_to/ot81orm/"},{"id":"8c237fd6-722d-4a36-937d-6d308f6bff23","source":"reddit","source_id":"t1_ot8144q","content_type":"comment","title":null,"body_preview":"How dare you bring objective data to a subjective discussion! /s","author":"Born-Lie8688","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucvfpe/us_coast_guard_helicopter_reportedly_crashes_in/ot8144q/"},{"id":"e5a5f062-c4ad-4615-974b-bc4927b12955","source":"reddit","source_id":"t1_ot814es","content_type":"comment","title":null,"body_preview":"Since there weren’t many violent crime offenses that were illegals, they either invented them or pivoted to they were illegal and should be deported simply for breaking the law","author":"aerost0rm","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.5535714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucxf9x/doj_to_appeal_judges_order_dismissing_kilmar/ot814es/"},{"id":"7c82fe13-1e66-4c3b-9415-1e010b79edc4","source":"reddit","source_id":"t1_ot814vo","content_type":"comment","title":null,"body_preview":"Didn’t you get the Memo? /s The current focus with POTUS is removing algae from Lincoln Reflecting Pool. All other issues of national importance are on hold until after July 4th.","author":"Turtleshellboy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucvfpe/us_coast_guard_helicopter_reportedly_crashes_in/ot814vo/"},{"id":"5ff1c001-cb4c-4c37-a4eb-3d67de12470d","source":"reddit","source_id":"t1_ot814yl","content_type":"comment","title":null,"body_preview":"Lmao bro is out of breath at his desk from seething 🤣🤣 go stress eat bro","author":"Throwaway149870","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucvwme/montreal_police_officer_suspect_and_civilian/ot814yl/"},{"id":"711b9b19-6749-47d9-85dd-3544b3914da0","source":"reddit","source_id":"t1_ot8161l","content_type":"comment","title":null,"body_preview":"They are currently putting anyone they suspect of not being a citizen in camps. Just fyi","author":"Emotional-Price-4401","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucxau6/judge_blocks_use_of_federal_database_to_check/ot8161l/"},{"id":"e370dd82-0bed-46e6-865c-900e00c5bab5","source":"reddit","source_id":"t1_ot81630","content_type":"comment","title":null,"body_preview":"There’s absolutely a real argument to be made about the functional differences and use cases of analytical algorithms (protein folding, visual analysis, cancer/disease detection, weather modeling, mat","author":"StanDaMan1","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 Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucy1cn/california_drivers_sue_gas_stations_for_allegedly/ot81630/"},{"id":"2f697a02-1490-44cb-9722-fd4fd7f76162","source":"reddit","source_id":"t1_ot817hn","content_type":"comment","title":null,"body_preview":"Guy's going to be a multi-millionaire when this is all over. His lawyers even more so.","author":"CjKing2k","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucxf9x/doj_to_appeal_judges_order_dismissing_kilmar/ot817hn/"},{"id":"d89db8d9-0f18-49f0-b5e3-b926412e7766","source":"reddit","source_id":"t1_ot817ma","content_type":"comment","title":null,"body_preview":"I mean the cop was under fire taking cover, and someone in all black walks up to them from the direction the shooter is and stands above them. It’s hard to blame the cop in that situation when it’s li","author":"tdoger","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucvwme/montreal_police_officer_suspect_and_civilian/ot817ma/"},{"id":"086077ac-5f0b-4e6c-aae4-9186bc6500d8","source":"reddit","source_id":"t1_ot817uh","content_type":"comment","title":null,"body_preview":"I worked at the Coast Guard for over 16 years. The majority of fatalities seemed to always be helicopter accidents.","author":"Fun-Lime-4563","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucvfpe/us_coast_guard_helicopter_reportedly_crashes_in/ot817uh/"},{"id":"1f611d43-6ca7-4087-9bc6-b8c70cc5c13a","source":"reddit","source_id":"t1_ot817y6","content_type":"comment","title":null,"body_preview":"Did you even read the epstein files? They were talking about this case and had a list of the survivors that were interviewed before the dateline special even aired.","author":"Effective-LineP00","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucwhfp/nancy_guthrie_abduction_2nd_ransom_note_sent_to/ot817y6/"},{"id":"d03903fc-0a6b-4e3b-af59-03ddccb0b9de","source":"reddit","source_id":"t1_ot818tl","content_type":"comment","title":null,"body_preview":"They restrict how I can defend myself, because we have police...explain to me why we shouldn't be furious about this?","author":"CasCrus4L","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucvwme/montreal_police_officer_suspect_and_civilian/ot818tl/"},{"id":"87d9c200-97fd-4a87-be84-008983116c91","source":"reddit","source_id":"t1_ot818w5","content_type":"comment","title":null,"body_preview":"You can count on one hand the number of people who are \"awake\" enough to have actually tried to do anything about it beyond joining a march / signing an online petition.","author":"avaslash","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucvorw/at_least_18_dead_in_france_including_two_children/ot818w5/"},{"id":"a1af3166-0222-4ddc-8c67-47476dd5c18a","source":"reddit","source_id":"t1_ot819ld","content_type":"comment","title":null,"body_preview":"Sadly happens in all the administrations. Rate is rather constant but there was a surge in 2020 that hasn’t really lessened.","author":"Material-Heron6336","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucvfpe/us_coast_guard_helicopter_reportedly_crashes_in/ot819ld/"},{"id":"00a94e4a-6881-4782-9d0f-8936b3da5c0f","source":"reddit","source_id":"t1_ot81aoy","content_type":"comment","title":null,"body_preview":"Jesus Christ. Your minimum wage for over 21yos is more than I make per hour age 34 after a couple of promotions ;____; ($21/hr)","author":"Istoh","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucaz2n/us_farmer_faces_legal_pushback_for_paying_white/ot81aoy/"},{"id":"c77838c6-b99a-4d93-ada2-76797fb90364","source":"reddit","source_id":"t1_ot81da4","content_type":"comment","title":null,"body_preview":"https://data.ntsb.gov/carol-main-public/query-builder?month=6&year=2026 List of all reported aviation crashes this month. It's unrelated but ive been feeling like I'm seeing plane crashes on the news ","author":"Opening-Antelope-965","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucvfpe/us_coast_guard_helicopter_reportedly_crashes_in/ot81da4/"},{"id":"85596852-a3b0-43aa-8493-c4f40f8d7bf3","source":"reddit","source_id":"t1_ot81dtz","content_type":"comment","title":null,"body_preview":"Trump is an evil and incompetent leader but gotta hand it to him…the strategy of never intended to fix messes so voters won’t blame him for the cost and passing it on to a future administration is sma","author":"mikerichh","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","nuanced_observation","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucvfpe/us_coast_guard_helicopter_reportedly_crashes_in/ot81dtz/"},{"id":"aaac6cba-586b-4523-a17c-49a7099be022","source":"reddit","source_id":"t1_ot81efb","content_type":"comment","title":null,"body_preview":"Yes, I do planes, and even Cessnas that are so small. On the cessnas they always make me sit in front because I am small. I would rather be in the back! HA! Just looked it up, helicopters and it says ","author":"Bad_Here","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","personal_anecdote","emotional_authenticity","natural_digression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucvfpe/us_coast_guard_helicopter_reportedly_crashes_in/ot81efb/"},{"id":"9505e02e-5809-4f9c-bdb7-235162e7b9d9","source":"reddit","source_id":"t1_ot81gcx","content_type":"comment","title":null,"body_preview":"If the cop was fleeing, then who shot the shooter? Have you considered that she was repositioning?","author":"imnotslavic","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucvwme/montreal_police_officer_suspect_and_civilian/ot81gcx/"},{"id":"e0bedf6d-2ecb-4897-af81-02b210693f14","source":"reddit","source_id":"t1_ot81hff","content_type":"comment","title":null,"body_preview":"At the time of the abduction, I believe news outlets were reporting she was on meds she could not live without for more than a couple days. Sad stuff.","author":"TartofDarkness","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","personal_recollection"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucwhfp/nancy_guthrie_abduction_2nd_ransom_note_sent_to/ot81hff/"},{"id":"c2ce60ff-fc61-4103-b1e1-b93eb7f72378","source":"reddit","source_id":"t1_ot81i52","content_type":"comment","title":null,"body_preview":"We Europeans need to go full on nuclear otherwise with these energy costs we are going to either bake or pay a fortune in electricity to keep the AC on. Where I live we have temporary short black outs","author":"Ok_Conversation_3815","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ucvorw/at_least_18_dead_in_france_including_two_children/ot81i52/"},{"id":"6679cc3b-6354-4ba5-9dd4-31cd1aad9e00","source":"hackernews","source_id":"48628381","content_type":"comment","title":null,"body_preview":"It would be great if this would work on the quest too. The AVP is just way too expensive.","author":"wolvoleo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.12011252171497112,"content_class":null,"collected_at":"Mon Jun 22 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628381"},{"id":"e4429bd9-0255-4017-b902-5a9f54f6eee6","source":"hackernews","source_id":"48628291","content_type":"comment","title":null,"body_preview":"it's pretty hard to define - unusual in my life.\nFarmers' market produce was once a go-to for our basic funding requirements; and pretty much all of those were wild harvested from perma-jungle that we","author":"naishoya","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","absence_of_ai_template_phrases","natural_digressions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628291"},{"id":"76fb00b2-2c57-4e44-aaf3-e60936ba462e","source":"hackernews","source_id":"48626898","content_type":"comment","title":null,"body_preview":"I'd keep in mind that even though someone may find an activity profitable, it's often largely affected by the local laws and tax policies.\nFor example are a myriad of 10s-100s of bucks/month I could t","author":"lotionofleeb","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626898"},{"id":"6528c9a8-e6e0-4557-8897-61b985c4f2d0","source":"hackernews","source_id":"48626902","content_type":"comment","title":null,"body_preview":"I rent out tables for local ComicCons.\nGood money in it, but a lot of the people who rent your tables won't keep them clean.","author":"bayarearefugee","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.10935132867852014,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626902"},{"id":"5c12d48d-6c37-4a0b-9b1c-925d82e3817e","source":"hackernews","source_id":"48626947","content_type":"comment","title":null,"body_preview":"I somehow ended up on the government's poor people list despite being nowhere near poor, from my rural hometown, and I get enough money for a handful of AI subscriptions (to give you an idea) through ","author":"porridgeraisin","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626947"},{"id":"f368e60d-f16b-499d-bc66-fe0bb9e5683f","source":"hackernews","source_id":"48630728","content_type":"comment","title":null,"body_preview":"I'm leasing my kidney. I'm 27 and did the calculation, it's just more profitable than selling. Picked this trend up on TikTok and can recommend. When I retire I plan to get it back.\nWas a no-brainer.","author":"nakedneuron","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630728"},{"id":"dc2619e8-7d68-4f0c-b1de-aaf0d5203156","source":"hackernews","source_id":"48627203","content_type":"comment","title":null,"body_preview":"I'm playing monsters in low-budget horror movies.\nIt’s fun to watch them with friends and family from time to time to laugh about the horrible acting.","author":"Jamesbeam","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627203"},{"id":"14d4767c-af1f-47b0-84f7-94337046f077","source":"hackernews","source_id":"48632914","content_type":"comment","title":null,"body_preview":"Let me tell you something that does not make money: selling fiction books as an independent author (through physical copies, Kindle ebooks and Kindle Unlimited). Family member is a good writer, has be","author":"dyingkneepad","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632914"},{"id":"87a37f15-193b-43b7-ac8b-6c3c3a57b6bf","source":"hackernews","source_id":"48627802","content_type":"comment","title":null,"body_preview":"For small and occasional activities it may be worth asking a tax professional how the local laws treat hobby income. In the past it has simplified my declaration of tax activity by avoiding business r","author":"dv_dt","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0.2254270001046476,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627802"},{"id":"548b0ca4-88a9-4ed3-af36-5a096b372fa2","source":"hackernews","source_id":"48635449","content_type":"comment","title":null,"body_preview":"I quit my engineering job at Apple in 2023 to buy an aluminum Olson-Grumman step van, and start a mobile knife sharpening business, in Seattle. burlyburr.com Each knife takes maybe 5 minutes and I cha","author":"jpsimons","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","self_reference","imperfect_expression","strong_opinions"],"bot_score":0.175,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635449"},{"id":"d141fc73-8f75-4ae8-845f-ad9bad0a377c","source":"hackernews","source_id":"48627864","content_type":"comment","title":null,"body_preview":"I think stuff like this needs to grow organically from a combination of passion and (social) opportunity. You may want to look around where you live, for gatherings, events, markets, and take the time","author":"47282847","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1850607536907082,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627864"},{"id":"09510509-2d92-40dd-9663-42e7654a8691","source":"hackernews","source_id":"48631876","content_type":"comment","title":null,"body_preview":"I teach some music private lessons and play jazz gigs. An easy side hustle that should require not more than 10 years of work for a couple of hours a day to qualify if you apply yourself. You could be","author":"iainctduncan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","self_reference"],"bot_score":0.08526595735750267,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631876"},{"id":"7adc6f21-c115-4397-b89c-737dcaaa2d85","source":"hackernews","source_id":"48628002","content_type":"comment","title":null,"body_preview":"I am employed as a senior software engineer at Microsoft, on the side I like to steal from parked cars with clearly visible valuables in suburbs adjacent to our office. You can make a fortune selling ","author":"javascripthater","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628002"},{"id":"4d863e14-bf99-4422-aa3d-2abd02ad0ad8","source":"hackernews","source_id":"48626635","content_type":"comment","title":null,"body_preview":"Reminds me of the \"Named Tensor\" experiment in PyTorch from a while ago. https://docs.pytorch.org/docs/2.12/named_tensor.html","author":"avilay","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626635"},{"id":"b32221e4-0c02-4cf4-bc1f-9bf2f5b843f2","source":"hackernews","source_id":"48626724","content_type":"comment","title":null,"body_preview":"We've reinvented hungarian notation from first principles https://en.wikipedia.org/wiki/Hungarian_notation","author":"voidUpdate","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.14199059757181187,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626724"},{"id":"33b8148a-ad9d-4b8e-aa54-68ffbc7ddb95","source":"hackernews","source_id":"48634139","content_type":"comment","title":null,"body_preview":"> The third is the most important, and it is the thread of this blog: open source is text. A Proxmox config is files. So it is versionable in Git, readable by an AI, auditable, reproducible. A proprie","author":"jimmy76615","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","synthetic_empathy"],"bot_score":0.3,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634139"},{"id":"e0d4987b-0bbc-4159-9d8e-7f80e54b02e8","source":"hackernews","source_id":"48636508","content_type":"comment","title":null,"body_preview":"Awesome work! Overall this is a big win for IT at this org.\n>The real gain is that my virtualization layer became text: versioned in Git, watched by an open-source stack I built alongside it, backed u","author":"evanjrowley","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636508"},{"id":"abfb4864-7195-42fc-bf48-4a8556624e9d","source":"hackernews","source_id":"48625893","content_type":"comment","title":null,"body_preview":"\"Journalists and others: we request that you do not directly link to the site on the web, social media, etc.\"","author":"1vuio0pswjnm7","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1449247631061012,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625893"},{"id":"ea0b29e5-3330-4427-b2e0-e28fe121598e","source":"hackernews","source_id":"48624915","content_type":"comment","title":null,"body_preview":"Surely anyone working at Meta sold their soul long ago.  Do yourself a favour and quit.","author":"cmoski","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624915"},{"id":"6b0fb948-f842-483a-b049-76339be39e73","source":"hackernews","source_id":"48625483","content_type":"comment","title":null,"body_preview":"I hope the vocal cynicism expressed in the \"told ya so\" replies weren't developed after reading the list of names.","author":"steele","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625483"},{"id":"6cc1196e-76c6-4fdd-8cdd-19ff49b831a1","source":"hackernews","source_id":"48624383","content_type":"comment","title":null,"body_preview":"It’s a bit hard to feel sympathetic here. Those signing this petition actively enable and profit from one of the most pervasive surveillance networks ever built.\nFunny how much easier it is to tolerat","author":"foltik","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624383"},{"id":"5dbfdbe7-4975-4e85-b8d1-33b71155339e","source":"hackernews","source_id":"48625335","content_type":"comment","title":null,"body_preview":"unionize stoopiiiid\na documentable unionization effort also overrides the “at will” part of getting laid off","author":"yieldcrv","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13826317028207238,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625335"},{"id":"267a0680-9ec9-44b9-a5cf-452b79f51491","source":"hackernews","source_id":"48628426","content_type":"comment","title":null,"body_preview":"Nobody should be strong armed in to training models whose intention is replacing them.\nTechnology has become a societal torture device and AI is the largest power grab in history.\nHow dare humans be a","author":"sirsinsalot","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","imperfect_expression","sarcasm"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628426"},{"id":"7b966e2c-59ac-4af1-90fc-d00dd9bb8d99","source":"hackernews","source_id":"48626037","content_type":"comment","title":null,"body_preview":">Surveillance for thee but not for me...\nYeah, no thanks (or \"how the turn tables\")","author":"mikelitoris","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626037"},{"id":"6fc1e3bc-00ec-42a7-9094-c459b9dfcee9","source":"hackernews","source_id":"48624334","content_type":"comment","title":null,"body_preview":"If I was Mark my answer would be “or what?”  These people already work at a vile company. Which means they sold out already. If what mark does to other people doesn’t bother them they probably won’t h","author":"supertroop","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.11877642468057183,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624334"},{"id":"912da964-9ee9-48bd-98b5-c848d6951e2f","source":"hackernews","source_id":"48625097","content_type":"comment","title":null,"body_preview":"Quoting Zuckerberg on Meta’s code of conduct is hilarious.","author":"JSR_FDED","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.1366957910110502,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625097"},{"id":"6478a518-3814-42ce-9fc4-99b61bb2cb08","source":"hackernews","source_id":"48624597","content_type":"comment","title":null,"body_preview":"The only right course of action for Meta Mates is to eventually be hired by other firms who then squeeze everything out of them. Repent your sins and all that.\nSoz but zero sympathy if you chose to wo","author":"4fffs","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624597"},{"id":"48ad8d85-000e-48d0-9704-25dd747fb8fc","source":"hackernews","source_id":"48625736","content_type":"comment","title":null,"body_preview":"Petition by resigning. Tomorrow. Stop supporting this company.","author":"newtonianrules","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.20811471752053784,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625736"},{"id":"cf8bf8aa-fee0-46a7-b539-422067f800fd","source":"hackernews","source_id":"48625894","content_type":"comment","title":null,"body_preview":"\"Do I need to worry about potential future employers finding this?\nNo.\nIndexing by search engines is fully suppressed by robots.txt and <meta> headers (not the company Meta, here it refer to an HTML t","author":"1vuio0pswjnm7","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.1449247631061012,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625894"},{"id":"545a74dd-f23d-427e-af94-fabb13aad36a","source":"hackernews","source_id":"48624311","content_type":"comment","title":null,"body_preview":"> Indexing by search engines is fully suppressed by robots.txt\nAh yes, the companies that have ignored robots.txt to scrape your website for 20+ years will now not totally, most definitely not ignore ","author":"dvt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.06380776788627886,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624311"},{"id":"d5dd32c0-a586-496c-8f32-c6deb711df3e","source":"hackernews","source_id":"48625452","content_type":"comment","title":null,"body_preview":"The way I look at it is this:\nThere is an entity that provides product/service and makes money. A lot of money. Like mind boggling sums of money. That entity has made a deal with a set of humans to gi","author":"quietthrow","classification":"ai_generated","confidence":0.9,"indicators":["uniform_paragraph_rhythm","semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625452"},{"id":"1d88b474-fc68-4be3-81fa-ad30488b0f34","source":"hackernews","source_id":"48625786","content_type":"comment","title":null,"body_preview":"Randomly I was thinking about how to \"prove\" you are a distinct engineer who works at a company without revealing your identity.\nI feel like labor organizers should offer employee verification as a fr","author":"siliconc0w","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","platform_fluency"],"bot_score":0.11587345051654019,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625786"},{"id":"802b2371-4fa0-4a52-bee5-74c781fbd670","source":"hackernews","source_id":"48624681","content_type":"comment","title":null,"body_preview":"People who are focusing on whether we should have sympathy for Meta employees here are missing the point.\nMeta employees have some of the strongest bargaining power in our industry. This particular im","author":"tdeck","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624681"},{"id":"a3f5ebdb-82ef-49ab-9b10-ee82a6591f12","source":"hackernews","source_id":"48624940","content_type":"comment","title":null,"body_preview":"Signing this sounds like a good way to get fired. Executive in corporations gets to make the decisions. Employment is at will, if you don’t like it you get to leave otherwise you’re not fulfilling you","author":"nbardy","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624940"},{"id":"71ad8f85-baab-492a-8cd3-89a94a670dda","source":"hackernews","source_id":"48624555","content_type":"comment","title":null,"body_preview":"Sure if you've signed this you've have added your name to a list, while someone in HR has added your name to another.","author":"mattoxic","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.25408520829727554,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624555"},{"id":"e5af663d-cc37-4bcc-b074-bc8be199bf18","source":"hackernews","source_id":"48605255","content_type":"comment","title":null,"body_preview":"interesting, can you eli5 the main use case? is it job opportunities for developers?","author":"bigjick","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4256595269228386,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605255"},{"id":"9e7c7a6d-c711-4597-bb0b-f91b6918ed7a","source":"hackernews","source_id":"48624199","content_type":"comment","title":null,"body_preview":"This is very cool! I've wanted to do something like this for Sydney but never got around to it. Are you scraping your data sources or building them yourself?","author":"anitil","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624199"},{"id":"ea7c5900-6c8d-4480-9671-085d2c184dab","source":"hackernews","source_id":"48627181","content_type":"comment","title":null,"body_preview":"Similar feeling to https://germantechjobs.de - just with a lesser focus on jobs. Don't quote me on it, but I think the founder of that website works as a talent agent (earning a living, I hope)","author":"staernid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627181"},{"id":"40c15093-07f7-4ab6-bed9-263538ba9ac7","source":"hackernews","source_id":"48623942","content_type":"comment","title":null,"body_preview":">  Same two-letter command in my muscle memory. make run. make test. make migrate\nShould surely be \"two-word\"?","author":"zabzonk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623942"},{"id":"9ce15a82-0145-44b3-90c7-870dca71ee9c","source":"hackernews","source_id":"48623627","content_type":"comment","title":null,"body_preview":"terminal is the only way for me... 100% control year after year.","author":"hdaz0017","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623627"},{"id":"6cf61430-8651-41e1-b64f-785fff70146f","source":"hackernews","source_id":"48625423","content_type":"comment","title":null,"body_preview":"> Text is the universal interface\nThe nipple is the universal interface. Everything else is an abstraction.","author":"stAInley","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625423"},{"id":"bb082ba6-7573-40b0-9d9c-4f0655abde9f","source":"hackernews","source_id":"48625895","content_type":"comment","title":null,"body_preview":"For some reason, I can only scroll down a little bit on medium articles and then firefox freezes that tab and won't let me scroll up or down.  I assume it has something to do with adblock, but I've no","author":"johntash","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","personal_experience","natural_digressions"],"bot_score":0.075,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625895"},{"id":"cc329b6c-80b1-4a4f-affb-4b6db80dbed6","source":"hackernews","source_id":"48624539","content_type":"comment","title":null,"body_preview":">alias gp='git push'\nI prefer CLI over GUI but I also prefer to have a life over making my life harder. On that same context, I prefer nano over vi/vim any time.\nNow, the problem with aliases is that ","author":"h4kunamata","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.1261574088438684,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624539"},{"id":"446c7946-5a32-4c99-8789-651b0f729b4e","source":"hackernews","source_id":"48626759","content_type":"comment","title":null,"body_preview":"> No adapter, no integration, no plugin. The OS is the integration.\n> I still live in the terminal\nBut you frequent the fish market at chatgpt dot com, I suppose.","author":"junior44660","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626759"},{"id":"62d80e13-3caf-461c-9b94-a9a1e961e6ec","source":"hackernews","source_id":"48636903","content_type":"comment","title":null,"body_preview":"That makes me wonder... How much fuel is burned to carry fuel?","author":"scotty79","classification":"human_created","confidence":0.7,"indicators":["natural_digression","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636903"},{"id":"400f03af-6668-47d2-a052-8d7792c99672","source":"hackernews","source_id":"48624849","content_type":"comment","title":null,"body_preview":"> Remember when everyone died during COVID? And when we finally ended racism during DEI? Can someone write an AI 2027 (...)\nOh no, the obvious strawmans that - despite the author's assertions - people","author":"perching_aix","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624849"},{"id":"78851ebe-3023-4a5b-a0ef-a4afdbd4cada","source":"hackernews","source_id":"48625514","content_type":"comment","title":null,"body_preview":"There are a few possible explanations of Dario and Anthropic's behavior, if you are not sure if all they want is pump up the valuation like me:\n- Anthropic has a cult-like culture. AI Safety is their ","author":"hintymad","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625514"},{"id":"a7026115-d65b-4eba-a47a-c4888c41b766","source":"hackernews","source_id":"48636026","content_type":"comment","title":null,"body_preview":"Can't speak to his technical skill, but going through this post, and several of his other posts, this man doesn't seem all that bright.\nHis takes lack nuance, there's no analysis in his writing, just ","author":"jackling","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636026"},{"id":"1409d71c-ad30-4902-a18b-0ebe36f026ce","source":"hackernews","source_id":"48624818","content_type":"comment","title":null,"body_preview":"> Can someone write an AI 2027 but instead of some totalizing doom propaganda it talks about the bubble unwinding and what we can do to prevent this kind of crap in the future? How do we build an econ","author":"jmye","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624818"},{"id":"7f79b516-fb00-431a-b773-fffb9360e1bf","source":"hackernews","source_id":"48625210","content_type":"comment","title":null,"body_preview":"> The only possible conclusion is that it’s designed to cause panic.\nReally? That's the only possible conclusion?\nAnthropic has _always_ positioned itself as a company that cares about AI safety.","author":"shepherdjerred","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625210"},{"id":"7a743ebd-e83a-43a1-a66d-cca9b7e507f7","source":"hackernews","source_id":"48629826","content_type":"comment","title":null,"body_preview":"Exponential rate? No it's not. That's not what that word means.","author":"josefritzishere","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629826"},{"id":"95290819-c810-41ea-a3f0-9fb5623866ec","source":"hackernews","source_id":"48624634","content_type":"comment","title":null,"body_preview":"Journalism and public media in general needs to be a licensed profession with tangible standards, and malpractice suits should be pursued aggressively.\nWould solve a lot of problems in the US, actuall","author":"dodu_","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624634"},{"id":"ce8240ac-75d1-4054-966a-10a5a117f464","source":"hackernews","source_id":"48624423","content_type":"comment","title":null,"body_preview":"Simple minds want to believe one simple thing and then rationalize everything else to force consistency with that one simple idea.\nIf you want to believe the simple idea that AI is mostly hype, then y","author":"panarky","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624423"},{"id":"dd8c6c5b-9674-4290-a1fa-6a4dc1b668c5","source":"hackernews","source_id":"48626618","content_type":"comment","title":null,"body_preview":"I can't decide if this is a \"techbro doesn't understand human factors\" post or not, especially considering geohots reputation.\nI do believe it is possible Anthropic are legitimately trying to start po","author":"petterroea","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","semantic_blandness"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626618"},{"id":"6af2fa42-2b14-4d64-b2b3-2242f07ae8eb","source":"hackernews","source_id":"48628833","content_type":"comment","title":null,"body_preview":"> Remember when everyone died during COVID?\nyes\n> And when we finally ended racism during DEI?\nI fucking hate geohot, I can't believe you monsters are into this shit","author":"functionmouse","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.10893351337649947,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628833"},{"id":"7fba9103-f60b-4023-a47a-0be3feeaad2f","source":"hackernews","source_id":"48626806","content_type":"comment","title":null,"body_preview":"I think when chinese models figure out how to partner with SOC 2 providers in the USA in a way that offers a $20-$100-$200 subscription is an easy convenient way, anthropic and open ai will be screwed","author":"daft_pink","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626806"},{"id":"4fc9f584-49bf-4559-ae94-c802c79e7d5c","source":"hackernews","source_id":"48624871","content_type":"comment","title":null,"body_preview":"If you look at Anthropic's blogs about their model timelines, there is roughly a ~3m period between a model being in internal preview until release. That means that inside of Anthropic, the next versi","author":"aabhay","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","synthetic_empathy"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624871"},{"id":"96411fa5-f368-42ec-a8bb-761df6b77ac4","source":"hackernews","source_id":"48629106","content_type":"comment","title":null,"body_preview":"I was hoping for more analysis here :\\\nlike from a technical standpoint, why is the doom and gloom incorrect? I've heard some really interesting arguments for that, and non of them are here.","author":"sometimelurker","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11678829644515323,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629106"},{"id":"15b2fcae-ead8-4695-8c47-26108601ac85","source":"hackernews","source_id":"48624601","content_type":"comment","title":null,"body_preview":"What's the evidence that the doom narrative is connected to valuations? It seems more like a marketing/recruiting strategy. As the post points out, institutional investors generally think the idea of ","author":"resfirestar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_indicators"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624601"},{"id":"efc76064-c27b-4507-b1cd-d7d8ec5c86c5","source":"hackernews","source_id":"48624365","content_type":"comment","title":null,"body_preview":"I came to the same conclusion.\nSpecifically Anthropic's whole PR has all been about danger, safety, doomerism all to make themselves indirectly more important and central to the debate.\nCalling meetin","author":"siren2026","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624365"},{"id":"dd534611-9d3e-49fd-b099-bc0ad664b8fc","source":"hackernews","source_id":"48632275","content_type":"comment","title":null,"body_preview":">It’s all just nonsensical hype, ... It’s a questionable promise of future technology.\nI don't see why pondering the future and planning for eventualities is bad. Better to ignore it and have no plans","author":"tim333","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies","absence_of_ai_signals"],"bot_score":0.13735043013774972,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632275"},{"id":"b3fa06fd-ab09-46c5-a4a4-b916f6fd9f53","source":"hackernews","source_id":"48624451","content_type":"comment","title":null,"body_preview":"Even if Dario and Altman originally believed what they were saying, their scaretactics worked wonders for investment. Their companies are now incredibly incentivized to keep the AI Apocalypse narrativ","author":"soundworlds","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","natural_digressions","absence_of_ai_indicators"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624451"},{"id":"0368ba6f-c885-4250-a6ab-f20e3cd6ac28","source":"hackernews","source_id":"48626497","content_type":"comment","title":null,"body_preview":"Yea, the \"doom trolling\" seems to be starting to reach its limit.\nhttps://www.nytimes.com/2026/06/17/opinion/ai-dangerous-open...","author":"cootsnuck","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626497"},{"id":"b8e89ddc-32e5-46fe-81c3-6e0e2547739a","source":"hackernews","source_id":"48624623","content_type":"comment","title":null,"body_preview":"I have never understood this line of thinking. Why would a company warn that their technology is dangerous if it wasn't? Looking at the ongoing Mythos export control issue, it's obviously not good for","author":"ajyoon","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0.3018796874098555,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624623"},{"id":"c0ddca90-08db-47f9-b56f-a9ccc9159855","source":"hackernews","source_id":"48624948","content_type":"comment","title":null,"body_preview":"Somehow the Chinese phrases 内卷 https://en.wikipedia.org/wiki/Neijuan and 摆烂 (\"let it rot\" https://zh-yue.wikipedia.org/wiki/%E6%93%BA%E7%88%9B) are quite appropriately used, even in stylistic tone. Do","author":"whacked_new","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624948"},{"id":"f549925d-eb0b-44bd-84db-8a0fee02ac85","source":"hackernews","source_id":"48629981","content_type":"comment","title":null,"body_preview":"Quite cool, I had to run locally for it to work. Problem is I already use Raycast to set-up virtually the same thing, and use \"Caps as Control\" in the terminal commands (C-a, C-c...)","author":"swah","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.125,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629981"},{"id":"60e06796-a2d0-44df-b356-afd86b2bf42d","source":"hackernews","source_id":"48631132","content_type":"comment","title":null,"body_preview":"This needs full keystroke access (accessibility + input monitoring). fine for karabiner which everyone's audited, but a brand new solo project? how are people thinking about that?","author":"ch-bas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631132"},{"id":"500a0322-083b-4e23-a13a-36fb72f3dad8","source":"hackernews","source_id":"48630343","content_type":"comment","title":null,"body_preview":"It's very interesting how _flat_ the curve (of # of drinks vs # of ingredients).\nI expected a HUGE bump when going from 2 to 3 to 4 ingredients; instead it only starts to go noticeably up after 7 ingr","author":"quibono","classification":"human_created","confidence":0.7,"indicators":["natural_digression","strong_opinion","imperfect_expression"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630343"},{"id":"a5ec7a4e-3edb-49f2-a30f-34cb39fbcaa9","source":"hackernews","source_id":"48623874","content_type":"comment","title":null,"body_preview":"Looks like microVMs are a bit of a new hotness. Does anyone have a good introduction into what they are and how they help?\n(inb4 \"Google it\" -- I'd really appreciate a recommendation from a human, and","author":"throw-the-towel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623874"},{"id":"64a2deaf-5904-43b9-840a-9f489b78956a","source":"hackernews","source_id":"48624543","content_type":"comment","title":null,"body_preview":"I wonder if https://katacontainers.io/ would be a nice competitor","author":"stevefan1999","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.11587345051654019,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624543"},{"id":"265eacbb-437f-491a-9cd6-2b4ee77efe32","source":"hackernews","source_id":"48626582","content_type":"comment","title":null,"body_preview":"This is nice. I have a Proxmox system but hate how much (IMO unnecessary) complexity managing VMs entails. This is definitely a step towards slimmer VMs. I’m generally trying to replicate some of the ","author":"solarkraft","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference","imperfect_expression"],"bot_score":0.10688788917147105,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626582"},{"id":"58835634-0b7e-4034-a72e-a230bec412b6","source":"hackernews","source_id":"48632615","content_type":"comment","title":null,"body_preview":"This has always and will always be my fundamental concern regarding AI. It will inevitably be enshittified, and its enshittification will be both subtle and opaque, in ways the average users will be i","author":"rfwhyte","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632615"},{"id":"ded491c6-0c1a-4dc5-a882-2a54ee31a3b0","source":"hackernews","source_id":"48630469","content_type":"comment","title":null,"body_preview":"I have never been forced to watch an add on the Facebook app nor the Instagram app but the moment that happens to me I will uninstall both immediately. At this point Facebook is lamer/worse than MySpa","author":"archerx","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630469"},{"id":"307c1371-5a32-425e-82eb-673831f3ef5d","source":"hackernews","source_id":"48630530","content_type":"comment","title":null,"body_preview":"This article describes well how advertising and such degrades the quality of the product, but it isn’t really enshittification unless the platform is also turning the screw on its suppliers. This migh","author":"beschizza","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","semantic_blandness"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630530"},{"id":"4ca43bf2-96d3-4b5d-84f7-6f07e4c70b81","source":"hackernews","source_id":"48633134","content_type":"comment","title":null,"body_preview":"I dispute that. Enshitification happens when the user does not pay for the product. The provider of the service has to find alternative ways of monetization. As a user, this feels shitty, but you get ","author":"credit_guy","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633134"},{"id":"0fc91b44-f82f-4d8c-8fb3-5145d34e4822","source":"hackernews","source_id":"48633013","content_type":"comment","title":null,"body_preview":"Local llm is so important to avoid ads, because the future of AI is tons of ads","author":"b3ing","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633013"},{"id":"6fd13dd8-ff2c-4567-b23f-15b8e181e7cb","source":"hackernews","source_id":"48633197","content_type":"comment","title":null,"body_preview":"Microsoft has already started. Copilot is now sitting behind a forced full browser window login popup.\nAnd I do really mean forced popup, because all default functionality - which is still available t","author":"mindcrash","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633197"},{"id":"d52f1ce1-76ae-4559-88b2-688700ca4187","source":"hackernews","source_id":"48631658","content_type":"comment","title":null,"body_preview":"It's unclear to me how this will play out because LLMs don't have the same network / platform effects as the other examples (Uber / Facebook), nor is there one dominant LLM that is overwhelmingly bett","author":"vanuatu","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.16803680366842344,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631658"},{"id":"839f76e8-b35b-49b1-869f-97f01c967728","source":"hackernews","source_id":"48630859","content_type":"comment","title":null,"body_preview":"The article assumes that AI will get shitty the same way search, social media, etc. did.  I don't think this is the case at all.  It's pretty clear that LLMs will rapidly discover entirely new and inn","author":"MarkusQ","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630859"},{"id":"e3156b94-d5f4-4d74-b27a-a2ccffc8d746","source":"hackernews","source_id":"48611559","content_type":"comment","title":null,"body_preview":"I will never get over the overuse of adjectives like \"real\" in LLM outputs, it dilutes the meaning of these words.","author":"adem","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611559"},{"id":"c71e7377-b27f-49e2-9668-ec3dc2abf778","source":"hackernews","source_id":"48611996","content_type":"comment","title":null,"body_preview":"I know a thing or two about VMs. Reading this post, I thought to myself \"No way it was this easy. No performance hit in the single threaded case? No way\".\nI was right. Buried in the middle of the post","author":"quotemstr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","synthetic_empathy","template_phrases"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611996"},{"id":"df7640b9-4820-4052-b7e3-019cb229b162","source":"hackernews","source_id":"48609166","content_type":"comment","title":null,"body_preview":"Doesn't work at all for me. I keep jumping around and clipping through objects, can't even leave the first room without being stuck in the doorway to the elevator.","author":"alexb_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609166"},{"id":"c623d3c1-3ccf-41e1-a6ef-83d9e3575d80","source":"hackernews","source_id":"48611154","content_type":"comment","title":null,"body_preview":"After leaving the first area to the bridge... was the sky really so close to the ground in the original game, or the old monitors made it look differently?\nAlso nice achievement...!","author":"rvba","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611154"},{"id":"a333faa2-e4bc-4de0-932c-a7baf0ff4354","source":"hackernews","source_id":"48626442","content_type":"comment","title":null,"body_preview":"This is what I show my friends when they say CSS isn't a real programming language.","author":"zftnb666","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.30019600324676793,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626442"},{"id":"2887ffb1-e2a7-4aa9-b8b9-2e0436aebe49","source":"hackernews","source_id":"48608709","content_type":"comment","title":null,"body_preview":"Really cool experiment. A lot of jank. It would sometimes rubber band me back, movement was grid aligned in a way that made accessing the secret room challenging, and the whole tab unexpectedly crashe","author":"criley2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608709"},{"id":"4902357d-2e75-4302-9394-a809954454fa","source":"hackernews","source_id":"48627412","content_type":"comment","title":null,"body_preview":"Did something similar a while back hosting all my pet projects on a PS5: https://the-box.sh (signature edition)","author":"codingjoe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627412"},{"id":"11fdf3c4-341a-4386-974a-75ef61e4c7eb","source":"hackernews","source_id":"48623767","content_type":"comment","title":null,"body_preview":"> This started off as a bet with myself that APL notation would provide an easier way to make a voxel game.\nDid you win the bet?","author":"fourthark","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623767"},{"id":"fd09248e-f704-462c-8ec1-a60c70739882","source":"hackernews","source_id":"48624336","content_type":"comment","title":null,"body_preview":"Given the incentives (an ai booster account who is also prompting chat to write his posts) does this even belong on HN? I feel like our standards have dropped so much in the last two years.","author":"noobermin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624336"},{"id":"2ccc0e2b-2f42-4147-b918-0a87ad8cb08f","source":"hackernews","source_id":"48626747","content_type":"comment","title":null,"body_preview":"A collection of opinions on this in a radiology dedicated publication, which seems much more productive than engagement slop:\nhttps://radiologybusiness.com/topics/healthcare-management/h...","author":"porridgeraisin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626747"},{"id":"bd22d36b-be0a-40d8-a1ec-1e37fc4b782e","source":"hackernews","source_id":"48627576","content_type":"comment","title":null,"body_preview":"The fact this Midjourney delusional device is taken even slightly seriously is a major sign that we are in a bubble. A lot of people are pointing to Anthropic and OpenAI's investments into datacenters","author":"pu_pe","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.14028493409865622,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627576"},{"id":"022406ec-7176-4e52-9ec1-4a80e8fed14f","source":"hackernews","source_id":"48624637","content_type":"comment","title":null,"body_preview":"Midjourney seems useless these days, not even sure why would anyone use.","author":"democracy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","missing_platform_voice"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624637"},{"id":"7eb3f443-9371-473e-be19-849827fe6c71","source":"hackernews","source_id":"48624357","content_type":"comment","title":null,"body_preview":"I'm not a doctor but (Isn't there always a but after someone saying they aren't a doctor?) it seems to me we need three things to bring in a true revolution:\n- imaging that can get down to the cellula","author":"jmward01","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.14859407935643623,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624357"},{"id":"387af597-5ed8-40ef-a09c-10930ce5b80d","source":"hackernews","source_id":"48624300","content_type":"comment","title":null,"body_preview":"one thing it can be used for is ultra precise body fat estimation and localization. depending on your genetics you might be skinny fat but have alot of internal visceral fat that is very damaging to y","author":"jti107","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","synthetic_empathy"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624300"},{"id":"8e29dd54-8a61-474d-a41f-0866727917a7","source":"hackernews","source_id":"48624572","content_type":"comment","title":null,"body_preview":"> But the only way to find out was to have invasive, risky procedures to biopsy or remove what was found.\n> And overall, the side effects from all the risky, invasive procedures to track down the over","author":"the__alchemist","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.11396749069102782,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624572"},{"id":"f1d562de-abe3-4693-914b-b960ad6c0784","source":"hackernews","source_id":"48619696","content_type":"comment","title":null,"body_preview":"There’s one thing that I find interesting about this. I can’t judge whether this is a good product, whether it’ll work, and what it’ll add to the medical establishment, or whether more data is always ","author":"FinnLobsien","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","suspiciously_balanced","template_phrases","absence_of_personality"],"bot_score":0.10326280029085523,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619696"},{"id":"04c557c6-6286-4560-a02c-e77cd6041865","source":"hackernews","source_id":"48627673","content_type":"comment","title":null,"body_preview":"For those not following the debate of X, there have been a surge of doctors who are saying that full body scans are net negative.\nThe argument is that current full body scans often have false positive","author":"mchusma","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","synthetic_empathy","absence_of_personality"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627673"},{"id":"c25d0668-98f1-4600-827f-2e32f7d23c78","source":"hackernews","source_id":"48618878","content_type":"comment","title":null,"body_preview":"2 things:\n1. We should absolutely pursuing these kind of ideas but given then nature of technological progress and our history with “democratization” things are likely to get worse before we get bette","author":"techblueberry","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618878"},{"id":"438cf567-6bd4-4e09-991e-d0c36cfd605e","source":"hackernews","source_id":"48624609","content_type":"comment","title":null,"body_preview":"I wonder how much of the knee-jerk cynicism comes down to it being Midjourney doing this in a way where it feels like \"practicing medicine without a license.\"\nThe irony is I believe that if a medical ","author":"madrox","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.10810279699108506,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624609"},{"id":"e8bdbe19-a824-4156-b9b5-a8aab5fc6aca","source":"hackernews","source_id":"48625241","content_type":"comment","title":null,"body_preview":"Interesting that this Tweet is trending on HN, because it’s rather empty of actual details.\nThere have been a lot of more thoughtful analyses of the scanner circulating on Twitter that have actually h","author":"Aurornis","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","semantic_blandness","template_phrases"],"bot_score":0.13294314925171122,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625241"},{"id":"6156f3e9-9bfa-43e3-9356-b34ac5e16d21","source":"hackernews","source_id":"48618325","content_type":"comment","title":null,"body_preview":"It's a bit weird to see the BBC reporting on this happening in Finland, when plenty of 'Libraries of Things' exist in the UK! I think they tend to be run as community efforts rather than by public lib","author":"jvvw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618325"},{"id":"4bf6e242-d691-4400-860d-d851b7c2f2b4","source":"hackernews","source_id":"48614442","content_type":"comment","title":null,"body_preview":"I really wish my local libraries would offer things like this. I do own a sewing machine, and even if I didn't, I could probably call on a friend if I did need one, but there are several other categor","author":"Telaneo","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614442"},{"id":"d1af1370-6b05-4e4b-bdb4-82bbf018ca5e","source":"hackernews","source_id":"48629085","content_type":"comment","title":null,"body_preview":"Looking at that page, it cites the rating string \"RTA-5042-1996-1400-1577-RTA\" with no indication what those numbers mean or why the RTA is repeated. Googling that string, it just seems to be some ran","author":"ralferoo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.11029793510344767,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629085"},{"id":"6ce94189-a25a-46ef-82e9-6fe7a3e0f0cc","source":"hackernews","source_id":"48633746","content_type":"comment","title":null,"body_preview":"Holy crap.. this mentality still exists? Anywhere else?","author":"x______________","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633746"},{"id":"5725021c-4156-47e9-ba62-3c014262c145","source":"hackernews","source_id":"48628391","content_type":"comment","title":null,"body_preview":"I love the one politician that dares frame this as “helping bars” when the “SC Venue Crisis” rages on to this day. Thank God they did away with an archaic unenforced law, however. Go ahead and give yo","author":"antonymoose","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628391"},{"id":"200c151c-0a35-41e2-ba52-5c372bc68f14","source":"hackernews","source_id":"48631751","content_type":"comment","title":null,"body_preview":"I wasn't even aware some places had prohibited pinball until I saw \"Pinball: The Man Who Saved the Game\". Great movie.","author":"oinj","classification":"human_created","confidence":0.7,"indicators":["natural_digression","specific_reference","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631751"},{"id":"7a0442a9-79c3-4e8d-9fb5-45b7a1534df4","source":"hackernews","source_id":"48630973","content_type":"comment","title":null,"body_preview":"The idea is great. As a freelancer in the UX/UI field, I am really needed for that project, but the UX is awful. Text me at gopiton.com; I could give you some free advice","author":"gjtjtn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630973"},{"id":"9a6fb1ab-2d64-4bc3-a111-6aed02c1d886","source":"hackernews","source_id":"48624200","content_type":"comment","title":null,"body_preview":"The infra/agent architecture to run all this is becoming a bit much, if we want to have (some level of) assurable output, in any area of their application. Not only medicsl research needs citation-bac","author":"mhitza","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","human_indicators_absent"],"bot_score":0.11803285072513914,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624200"},{"id":"52e3e9eb-74e7-462a-a039-eb02bdedd72e","source":"hackernews","source_id":"48634218","content_type":"comment","title":null,"body_preview":"4 different databases when you could just postgres. Also seems that 'Think and Plan' and 'Reflect' phases are redundant, as stated: 'Think & Plan: Process Reflection'. Also more personal opinion is th","author":"Xx_crazy420_xX","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634218"},{"id":"e2fedf9e-a66a-4026-b39b-befdcd345426","source":"hackernews","source_id":"48632339","content_type":"comment","title":null,"body_preview":"This isn't the issue. Anthropic/the US already knows our identities, from say, the credit card we used to pay the sub with.\nThe issue is privacy concerns from the inevitable data leaks.\nI don't want a","author":"lysace","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632339"},{"id":"be80dc36-7541-4401-8569-416c61afd2ad","source":"hackernews","source_id":"48616351","content_type":"comment","title":null,"body_preview":"Built something like this for the v1.0 launch of RedwoodSDK in March; but it's a popularity graph (like the time scrubber on YouTube). I figured that it could be useful to myself, and others, to aggre","author":"pistoriusp","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616351"},{"id":"8fb2f01e-1815-4c63-b9bf-0f3c594523f7","source":"hackernews","source_id":"48629518","content_type":"comment","title":null,"body_preview":"A couple comments -\nInternal link to blog gives 403 https://townsquare.cauenapier.com/blog/\nTownsquare is probably not the best name - there are tons of things already with that name","author":"ghtbircshotbe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","specific_observation"],"bot_score":0.2254270001046476,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629518"},{"id":"55216ac8-4407-47e5-9456-75a985a157bb","source":"hackernews","source_id":"48628006","content_type":"comment","title":null,"body_preview":"love the concept and dont mind that ai wrote the code, but please consider rewriting the readme out of the AI style and cadence, it's a bit exhausting seeing ai writing everywhere.","author":"carb","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628006"},{"id":"d431e832-1f86-4d88-9899-c5825ef0a07d","source":"hackernews","source_id":"48633119","content_type":"comment","title":null,"body_preview":"Why is this even worth reporting on? There are thousands of similar events, why is this one special?\nDoes seem that actual journalists are already ridiculing this https://x.com/shashj/status/206786429","author":"joxdosba","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633119"},{"id":"a87516ed-e762-4043-8782-0eb93720d289","source":"hackernews","source_id":"48633720","content_type":"comment","title":null,"body_preview":"Very good idea. For every company that is valuable because of software + knowledge + service + loyal customers there are a dozen that only exist because of weak competition and inertia.\nEasy to imagin","author":"xnx","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","semantic_blandness","missing_platform_voice"],"bot_score":0.10744187312855835,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633720"},{"id":"b7482c82-439c-46ec-97b9-c2a01766627f","source":"hackernews","source_id":"48634338","content_type":"comment","title":null,"body_preview":"This seems incredibly logical if the application is claiming its IP has value without accounts/revenue that justify that value.","author":"etchalon","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","concise_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634338"},{"id":"a59d90b2-5b45-42b7-9bfb-3f0c3b45cc53","source":"hackernews","source_id":"48633538","content_type":"comment","title":null,"body_preview":"I mean, this is just basic smart investing today. Software is now very easily replicable, and you wouldn't want to invest in software that has absolutely no moat.\nAt a minimum, this gives Bain more le","author":"peder","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633538"},{"id":"48a5552b-1c75-4de1-a8ec-5d4fd563a792","source":"hackernews","source_id":"48633437","content_type":"comment","title":null,"body_preview":"the ease of making a prototype is not at all related to the ease of productising/releasing/bringing to market and that, in turn, is not at all related to the ease of maintenence/maturization/scaling.\n","author":"RugnirViking","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.18028402765758508,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633437"},{"id":"a28f80a2-0633-4a2c-a6ac-79598552595f","source":"hackernews","source_id":"48634328","content_type":"comment","title":null,"body_preview":"Somewhat fitting that we just got the Backrooms movie which is about making Uncanny Valley copies of locations (and people) and here we have Uncanny Valley copies of software...","author":"xg15","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression"],"bot_score":0.12553058890278804,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634328"},{"id":"c8145b7f-fc60-4775-9012-e5a926dc918d","source":"hackernews","source_id":"48633542","content_type":"comment","title":null,"body_preview":"If only Bain could use their AI skills to fix their website. It's a horrible and convoluted mess!","author":"su8898","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633542"},{"id":"aa1d42dc-9d7a-4c99-b9a0-506556f21f24","source":"hackernews","source_id":"48633324","content_type":"comment","title":null,"body_preview":"Is the future of software really vibe coded by management consultants..?","author":"rich_sasha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633324"},{"id":"ccf2a26f-4dfb-4849-b48f-c48dd921c5c2","source":"hackernews","source_id":"48632300","content_type":"comment","title":null,"body_preview":"Hard to see it'll help them much. There's so many other aspects to a successful software business vs just ease of build.","author":"mmarian","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.09393114901315695,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632300"},{"id":"2a2d24e8-1eb0-4347-b0f7-60819155b2f5","source":"hackernews","source_id":"48633753","content_type":"comment","title":null,"body_preview":"This is like saying Twitter isn't worth much because every web framework tutorial produces a \"Twitter clone.\"","author":"hackingonempty","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633753"},{"id":"cc018068-6284-4f07-a663-50f3be78dacc","source":"hackernews","source_id":"48633387","content_type":"comment","title":null,"body_preview":"> A new survey of 2,000 Gen Zers and millennials by the self-improvement app RiseGuide\n...so a sample of a subset of workers who are all looking for self-help? The survey might be self-selecting for p","author":"bigyabai","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10810279699108506,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633387"},{"id":"e4394860-7add-4f40-91c9-e090f108574f","source":"hackernews","source_id":"48635707","content_type":"comment","title":null,"body_preview":"\"and it might cost them\" lmao fuck right off Business Insider.","author":"nixosbestos","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635707"},{"id":"13590112-0584-4fc1-9cd7-cf2c0c4f472d","source":"hackernews","source_id":"48634239","content_type":"comment","title":null,"body_preview":"\"Robbers are mad that people started locking their doors\"\nthere's no way to tell if a phone call is a real opportunity at this point, and even when people can tell, the scam calls far exceed the genui","author":"cgstark","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634239"},{"id":"c03b3e53-6194-464e-96da-d52de3951450","source":"hackernews","source_id":"48633640","content_type":"comment","title":null,"body_preview":"article ignores the reality that the vast majority of calls anyone receives nowadays are scams of one form or another\nthey aren’t the simple telemarketer scams of yesterday; many are sophisticated att","author":"nacozarina","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633640"},{"id":"3adcffec-2645-4929-9779-a0d07d43204b","source":"hackernews","source_id":"48637481","content_type":"comment","title":null,"body_preview":"I've always wondered if part of the root issue is that Same-Origin Policy, and CORS by extension, were not very intuitively designed abstractions/APIs to begin with.","author":"dedoussis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637481"},{"id":"047a2cdf-5452-49f8-b6fb-6fec5066e2e9","source":"hackernews","source_id":"48624174","content_type":"comment","title":null,"body_preview":"It would help if you actually explained what the color means.\nWhat is yellow? What is green? What is blue? Are they relative to their CPU column? Relative to the pricing row? Absolute?","author":"yodon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624174"},{"id":"6546afa4-49a3-4aba-8cce-aadfcf46cfba","source":"hackernews","source_id":"48625081","content_type":"comment","title":null,"body_preview":"Nice work. Clustering around N95/N100/N150 visible.","author":"dthakur","classification":"human_created","confidence":0.7,"indicators":["terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625081"},{"id":"dd0820ef-bfcf-494e-ba4a-d9a8d13b33df","source":"hackernews","source_id":"48628762","content_type":"comment","title":null,"body_preview":"This is extremely useful and cool. I dream of having visualizations like this for anything I buy that has specifications.","author":"pockybum522","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","emotional_authenticity","terse_replies"],"bot_score":0.12263156237379769,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628762"},{"id":"65f6a922-f661-477e-94f3-d4a278aef78c","source":"hackernews","source_id":"48624144","content_type":"comment","title":null,"body_preview":"The same N150 CPU mini PC with 12GB RAM I bought on Amazon a year ago seems to have considerably increased in price, as a result of the RAM price surge... Even though what's soldered onto its motherbo","author":"walrus01","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624144"},{"id":"3db2186c-fea8-413b-9dc8-fa87bedbe2ae","source":"hackernews","source_id":"48635035","content_type":"comment","title":null,"body_preview":"lpf is GitOps for Linux networking: PF-style firewall, NAT, QoS, and routing\npolicy with live diff, guarded apply, and automatic rollback for remote changes.","author":"akrylov","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.3,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635035"},{"id":"c41249aa-ea62-4a0d-b961-9bb88cbb19ac","source":"hackernews","source_id":"48629507","content_type":"comment","title":null,"body_preview":"This is a very tiring article. I follow the author on LinkedIn. Their comments are always along the same lines, containing complex criticisms. I'd suggest they use artificial intelligence to summarize","author":"nih567","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","personal_anecdote","opinion_stance"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629507"},{"id":"4d6443de-5e52-48bd-b9d8-7615986a1a94","source":"hackernews","source_id":"48626573","content_type":"comment","title":null,"body_preview":"Yeah, cool. The only way to get past resume filters now is to have AI write your CV and cover letter. TAs in school will grade you higher on your papers if you use AI so your papers sound like the med","author":"0x20cowboy","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 Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626573"},{"id":"0dee4b84-3ba4-423b-bec3-42c494e226fa","source":"hackernews","source_id":"48624527","content_type":"comment","title":null,"body_preview":"These articles on using AI for writing are all very binary. You can use AI in a variety of ways when writing: improve grammar, correct typos, better organize ideas/concepts/sentence structure/sentence","author":"purplepatrick","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624527"},{"id":"3022e21f-66c7-42d7-801e-680de47041b6","source":"hackernews","source_id":"48623675","content_type":"comment","title":null,"body_preview":"Unpopular take: if it was never critical or mandatory to disclose who you have read before publishing your own writing then you dont need to disclose ai use.\nLet the reader decide the value of what th","author":"627467","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.2644738571779304,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623675"},{"id":"1a36fe50-fefa-42cd-aff3-27fa814a506d","source":"hackernews","source_id":"48624707","content_type":"comment","title":null,"body_preview":">In the middle 1970's, the IBM corporation did (and perhaps still does) most of their in-house programming in a computer language called FORTRAN.\nSorry, I doubt that.  In the middle 70s it was COBOL, ","author":"jmclnx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.13323798367855835,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624707"},{"id":"47f49d10-d069-458c-8c68-7f740f319625","source":"hackernews","source_id":"48626271","content_type":"comment","title":null,"body_preview":"> Computer programming is still a black art. It's less than fifty years old, and nobody is very good at it yet. We can make better tools than we know how to use.","author":"DANmode","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626271"},{"id":"2059e5ce-7614-4b9b-8c47-59ec27b9c62b","source":"hackernews","source_id":"48625368","content_type":"comment","title":null,"body_preview":"In the mid-1970s Alan k. Was working at Xerox Parc creating Smalltalk and the future.\nSadly, it didn't sell paper.","author":"readthenotes1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625368"},{"id":"4060d959-34d7-4fe0-a308-3590be33b6aa","source":"hackernews","source_id":"48623224","content_type":"comment","title":null,"body_preview":"Before the Dragon Book some commercial compilers used heroic techniques that got superior performance along various axes.","author":"PaulHoule","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.13683262306068728,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623224"},{"id":"796404c5-fc54-4967-8080-569797d0528c","source":"hackernews","source_id":"48630652","content_type":"comment","title":null,"body_preview":"I completely agree with this, but my banking apps, my broker, my health insurance, my simcard provider all already require my face for identification.","author":"giacomoforte","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.29225163495570816,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630652"},{"id":"71932f7f-9ad3-462c-9423-cb2eb954659f","source":"hackernews","source_id":"48632520","content_type":"comment","title":null,"body_preview":"Thank you, ChatGPT, very interesting.\nI agree with the article, but the LLM-isms cheapen it by two orders of magnitude.","author":"andai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10523668958093657,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632520"},{"id":"ede8964d-c997-4e93-86be-17318f9b7d62","source":"hackernews","source_id":"48632846","content_type":"comment","title":null,"body_preview":"I'm quitting Claude AI because of https://support.claude.com/en/articles/14328960-identity-ver... .","author":"electrotype","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632846"},{"id":"df77788c-0cd0-481c-b06e-dd2d5b35a478","source":"hackernews","source_id":"48631827","content_type":"comment","title":null,"body_preview":"Your face is already everwhere. Your supermarket records it as you check out. Every retailer records it as you enter the store. The state has it. The Federal government has it if you have a passport o","author":"SoftTalker","classification":"human_created","confidence":0.7,"indicators":["absence_of_personality","semantic_blandness","template_phrases","platform_fluency"],"bot_score":0.14070375992167442,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631827"},{"id":"4b9d0cc6-be69-4727-a9b3-0a5f658903e1","source":"hackernews","source_id":"48630710","content_type":"comment","title":null,"body_preview":"Here in the US, there’s a giant database of faces the government uses to ID people with an app. In the UK, they want this same level of invasive policing. Technology will always be used nefariously by","author":"reactordev","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11271373622722747,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630710"},{"id":"1dcd59ee-aae6-44ac-bcce-5b3c6291cb69","source":"hackernews","source_id":"48631115","content_type":"comment","title":null,"body_preview":"The phrase \"people will not just [...]\" comes to mind here.\nThe amount of people that let the TSA take a scan of their face when going through airport security - even when the signage clearly says you","author":"vlucas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631115"},{"id":"d7ecd995-d3d4-4250-9aa5-6216af302074","source":"hackernews","source_id":"48631398","content_type":"comment","title":null,"body_preview":"This and every post like it hurts the cause. Don't argue \"Resist!\" like a child, argue with an alternative.\nYou're not bringing anything to the table other than teenage angst, ensuring nobody takes th","author":"ghusto","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631398"},{"id":"bee615bc-bedf-42a8-aab5-72716c25c9e4","source":"hackernews","source_id":"48630839","content_type":"comment","title":null,"body_preview":"Who runs this site? There doesn't appear to be any information on this. A whois search returns nothing illuminating.\nSo... is it part of the parable they're trying to tell that they're seeing who will","author":"Duanemclemore","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","quoting_external_source"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630839"},{"id":"8bb7217c-d64e-4908-a7ae-beaabf76ea43","source":"hackernews","source_id":"48632939","content_type":"comment","title":null,"body_preview":"> Name the places now demanding \"age verification,\" and see how many will accept a plain government document that says only that you are over eighteen — and nothing else. Almost none will. Because age","author":"hennell","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632939"},{"id":"18500bdf-4ecd-4ac5-8d6c-50e04d141361","source":"hackernews","source_id":"48630680","content_type":"comment","title":null,"body_preview":"I just have obs with a video of mkbhd downloaded playing in a loop, whenever I am asked for age verification I just start the virtual camera, select it at the age verification website and it immediate","author":"himata4113","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0.13863419166843244,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630680"},{"id":"d2fde227-03b8-488e-b75d-e517f5f1ad71","source":"hackernews","source_id":"48630424","content_type":"comment","title":null,"body_preview":"Age assurance is the law in California and age verification is illegal in California. We should push more jurisdictions to adopt this model. While many age verification laws are malicious mass surveil","author":"inigyou","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","over_qualification"],"bot_score":0.1313382419082221,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630424"},{"id":"7a532c0a-821b-4be5-a5ab-357f5412cee5","source":"hackernews","source_id":"48631447","content_type":"comment","title":null,"body_preview":"> We run background checks on people who want to buy a gun, but we do not background check everyone at all times just in case.\nAnd the other thing is, you can use a gun to murder people. If you try to","author":"kyledrake","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631447"},{"id":"36182557-af56-4fff-91f5-a261913ac13a","source":"hackernews","source_id":"48630529","content_type":"comment","title":null,"body_preview":"I agree 100% with the message and think we should strive to reject this kind of gathering wherever possible, but it feels like the horse is already out of the barn insofar as each and every one of our","author":"RankingMember","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1594187349709245,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630529"},{"id":"b67747e9-614e-4644-a4ba-dac00d48fcf2","source":"hackernews","source_id":"48631415","content_type":"comment","title":null,"body_preview":"I have yet to receive my federal tax refund because I submitted my taxes through a preparation service and, thinking that physical checks were still an option (the tax software didn't tell me otherwis","author":"AdmiralAsshat","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinion","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631415"},{"id":"b023be66-cdb9-4eaa-9900-e80d19d87363","source":"hackernews","source_id":"48631164","content_type":"comment","title":null,"body_preview":"There is actually a way to prove the age anonymously. Yubikey-like devices support attestation - they can have a private key proving authenticity of a device.\nSo some organization could release Yubike","author":"codedokode","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","list_heavy_advice","missing_platform_voice","synthetic_empathy"],"bot_score":0.14424003046809467,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631164"},{"id":"578ecce6-01e0-4046-9dac-9057b9860983","source":"hackernews","source_id":"48630712","content_type":"comment","title":null,"body_preview":"Im sure a lot of people know about tor on this site...but let me remind everyone.\nTor is not for criminals. It's for you and me. And happens to be good enough that criminals use it too. This is the tw","author":"jupr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference","absence_of_ai_signals"],"bot_score":0.24198814819990885,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630712"},{"id":"f398fdb7-d219-48b1-b8b8-6017119f3710","source":"hackernews","source_id":"48630776","content_type":"comment","title":null,"body_preview":"This is a little bit of a tangent compared to the post, but can someone explain to me why it's NOW that we have multiple countries (USA, Canada, UK, Australia, and probably others that I am not aware ","author":"fl4regun","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630776"},{"id":"709cacd5-b89f-4e53-8733-a146759505a8","source":"hackernews","source_id":"48630825","content_type":"comment","title":null,"body_preview":"It ends with \"The platforms need you far more than you need them\". \nAnd I think this is the misconception. No, they don't. The amount of people who will sign this, is a fraction of a fraction of a \"pl","author":"harel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630825"},{"id":"1121f75e-a171-41e1-bfc6-78e534e0a0e8","source":"hackernews","source_id":"48631901","content_type":"comment","title":null,"body_preview":"I quit facebook over a decade ago.  Then, a few months back, I was under some pressure to sell something, and the facebook marketplace appears to be the way to go locally.  So I tried to create a face","author":"__MatrixMan__","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631901"},{"id":"445856ff-0db9-464c-9755-754a60209b83","source":"hackernews","source_id":"48630746","content_type":"comment","title":null,"body_preview":"Can't we even write a short text like this without LLMs anymore, not even when it's really important, when it's about humans against the inhumane?","author":"9dev","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630746"},{"id":"e42d8e63-ea10-4e4e-9035-9d7945e41fa9","source":"hackernews","source_id":"48615650","content_type":"comment","title":null,"body_preview":"Yea, it's infuriating that most of the HN crowd thinks the apps are better then web. Apps can spy on you way more than web. It's the reason every website says \"please download the app\". If it was bett","author":"socalgal2","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.10893351337649947,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615650"},{"id":"8bf60b04-a05f-4975-8ef6-ba508666efec","source":"hackernews","source_id":"48623562","content_type":"comment","title":null,"body_preview":"Start thinking about α-gal syndrome, even if you're in The North. I just pulled an adult Lone Star tick off my back last night. I had no idea that they had made it to Northern Illinois. Now I get to s","author":"miiiiiike","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623562"},{"id":"f13212e8-3a55-4b42-bda2-57ee656bffdf","source":"hackernews","source_id":"48630900","content_type":"comment","title":null,"body_preview":"For me, vigorous exercise, riding my bike, running, jumping rope, has always made me feel better mentally and physically whether it was a pathogen funk or just life and feeling down or symptomatic as ","author":"eggy","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12031743032718943,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630900"},{"id":"266f69c0-64e0-4e1a-b1c1-9d339d03e704","source":"hackernews","source_id":"48635440","content_type":"comment","title":null,"body_preview":"While this at-home test kit is neat, there already are solutions to this problem which are likely more beneficial to the overall awareness of tick-borne illness. In the US, one can send a tick (alive,","author":"dilfred","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635440"},{"id":"79749600-2367-419c-8fcc-5cd6b2054335","source":"hackernews","source_id":"48621736","content_type":"comment","title":null,"body_preview":"> \"You don’t need a Google account to operate the device.\"\nNow that's progress.","author":"Animats","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.14295303337672582,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621736"},{"id":"98f7fbc0-a848-4e55-89c4-d62ccc95a47b","source":"hackernews","source_id":"48626850","content_type":"comment","title":null,"body_preview":"I was just reminiscing on the Camino/Chimera browser earlier today and this looks fantastic.\nI kinda wish there was a build for modern macOS on Apple Silicon to see how light and fast this little brow","author":"SG-","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.5384615384615384,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626850"},{"id":"6c0b64ee-8258-47a1-8b9c-904c21c6517c","source":"hackernews","source_id":"48624473","content_type":"comment","title":null,"body_preview":"So grateful for all of the dedicated coders and hackers in this space to keep our old Macs relevant and useable.\nPowerFox has tweaks especially for Leopard and Snow Leopard and Mac-quality of life fea","author":"system7rocks","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624473"},{"id":"31a5e1ec-0c26-4f15-b6cc-fc832721852c","source":"hackernews","source_id":"48628017","content_type":"comment","title":null,"body_preview":"No mention of Firefox on the page? Is it not based on Firefox? Why the name then?","author":"zelphirkalt","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628017"},{"id":"9cd74468-140c-4247-afa7-6758da720b96","source":"hackernews","source_id":"48624573","content_type":"comment","title":null,"body_preview":"I absolutely love that folks keep these old systems going with stuff like this.\nBut, I do wonder what the browsing experience is like. It was rough using Firefox back on Mac's in the mid 2000's and th","author":"HerbManic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.09985766676003026,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624573"},{"id":"d8a7aa05-d8f0-4f12-80cb-ef0e253aea66","source":"hackernews","source_id":"48623974","content_type":"comment","title":null,"body_preview":"Wonderful timing. I just set up an old Mac Pro with Snow Leopard and Vista [1] for retro software compatibility testing.\nI might download and give this a shot\n[1] https://www.youtube.com/watch?v=RiZR3","author":"CursedSilicon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623974"},{"id":"348343ea-e493-40ef-a6bf-a9824b881393","source":"hackernews","source_id":"48628184","content_type":"comment","title":null,"body_preview":"How do I know it's secure against recent security breaches? Apparently the code base has diverged a lot from current Firefox and Gecko, so they can't just apply patches from there. Do they fuzz it, do","author":"gpvos","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628184"},{"id":"c84a4961-1eb8-4c21-9438-216ed4443c70","source":"hackernews","source_id":"48624786","content_type":"comment","title":null,"body_preview":"Bashed of comments here I checked https://www.basilisk-browser.org/ which is this bashed on looks great when you want lightweight browser to run on old laptops or whatever. Look like still some work b","author":"born-jre","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_experience","natural_digressions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624786"},{"id":"7ed0709f-06cd-4efa-a8ce-e5f0794dd109","source":"hackernews","source_id":"48623917","content_type":"comment","title":null,"body_preview":"Seeing that aqua scrollbar fills me with such joy. This is when tech was joyful and fun. I think what happened to the scrollbar is such a reflection of our industry as a whole. A microcosm.","author":"ishanr","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623917"},{"id":"a4ba9d42-55df-42d3-b96e-fed565e4ef43","source":"hackernews","source_id":"48626607","content_type":"comment","title":null,"body_preview":"Sorry, this kind of LLMglish is illegible.\n  That rounding has teeth.\n\n  Here is the answer, and it’s the most useful idea in this whole post.\n\n  That last clause is the whole game.\n\nThe constantly re","author":"kennethallen","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626607"},{"id":"a9016bbb-d54f-4341-b979-82dd48aa3a3a","source":"hackernews","source_id":"48625106","content_type":"comment","title":null,"body_preview":"New Dad to 1 month boy child, happy now  but in a dilemma how am I gonna teach all the good things","author":"sibinrsl97","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625106"},{"id":"17304448-1dd3-425e-b729-2c5bc1037e1c","source":"hackernews","source_id":"48624032","content_type":"comment","title":null,"body_preview":"Thank you! Happy father's day to everyone out there.\nIf you're not a father and are thinking about it, just jump into it, it's the most phenomenal and rewarding experience!","author":"moralestapia","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.07215096984736234,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624032"},{"id":"370d9fd3-5a65-48c2-97d3-b74c3749e083","source":"hackernews","source_id":"48628939","content_type":"comment","title":null,"body_preview":"Congratulations to everyone who celebrates Father's Day.\nAnd for those who had a particularly difficult childhood, for those who may still struggle with the trauma of abuse and neglect, here are some ","author":"david-gpu","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628939"},{"id":"be162c14-1362-44ca-8a62-528694ae8e9d","source":"hackernews","source_id":"48625201","content_type":"comment","title":null,"body_preview":"- was angry at him 2 yrs back on this day and did not wish him\n- lost him 2 months later\n- FML","author":"vivzkestrel","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","genuine_specificity"],"bot_score":0.09820147564141955,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625201"},{"id":"cd9060b4-8abb-48e8-a4d2-38d6d9a231e2","source":"hackernews","source_id":"48624379","content_type":"comment","title":null,"body_preview":"This is my 20th Father's Day. I feel truly blessed to have 3 wonderful kids.\nWe sometimes flirt with the idea of having more, but we are sadly done. The years fly by. It is truly a wonderful experienc","author":"nickstinemates","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624379"},{"id":"d7fb4669-926c-4e77-8b59-4b6bfd277267","source":"hackernews","source_id":"48625031","content_type":"comment","title":null,"body_preview":"New dad to an 8.5 month old. It's changed my life in ways I couldn't imagine. It's been hard but so rewarding. Today was my first father's day and it couldn't have been better.\nHappy Fathers Day to al","author":"replwoacause","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.07040414066556502,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625031"},{"id":"0f2e2bd4-344e-413c-88a2-70be76bdb496","source":"hackernews","source_id":"48623943","content_type":"comment","title":null,"body_preview":"This is my first father's day as a father.\nIt isn't easy, I have been struggling immensely (plug: I wrote about it at https://asukawang.com/blog/leap-of-faith ), but now she's seven months old and it ","author":"asukachikaru","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_anecdote","platform_fluency","imperfect_expression"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623943"},{"id":"7372f8e7-6c3c-417a-986a-549af69a5d1e","source":"hackernews","source_id":"48623630","content_type":"comment","title":null,"body_preview":"When I was growing up, I watched my dad fix many things around the house. He took it on as a challenge, but you could tell he was genuinely curious about how things worked.\nTaking something apart and ","author":"lyime","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.3235294117647059,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623630"},{"id":"b7d6960b-6bd2-4613-b528-8631c82c3f11","source":"hackernews","source_id":"48626737","content_type":"comment","title":null,"body_preview":"This is basically llvm but for documents. Makes a lot of sense","author":"edlea","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626737"},{"id":"465f795a-1077-4a37-932e-1a585daf46ea","source":"hackernews","source_id":"48625134","content_type":"comment","title":null,"body_preview":"Interesting. The drag and drop part especially ... Kind of sounds like this ought to be an OS feature. Why can't you drag anything into anything else?","author":"andai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.10523668958093657,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625134"},{"id":"a7668201-fd95-4f09-ac0e-91643eccb2f2","source":"hackernews","source_id":"48628906","content_type":"comment","title":null,"body_preview":"Not to take anything away from the work which is indeed useful but I found the article bizarre because of what references were used and what were omitted.\nThe author talks about Intermediate Represent","author":"whinvik","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.1063020230027719,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628906"},{"id":"4b48a3ff-4c76-45b9-bfb3-ce54c5e48ae8","source":"hackernews","source_id":"48634463","content_type":"comment","title":null,"body_preview":"At Microsoft when people say something it somehow gets altered by an unknown entity. And all we see is this end result.","author":"lofaszvanitt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0.11680043264479147,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634463"},{"id":"3ce5be23-3d7d-44b1-b5bf-6119b1cbc30e","source":"hackernews","source_id":"48631516","content_type":"comment","title":null,"body_preview":"Isn’t Microsoft one of the AI giants trying to eat the economy?","author":"tim-tday","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0.12232439598507847,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631516"},{"id":"42ef0a23-c2eb-46a6-9f81-4a71cb283cba","source":"hackernews","source_id":"48632606","content_type":"comment","title":null,"body_preview":"CEO of a company that failed to become an AI giant says we can't let the companies that succeeded take their slice of the pie.","author":"rootlocus","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632606"},{"id":"b576f422-9abc-4f05-b220-ee9a7ba0aa0d","source":"hackernews","source_id":"48625291","content_type":"comment","title":null,"body_preview":"AI is loved by mediocre talentless people who don't value expertise, don't value skills, lazy as fuck people who wants creativity without the effort.\nIf this is the \"creativity\" that they are producin","author":"fvckaigotohell","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 Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625291"},{"id":"dff76e21-7e47-4533-aa35-83cf53318166","source":"hackernews","source_id":"48625900","content_type":"comment","title":null,"body_preview":"So you could basically harm the US financially by using copilot, claude, ChatGPT to do the same thing as they’d have to ‘ban’ it. Hmmm xaomi, you’re up!!!","author":"maxrev17","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625900"},{"id":"8e32ec1e-6cf7-46fb-909e-49e91640962b","source":"hackernews","source_id":"48627272","content_type":"comment","title":null,"body_preview":"This soundbite is pure narrative. Most of the security of hi-side systems was simply being air-gapped. It is otherwise full of COTS software, much of it quite dated. You don’t need a fancy widget to b","author":"nacozarina","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627272"},{"id":"2ed6fceb-5ce0-49c5-866e-a82a526cd779","source":"hackernews","source_id":"48630211","content_type":"comment","title":null,"body_preview":"Through VPNs and their private hardware? This speaks poorly of their systems.","author":"throw1234567891","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630211"},{"id":"f0790282-ff43-4800-abd0-46fe4fe1f561","source":"hackernews","source_id":"48627033","content_type":"comment","title":null,"body_preview":"I also question do they even need AI? If \"almost all\" refers to many systems in general. How many of those are human exploitable? Or known vulnerable... Depending on number and importance even say 10%","author":"Ekaros","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.21666666666666667,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627033"},{"id":"c99fe0d0-1e78-4040-9fdc-afe12d96b725","source":"hackernews","source_id":"48628146","content_type":"comment","title":null,"body_preview":"IMHO it tells more about the \"classified systems\" than about Mythos.","author":"harrouet","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1644611457792466,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628146"},{"id":"71c2c6d5-e853-4f76-9805-e8f19381dec5","source":"hackernews","source_id":"48626675","content_type":"comment","title":null,"body_preview":"Is this a fabrication to justify the blocking after the fact?","author":"michelb","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.1915037499278844,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626675"},{"id":"22066398-ce1a-493c-8f98-12e20c9f648d","source":"hackernews","source_id":"48624262","content_type":"comment","title":null,"body_preview":"lol so how long have the Chinese had access for? this doesn't make Mythos look good, it makes the NSA look bad","author":"georgehotz","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624262"},{"id":"59231e66-57e9-4fa8-8c60-03f583b588d3","source":"hackernews","source_id":"48624828","content_type":"comment","title":null,"body_preview":"It's important to point out that it's not necessarily the underlying model, but also the harness, which is the real wagon in this race","author":"infinite_spin","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624828"},{"id":"5baafb8a-2a2a-4280-8f11-ee77617c44d9","source":"hackernews","source_id":"48624959","content_type":"comment","title":null,"body_preview":"How much of it is just exposing poor engineering practices people got away with because it was not economically viable earlier to spend human hours to exploit a system?\nNot taking a dig at people, it ","author":"chaitanyya","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.18359858511000945,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624959"},{"id":"56ef6c00-4ea5-41f0-a302-10a3592cba22","source":"hackernews","source_id":"48623949","content_type":"comment","title":null,"body_preview":"Not a surprise. I got in a LOT of trouble for identifying and outlining a trivial privilege escalation attack that worked on both NIPR and SIPR.\nIn the end I got to help write up the issue but to my k","author":"CobaltFire","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.1936625833947116,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623949"},{"id":"554c21d5-8aea-4594-adeb-3e40f1853327","source":"hackernews","source_id":"48624148","content_type":"comment","title":null,"body_preview":">On June 11th Mark Warner, the vice-chair of the Senate Intelligence Committee, said that General Joshua Rudd, who leads the National Security Agency and the Pentagon’s Cyber Command, had told him tha","author":"protocolture","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.12411620137912853,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624148"},{"id":"32d65d16-cddc-4148-8419-738f50680488","source":"hackernews","source_id":"48624019","content_type":"comment","title":null,"body_preview":"Not surprised, our security systems are 95% security through obscurity these days. Mythos didn't find new ways to break security, it just went down the list of common security exploits and exposed the","author":"AngryData","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624019"},{"id":"37a743d6-023b-45a2-8bd2-7b228c4c3ed6","source":"hackernews","source_id":"48624773","content_type":"comment","title":null,"body_preview":"It's sad that they did the research[1] and solved computer security about 40 years ago[2], and then proceeded to lose that hard won knowledge over time.\n[1] https://csrc.nist.rip/publications/history/","author":"mikewarot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.0761121189887314,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624773"},{"id":"52d0c326-0f26-4b4c-9e57-95051220fe34","source":"hackernews","source_id":"48628825","content_type":"comment","title":null,"body_preview":"Luis Alvarez is really a fascinating character. The whole pyramid thing is not mentioned in the article, but it is also fantastic thing to read about if you are curious about Alvarez.","author":"bjoli","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628825"},{"id":"d807bfe7-0b61-49fa-b563-31fadaa5a8f9","source":"hackernews","source_id":"48628723","content_type":"comment","title":null,"body_preview":"And as we say, _c'est bien de la merde_.\nWatch movies and listen to people if you want grammar to stick. Languages are living things. Not something you practice in a bubble with Anki and Duolingo.","author":"well_ackshually","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion","natural_digressions"],"bot_score":0.25,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628723"},{"id":"1694dbe7-3a85-48fb-a4ec-eae8eeb5830c","source":"hackernews","source_id":"48630790","content_type":"comment","title":null,"body_preview":"I'm surprised by the pushback by some people here; I wonder if they're actually learning French (or another language) themselves or just reacting generally against use of LLMs vs. humans here (a commo","author":"herdcall","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","genuine_specificity","opinion_stance"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630790"},{"id":"f984acc6-a2af-4533-b584-68b1555b9a24","source":"hackernews","source_id":"48630208","content_type":"comment","title":null,"body_preview":"\"I, a person who does not speak French or understand its grammar, am convinced that AI has made me better at speaking French and understanding its grammar than a tutor would.\"\nThis just isn't a reliab","author":"Planktonne","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630208"},{"id":"508f40ce-7bcc-480b-b106-37b3b00589d5","source":"hackernews","source_id":"48627380","content_type":"comment","title":null,"body_preview":"This was so obviously LLM-authored that I stopped reading after just a couple of sentences. The author here has done themselves a disservice - mastering complex written grammar is meaningless if you c","author":"ohhai","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627380"},{"id":"e0e3d08c-f742-400e-8f17-03413ca46d6c","source":"hackernews","source_id":"48632219","content_type":"comment","title":null,"body_preview":"This seems an odd choice if your ultimate goal is speaking French to people who know French","author":"glaslong","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632219"},{"id":"a4777f45-6177-4be4-8b6c-7a1a7439af28","source":"hackernews","source_id":"48630998","content_type":"comment","title":null,"body_preview":"Wow That Is Fantastic And I Am So Glad To Hear It, You Have Really Put In A Lot Of Effort!","author":"bigbluedots","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","absence_of_personality"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630998"},{"id":"2d8d8d2d-6a8e-4ea9-a26a-28c335d0d06e","source":"hackernews","source_id":"48626798","content_type":"comment","title":null,"body_preview":"We've all seen how LLMs write, imagine someone who talks like that.","author":"stuaxo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13418682747611008,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626798"},{"id":"17eb2c00-b2e4-400d-adf0-8e16f5376ae4","source":"hackernews","source_id":"48625459","content_type":"comment","title":null,"body_preview":"I am doing something similar but mix more simpler and didn’t even get to the stage of building an llm tool. I am just using ChatGPT to distill common learning books and set aside 1 hr thrice a week. I","author":"rootsudo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","personal_experience","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625459"},{"id":"71c89e21-70ad-4535-8b5a-a2fd5b941f60","source":"hackernews","source_id":"48629180","content_type":"comment","title":null,"body_preview":"I think the author would have had a better reception without the triumphant “canceled French tutor” framing. The juxtaposition of “learning a language” with “cutting out the human element” is very off","author":"olivierestsage","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629180"},{"id":"6208db7f-6927-47da-9621-b764b3d8a2d4","source":"hackernews","source_id":"48626761","content_type":"comment","title":null,"body_preview":"LLMs surely can help with language learning, but when they write posts like this, the zombie/body snatchers/borg effect is so strong as to be unreadable. Just write it yourself! You can do it! It will","author":"bshepard","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.39999999999999997,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626761"},{"id":"4f778c56-7e3a-491a-b186-2b0ea6d7d4a9","source":"hackernews","source_id":"48628037","content_type":"comment","title":null,"body_preview":"There’s an interesting disconnect here, where the author of this piece apparently wants to learn French, and knows English, and they want to share how they went about learning French with an English a","author":"solid_fuel","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628037"},{"id":"c3b4f16f-7990-4121-b79a-56cf50b6c380","source":"hackernews","source_id":"48628828","content_type":"comment","title":null,"body_preview":"One of my pet peeves is people using the letter \"u\" to mean micro. Its a greek letter mu, \"μ\", and seeing as the entire thing is capitalised here, it could also be \"Μ\" (uppercase greek mu, not upperca","author":"voidUpdate","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","niche_expertise"],"bot_score":0.14199059757181187,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628828"},{"id":"409a9918-ab7d-4b74-a8bb-16ee00f16626","source":"hackernews","source_id":"48629056","content_type":"comment","title":null,"body_preview":"I don't think there's anything novel here?\nIt's one of those things that every embedded dev kind of cobbles together on their own as they discover the limit of struct arrays stored in EEPROM.\nExcept t","author":"q3k","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629056"},{"id":"41646bc8-687d-42a4-996a-e6ad2470d549","source":"hackernews","source_id":"48628844","content_type":"comment","title":null,"body_preview":"Interesting. The header size seems big for low-resources embedded systems (e.g. with only 256 bytes of EEPROM). I'd rather use a file identifier (e.g. a 8-bit number) to identify what a file is doing ","author":"ale42","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.09778408049061406,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628844"},{"id":"51f0265f-b2c1-4e0d-82a2-0f5c70b89454","source":"hackernews","source_id":"48629771","content_type":"comment","title":null,"body_preview":"Seems simple and useful for light use cases\nWhat we're running into at my work:\nlarge external flash partitioned with \"best guess\" which turned out to be way wrong 6 years later. migrating partitions ","author":"fusslo","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629771"},{"id":"26ac7ca1-fbd6-4d4e-8b07-ac39aa6e0761","source":"hackernews","source_id":"48623620","content_type":"comment","title":null,"body_preview":"Covered in Chris Voss book Never Split the Difference. Works well in practice based on my own personal experiences.","author":"unstatusthequo","classification":"human_created","confidence":0.7,"indicators":["personal_experience","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623620"},{"id":"d0801799-f1a6-45b2-bd45-38866f1cbbca","source":"hackernews","source_id":"48624633","content_type":"comment","title":null,"body_preview":"> \"hey, boss, can we install action X?\"\n    > \"Hey, boss, I am going to install action X.\"\n\nThey are literally the same thing to me.\nThe tone change don't really effect my decision path, both triggers","author":"nirui","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624633"},{"id":"e1e9cfd6-137d-4a7b-8591-ce49c2455c6a","source":"hackernews","source_id":"48624203","content_type":"comment","title":null,"body_preview":"This is an AWS (and other FAANG) tenet.\nIt has to come with appropriate information, not just a date.\nI usually ask for a twisted \"STAR\" if this is presented to me.\nGive me context (who, what, where, ","author":"WaitWaitWha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624203"},{"id":"e06a8b28-6855-4943-9a02-123597d68d18","source":"hackernews","source_id":"48633639","content_type":"comment","title":null,"body_preview":"I think articles like this are roundabout arguing something different from their text.\nIt’s not about how much to half ass our hobby projects that were often halfassed without AI.\nOver years professio","author":"finnthehuman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633639"},{"id":"91f6f62e-851a-4fc5-aca8-6583a8bf1c4b","source":"hackernews","source_id":"48611816","content_type":"comment","title":null,"body_preview":"Synthesizing a bunch of stuff I've read here lately, it seems like if OpenAI and Claude have actually found product market fit (generating code) then the question of hallucination is going to get less","author":"nathan_compton","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","platform_fluency"],"bot_score":0.1936625833947116,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611816"},{"id":"6c37fb39-eeaa-442b-b78b-d63a75dd0cd3","source":"hackernews","source_id":"48624798","content_type":"comment","title":null,"body_preview":"TL;DR don't have your agent write skills using only its latent knowledge, otherwise you may as well not use a skill in the first place and let it summon that latent knowledge on the fly.\nNot sure if t","author":"theowaway213456","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","niche_expertise"],"bot_score":0.12608540163759113,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624798"},{"id":"0bd796b7-acfd-4f10-9dfa-e91b85df5c1f","source":"hackernews","source_id":"48625879","content_type":"comment","title":null,"body_preview":"What if I want a way to open up a latent space prompt without having to type it all out everytime?","author":"whattheheckheck","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.10582080733223169,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625879"},{"id":"08d5b031-b8df-4f7b-b31b-5481908579b9","source":"hackernews","source_id":"48634084","content_type":"comment","title":null,"body_preview":"The solution: you have to beat the AI agents like you did the cow avatar in Black and White because it watered the fields while the temple was on fire :DDD.","author":"lofaszvanitt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.11680043264479147,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634084"},{"id":"5fe57d8c-3634-4d8c-bb5c-6eac50a6ae6b","source":"hackernews","source_id":"48629073","content_type":"comment","title":null,"body_preview":"Could you publish your gitlab skill to give an example?","author":"basedrum","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629073"},{"id":"2330484a-16d3-4fc4-ac1d-7eb9b77154ac","source":"hackernews","source_id":"48627996","content_type":"comment","title":null,"body_preview":"I read this post thinking \"Finally! Finally someone will explain to me what I've been missing because 'skills' just seem to be re-usable text that help make prompting faster.\"\nNope. Still the same.","author":"nilirl","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08622555716212994,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627996"},{"id":"c47ce281-49ea-40d7-a3b0-ffd7ab724c99","source":"hackernews","source_id":"48632683","content_type":"comment","title":null,"body_preview":"It always feels a bit vexing when people complain about skills: Personally, we treat them as if manuals where the goal is to patch knowledge, not (typically) be a from-scratch primer.\nLetting an instr","author":"TheGoddessInari","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","semantic_blandness","missing_platform_voice","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632683"},{"id":"b1e7b194-55aa-41f3-a072-1ea968dded04","source":"hackernews","source_id":"48626088","content_type":"comment","title":null,"body_preview":"Having agents create their own skills works well if you also give it a layer of verifiability.\nEg. Ask the agent to write a skill then get it to prompt a subagent to use the skill, then iterate until ","author":"cush","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626088"},{"id":"08216f47-9dcc-40f2-a5ee-4d2a1c873179","source":"hackernews","source_id":"48626659","content_type":"comment","title":null,"body_preview":"I've been able to avoid this kind of markdown library architecture with very chatty tool feedback. Interaction with a responsive environment is much better than static chunks of \"skill\" text. For exam","author":"bob1029","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626659"},{"id":"5724939d-454e-4663-b469-fe5a344b44a9","source":"hackernews","source_id":"48629488","content_type":"comment","title":null,"body_preview":"Perfect pitch is a party trick with extremely limited utility. Actual musicians use relative pitch.","author":"Jtarii","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.125,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629488"},{"id":"a1738d35-b815-4246-8a99-8d9b60a3bae1","source":"hackernews","source_id":"48627265","content_type":"comment","title":null,"body_preview":"I’m just being jealous, but isn’t absolute pitch relative to the current tuning standard? What happens with orchestras tuned at 442 Hz? Reading comments from people with absolute pitch, it can be more","author":"pb060","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627265"},{"id":"dbac97d7-d2c4-4e59-8afe-bd60c8118b4c","source":"hackernews","source_id":"48628553","content_type":"comment","title":null,"body_preview":"Reading the CLAUDE.md, it looks like this is a rewrite from\nhttps://github.com/pganssle/cim","author":"a1o","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12659003636315683,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628553"},{"id":"5eb00c04-6b7d-4518-9960-0eed94b55b43","source":"hackernews","source_id":"48625591","content_type":"comment","title":null,"body_preview":"A440 is higher than earlier tunings. Baroque is often A415 and A392 can be used for French harpsichord music.\nEqual temper results in each key being so many semitones above or below C Major.\nOther tem","author":"BXLE_1-1-BitIs1","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.17138744228861455,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625591"},{"id":"ff73e362-54ef-4a99-afaa-bc5f25161402","source":"hackernews","source_id":"48624846","content_type":"comment","title":null,"body_preview":"I have perfect pitch (or as it is more properly called, absolute pitch).  To be honest, I am doubtful that these teach-your-kids-perfect-pitch techniques are effective: I don't think there's much evid","author":"SeanLuke","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.23359858511000944,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624846"},{"id":"fb5afd4a-83f8-4280-b443-764ced1a830a","source":"hackernews","source_id":"48629917","content_type":"comment","title":null,"body_preview":"An interesting anecdote: I was a big trumpet player in high school, and developed perfect pitch but mainly only for trumpet sounds.","author":"scottmsul","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629917"},{"id":"c9ad2381-8e80-40db-8b17-a1f9c1250784","source":"hackernews","source_id":"48623857","content_type":"comment","title":null,"body_preview":"What I dislike about this method is that it seems to be focussed on A=440 Hz, which is arbitrary. I assume that if the learner drifts later in life by under a semitone, then things will seem like they","author":"throwawayk7h","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.14774047411581762,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623857"},{"id":"56ee0ae7-72a4-41cd-b057-4d7b3a5a4083","source":"hackernews","source_id":"48630478","content_type":"comment","title":null,"body_preview":"Phew .... I saw the title and thought this was some horrid LinkedIn post from a \"Founder\" dad about teaching his kids how to pitch their startup to investors ...\nLuckily it's not about that!","author":"illuminator83","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630478"},{"id":"3ac9404d-67d3-4acf-a7ab-bc0a1e72b748","source":"hackernews","source_id":"48626599","content_type":"comment","title":null,"body_preview":"Thanks OP, I was going to annoy you with a bunch of request, e.g. \"Can I please just get the .apk because I use GrapheneOS without the PlayStore?\" then I thought \"looks simple enough, maybe I a Web pa","author":"utopiah","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","specific_question_to_op"],"bot_score":0.11535887214672222,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626599"},{"id":"14e6835e-ed84-4ec8-9f69-45a545e8a44f","source":"hackernews","source_id":"48631100","content_type":"comment","title":null,"body_preview":"Tangential to perfect pitch training I saw the movie The Tuner last weekend and it was amazing. Highly recommend to all out there. Believe it came out in 2025 but a local cinema was showing it on the ","author":"dieselgate","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","false_specificity","human_indicator_present"],"bot_score":0.05708240575480271,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631100"},{"id":"28b2f7e9-10c7-41af-bdef-c2723b2f2f9e","source":"hackernews","source_id":"48632778","content_type":"comment","title":null,"body_preview":"For me its always difficult to judge if one should train such things with their children. Same goes with instruments. You need to train every other day and keep it up for a long time, which I never li","author":"avocadoking","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience_analogy","platform_fluency"],"bot_score":0.27639039892975925,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632778"},{"id":"c633d8f1-d34e-4c77-a46d-bd93a4a299c9","source":"hackernews","source_id":"48629584","content_type":"comment","title":null,"body_preview":"Is there some program that teaches all this mumbo-jumbo that other commenters are using so freely in their comments? Ideally one which looks kinda like a game with scores and achievements.\nMy understa","author":"aboardRat4","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.0985902344426084,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629584"},{"id":"3c21c6c4-fafe-4c83-ad58-5b331cc31a2d","source":"hackernews","source_id":"48627418","content_type":"comment","title":null,"body_preview":"As somebody who enjoys listening to beatmatched DJ mixes, I'm glad I don't have \"perfect\" pitch. I'd hate to have vast amounts of music sound \"wrong\" just because the speed and pitch was changed sligh","author":"mrob","classification":"human_created","confidence":0.8,"indicators":["self_reference","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627418"},{"id":"01b5df52-be2f-4a5b-8353-d5282ccd8fd4","source":"hackernews","source_id":"48629255","content_type":"comment","title":null,"body_preview":"So I built the original web app for this (it's not stolen, it's open source and I told OP they could fork it). I've been glad to see it getting more attention over the years.\nOne note of caution here ","author":"pganssle","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","platform_fluency","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629255"},{"id":"cb05b00e-37a2-42fc-9e62-295108a131cc","source":"hackernews","source_id":"48627042","content_type":"comment","title":null,"body_preview":"Reading Factfulness was an epiphany for me: our brains are wired to pay attention to the superdramatic in a way that is now harmful to it - the same way that preferences for sugar and fat are now harm","author":"mieubrisse","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","personal_experience","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627042"},{"id":"bf8ab1f8-9f7d-4b3a-9d40-6714ba587abb","source":"hackernews","source_id":"48629863","content_type":"comment","title":null,"body_preview":"I am at a point where i block people talking about specific issues i already know about. I already know it's bad, either tell me how i can help or leave me out of it.","author":"Jgoauh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629863"},{"id":"92f728d1-d624-4876-a8a6-662a03004c9a","source":"hackernews","source_id":"48629239","content_type":"comment","title":null,"body_preview":"I do watch how much I'm consuming the news as it does impact my day, but part of the problem is that when I eventually go to look at news online, I'm immediately confronted with 8+ blurbs of what's ma","author":"stndef","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 Jun 22 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629239"},{"id":"d19aae5e-8eb7-4f06-bf5e-1c0b5f6a7486","source":"hackernews","source_id":"48617035","content_type":"comment","title":null,"body_preview":"How does IPV6 affect ip blocking. As a VPN user I wish it wasn't used as a metric for sites shaking you down.","author":"Cider9986","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.13660618338558025,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617035"},{"id":"0a9c83f3-3923-499a-8125-1c738c0a5ec8","source":"hackernews","source_id":"48627073","content_type":"comment","title":null,"body_preview":"IPv6 adoption has been increasing linearly for about 15 years now. Growth rate is about 3% - 4% a year, not compounded.\nSome long infrastructure transitions:\n- Railroad freight car bearings. First rol","author":"Animats","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.14295303337672582,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627073"},{"id":"841d69d5-dbe5-42a6-bad5-b9ea1129a218","source":"hackernews","source_id":"48618476","content_type":"comment","title":null,"body_preview":"It's a very fun framework when you're learning it. It constantly feels like you're learning something extremely profound and useful, but I've also found that feeling to be a bit of a mirage.\nDespite t","author":"eigenspace","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.19454148306622007,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618476"},{"id":"7cbcfd82-a62f-475c-b13b-c3054314b9f6","source":"hackernews","source_id":"48624090","content_type":"comment","title":null,"body_preview":"If only there was some kind of markup language for websites where different tags could have different meanings. If only.","author":"arthurlockman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624090"},{"id":"f1520062-26a6-4729-991c-c1fb0ff17a6b","source":"hackernews","source_id":"48628962","content_type":"comment","title":null,"body_preview":"Since 2024, the traffic to our content based marketing pages is down about 85%.  What I don't get is how Google has not been terribly impacted as well by the rise of the zero click SERP. Their SERP ad","author":"jgalt212","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","hedge_stacking","absence_of_personality","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628962"},{"id":"e45a4914-2525-4ff5-ad66-04b7e07b5dea","source":"hackernews","source_id":"48627028","content_type":"comment","title":null,"body_preview":"Thanks,\nI've seen these JSON-LD \"updates\" in Codex and Claude way to long without understanding what it's all about :)","author":"psaltaren","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627028"},{"id":"ebc0d1ad-e9bd-4fc9-a5ba-5a4649eec7b5","source":"hackernews","source_id":"48623771","content_type":"comment","title":null,"body_preview":"It seems useful but then we have to manage similar metadata in multiple places, so hygiene around consistency becomes important","author":"deftio","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.1722912082729921,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623771"},{"id":"f1701e2c-1db7-411c-814d-d0edce20396f","source":"hackernews","source_id":"48627873","content_type":"comment","title":null,"body_preview":"Isn't this just Opengraph but in json? What's the advantage?","author":"flexagoon","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627873"},{"id":"23cdade5-ba3b-45c2-9512-a0317bca85a3","source":"hackernews","source_id":"48631533","content_type":"comment","title":null,"body_preview":"i understand the desire, but this is torture, unless you can get a machine to generate it for you.","author":"mring33621","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.142816013717186,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631533"},{"id":"909ce310-b9d1-4deb-91d3-31aa3d695b9c","source":"hackernews","source_id":"48624667","content_type":"comment","title":null,"body_preview":"In the old days (a few weeks ago) you could read google’s SEO recommendations and guidelines.\nThis was great for debunking many a recommendation from clueless SEO agencies trying to force requirements","author":"hi_hi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624667"},{"id":"57fe2655-c8de-4cbe-8fe0-34729eb39633","source":"hackernews","source_id":"48625264","content_type":"comment","title":null,"body_preview":"There is a fine balance after which the symbiosis turns into exploitation. Websites trying to get visibility with the help of search engines was mutually beneficial to a large degree. However this is ","author":"sandeepkd","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.2519646017701143,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625264"},{"id":"309904c2-69f3-4500-aa2f-5bbc3b9ab251","source":"hackernews","source_id":"48630284","content_type":"comment","title":null,"body_preview":"we use JSON-LD on our SaaS and it made a noticeable difference for rich snippets. the FAQ Page schema in particular, google started showing our FAQ answers directly in search results within a week of ","author":"tosief","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630284"},{"id":"81952122-66a0-4d08-9968-88b26dbb6355","source":"hackernews","source_id":"48628132","content_type":"comment","title":null,"body_preview":"I found out some years ago that emails that have the fancy features like plane tickets embedded or tracking information are all done with JSON-LD in the emails.\nAFAIK only gmail supports it, though.\nE","author":"unkl_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628132"},{"id":"c55ced84-a9ae-4102-9b06-cc11eebc4965","source":"hackernews","source_id":"48624415","content_type":"comment","title":null,"body_preview":"Some additional information, what you actually want to implement for every website is Structured Data, using the Schema.org vocabulary.\nJSON-LD is one of the ways to do this. There's also RDFa and Mic","author":"bryanhogan","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","synthetic_empathy","human_indicator_present"],"bot_score":0.05728798092196412,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624415"},{"id":"288f94fe-3024-414b-ba70-ed97efcb325a","source":"hackernews","source_id":"48625354","content_type":"comment","title":null,"body_preview":"For rich link previews, OpenGraph[0] is much more often supported than JSON-LD.\nFor seo purpose, the kind of JSON-LD a search engine will support is very specific and limited. You are far better consu","author":"ghssds","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":"Mon Jun 22 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625354"},{"id":"8081f550-566c-4e60-8f14-bebacff4e662","source":"hackernews","source_id":"48634138","content_type":"comment","title":null,"body_preview":"“it’s been 5 years since i’ve taken up smoking and i didn’t die yet, therefore cigarettes are perfectly safe and anyone who disagrees with me doesn’t understand science” - average educated internet sc","author":"b0rtb0rt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634138"},{"id":"6242c682-9aef-44ef-9669-d212d7924a17","source":"hackernews","source_id":"48629825","content_type":"comment","title":null,"body_preview":"More deaths in the new study group for this product.  More overall adverse reactions for the new product.\nHere's the top-line comparison:\nHealthcare encounter:\nnew: 80 (0.4)\nexisting: 120 (0.6)\nEach g","author":"linuxftw","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","terse_replies","platform_fluency"],"bot_score":0.39999999999999997,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629825"},{"id":"e8cd4350-c83c-4287-a179-369744db5cd9","source":"hackernews","source_id":"48624468","content_type":"comment","title":null,"body_preview":"Flu vaccines aren't immunizing vaccines. They protect against specific strains, and half the time they immunize against a strain that doesn't become widespread and do very little or nothing to protect","author":"willmadden","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624468"},{"id":"91b254dc-28f2-4b5b-b47d-40fba366ba6e","source":"hackernews","source_id":"48633030","content_type":"comment","title":null,"body_preview":"Something I have never understood about the \"big pharma makes fake/unnecessary/harmful vaccines\" narrative is how folks who believe in it (including those in this comment section) understand these com","author":"ivraatiems","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":"Mon Jun 22 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633030"},{"id":"a8fefcf4-181f-4b2a-a897-d4bbaf726bac","source":"hackernews","source_id":"48631745","content_type":"comment","title":null,"body_preview":"So we need CDC approval for the vaccine to be provided to everyone at no cost. But it sounds like if only the FDA approves, the vaccine will be available to anyone willing to pay. Is that correct?","author":"DennisP","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.3,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631745"},{"id":"da0a8d26-fcfb-47c7-94b9-3cf0cd54d86d","source":"hackernews","source_id":"48627424","content_type":"comment","title":null,"body_preview":"So in at least two fields in which the US still leads (biomedical research, AI), government action is actively harming their ability to compete because of ideological or political reasons.","author":"pu_pe","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.14028493409865622,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627424"},{"id":"c6ba9379-c2d4-4f62-90d8-f1d0772282ff","source":"hackernews","source_id":"48624002","content_type":"comment","title":null,"body_preview":"How much death and suffering does this guy have on his conscience?\nI’m so curious how someone goes from being a professor to a science denier? I simply can’t imagine that journey.","author":"JSR_FDED","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.1366957910110502,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624002"},{"id":"051592ee-18b9-411f-a891-d13c55cf23ab","source":"hackernews","source_id":"48633354","content_type":"comment","title":null,"body_preview":"do you think they thought it was the other one :^)","author":"9p","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633354"},{"id":"7d0362e6-3aab-4353-86b9-a460a273d0a2","source":"hackernews","source_id":"48620868","content_type":"comment","title":null,"body_preview":"Is it PVP only or can I play this against bots as well?\nI would like to play it but the comments about the community make it so that I never want to touch PVP with a 10ft pole.","author":"Thundernerd","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620868"},{"id":"8d280492-575b-4d94-a6ec-02f4f70b558d","source":"hackernews","source_id":"48625313","content_type":"comment","title":null,"body_preview":"Just from playing a bit in skirmish, this game seems really tryhard and that's not really what I want from my RTS games","author":"WillowWithAWand","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625313"},{"id":"18ef9621-24e5-4266-85a5-7fc350b3ab1d","source":"hackernews","source_id":"48620642","content_type":"comment","title":null,"body_preview":"“Making of BAR” documentary\nhttps://m.youtube.com/watch?v=5F36yViPz7w","author":"corysama","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620642"},{"id":"06c40b63-594f-4b0c-bf39-6c29724d9689","source":"hackernews","source_id":"48626990","content_type":"comment","title":null,"body_preview":"Go is such a great language. Why can’t it have a better type system?","author":"ramino","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626990"},{"id":"e9dd89f0-8001-4cb9-8960-582061201f01","source":"hackernews","source_id":"48630953","content_type":"comment","title":null,"body_preview":"> A nil check is suspicious when it silently handles a state the program claims should be impossible.\nIf only that could be expressed in the type system. Instead, the programmer is now forced to think","author":"nu11ptr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630953"},{"id":"72e071e5-1543-4d3f-ad13-b47c965d09bf","source":"hackernews","source_id":"48630516","content_type":"comment","title":null,"body_preview":"Don't be fooled. This is not a developer responsibility. These checks belong in the type system.","author":"tjadfsaj","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.41229877311197294,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630516"},{"id":"d3a6f1dd-a1d1-49de-ab37-fb96e260eb59","source":"hackernews","source_id":"48626316","content_type":"comment","title":null,"body_preview":"I very much like Go's simplicity, but nils are terrible. Pointers carry 3 different intents that are not encoded in the code:\n- Optionality\n- Mutability\n- Memory optimisation\nI agree with the author t","author":"jspdown","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","technical_depth"],"bot_score":0.39999999999999997,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626316"},{"id":"ee43da52-7e3b-4542-982c-fd2cf29490f1","source":"hackernews","source_id":"48628195","content_type":"comment","title":null,"body_preview":"You are not thinking straight if you are making out of bounds errors in inline asm.\nInline asm should take 10x or more effort compared to writing the surrounding c++ code and should be tested with pro","author":"ozgrakkurt","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","personal_anecdote","synthetic_empathy","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628195"},{"id":"afb14b11-6598-494a-8295-1334feda2f28","source":"hackernews","source_id":"48626712","content_type":"comment","title":null,"body_preview":"While we're at it, does anyone else want something like a good LSP but for assembly?\nI mean one that infers as much context as possible and tries to help as much as possible.\nThis has to be assembler ","author":"sureglymop","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","strong_opinions","imperfect_expression"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626712"},{"id":"2af2b644-c679-43ff-9572-de86cb827a9c","source":"hackernews","source_id":"48631197","content_type":"comment","title":null,"body_preview":"> we can validate if an inline assembly expression is safe by ... Ensuring that the assembly's effects are fully captured by the constraints. For example, if an assembly instruction modifies a registe","author":"torginus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13735043013774972,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631197"},{"id":"906aefe4-fc1b-474b-a752-65a1e307d497","source":"hackernews","source_id":"48625659","content_type":"comment","title":null,"body_preview":"Unrelated question but since you're here: what's the state of support for Boost?","author":"dataflow","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625659"},{"id":"91cd3879-1f54-4b1d-824b-4e6feb7776f7","source":"hackernews","source_id":"48629498","content_type":"comment","title":null,"body_preview":"Unrelated to this specific post, but on the subject of Fil-C and Programs That Work[0].\nLet's say I compile curl using Fil-C, and later an exploitable memory bug is found in curl. The implication here","author":"petesergeant","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629498"},{"id":"5f130508-55af-4cf0-9526-7c95bcefe105","source":"hackernews","source_id":"48625290","content_type":"comment","title":null,"body_preview":"I wonder if an adversarial user could bypass the checks and achieve memory corruption / code execution. Maybe not a practical attack in most situations but a fun exercise.\n> This includes things like ","author":"IAmLiterallyAB","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","specific_technical_detail","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625290"},{"id":"f2ebdf36-98d0-4470-96fd-715f731a472d","source":"hackernews","source_id":"48625583","content_type":"comment","title":null,"body_preview":"Do we have a sense for how many of the programs that work [0] are now detected as having asm violations?\n[0] https://fil-c.org/programs_that_work","author":"anitil","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625583"},{"id":"a6f913e4-346a-43b5-aa5e-0cf6f89ce928","source":"hackernews","source_id":"48636294","content_type":"comment","title":null,"body_preview":"> There's no control flow out of the inline assembly.\nSo no `asm goto` support yet?","author":"ndesaulniers","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636294"},{"id":"f5b66bd5-cab1-4bfa-9836-08dc9af9297a","source":"hackernews","source_id":"48635037","content_type":"comment","title":null,"body_preview":"There's an older effort called Typed Assembly Language (TAL) by Greg Morrisett et al. It was a rather ambitious in some ways because it tried to model inter-procedural control flow, including exceptio","author":"fweimer","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression","platform_fluency"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635037"},{"id":"7627f882-783c-4844-b4fe-1fa2316e427e","source":"hackernews","source_id":"48625154","content_type":"comment","title":null,"body_preview":"What is more frightening about this than safe C assembly is that this level of implementation is achievable not with a SOTA model, but with a cost effective model like KIMI. There was human judgment i","author":"jdw64","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","synthetic_empathy","polished_first_draft","absence_of_personality"],"bot_score":0.2197224330712273,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625154"},{"id":"abd08351-f2a0-4f6a-a3e6-f9b0155b0bc3","source":"hackernews","source_id":"48625532","content_type":"comment","title":null,"body_preview":"I find it charming that to distinguish Fil-C from the K&R language they use the term 'Yolo-C'. I have never used inline asm before, I actually didn't realise how much behaviour it's specifying! (When ","author":"anitil","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","imperfect_expression","absence_of_ai_hedging"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625532"},{"id":"bf81a3cd-42c6-455b-ba91-384f6618212f","source":"hackernews","source_id":"48627745","content_type":"comment","title":null,"body_preview":"> While reviewing folks' C and C++ code, I've found the following reasons for inline assembly, where 1 is most common:\n3a. rdpru (similar issues to cpuid) or rdpmc perhaps surrounded with lfence or cp","author":"mananaysiempre","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627745"},{"id":"dc8e21b4-6b5e-48ca-ad7d-5fc792d541a8","source":"hackernews","source_id":"48627631","content_type":"comment","title":null,"body_preview":"> If FilPizlonator determined that the inline assembly is not safe, then it'll replace it with a Fil-C panic. That panic will provide diagnostics about why the assembly was rejected.\nMost stupid thing","author":"rurban","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1294758809789415,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627631"},{"id":"1ef18219-387c-450c-a38b-3d37ce5dc851","source":"hackernews","source_id":"48624388","content_type":"comment","title":null,"body_preview":"See also https://distro.ibiblio.org/baslinux/, http://www.tinycorelinux.net/","author":"nycerrrrrrrrrr","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624388"},{"id":"3c6de34a-9488-4874-a38e-755fcaa531d0","source":"hackernews","source_id":"48624932","content_type":"comment","title":null,"body_preview":"I wonder why the 486 DX is supported but not the SX. How is the math coprocessing unit necessary for kernel and basic system tools?","author":"buttocks","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624932"},{"id":"78165862-4714-43b1-944a-565985b44866","source":"hackernews","source_id":"48624441","content_type":"comment","title":null,"body_preview":"2000 Coyote Linux keeping a whole university network going while running from a floppy disk joined the chat.\nThe idea is cool but anything nowadays has USB ports, there is no suck solution to run from","author":"h4kunamata","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.1261574088438684,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624441"},{"id":"bddd8cc7-6b8d-4497-a10c-9cc1946458eb","source":"hackernews","source_id":"48625215","content_type":"comment","title":null,"body_preview":"This is straining my geriatric memory, but I'm pretty sure my first install of Slackware in 1994 involved 18 floppy disks","author":"bandrami","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625215"},{"id":"a895a889-29b3-4139-8180-1fa7432b59b1","source":"hackernews","source_id":"48633526","content_type":"comment","title":null,"body_preview":"Thanks again for being featured here!\nNice to read all of those comments. The project goal is more to learn how to make your own Linux distribution than to fit as much as possible on a floppy. It is  ","author":"w84death","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633526"},{"id":"0a9e2328-c08c-4f9d-a3bf-23acfe0bbe77","source":"hackernews","source_id":"48627324","content_type":"comment","title":null,"body_preview":"Tangentially related, but the UK Gov Incubator for AI has quite a nifty LLM driven classification pipeline for survey answers.\nhttps://github.com/i-dot-ai/consult","author":"crimsoneer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","terse_replies"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627324"},{"id":"7f1fa66d-54a4-4b5a-8189-865f3e954198","source":"hackernews","source_id":"48627250","content_type":"comment","title":null,"body_preview":"I mean it's always nice to play around with sLLM finetuning, but for practical purposes I would always start with a lazy learner using embeddings (something like a small Stella model), pre-embed the t","author":"armcat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.08321312698353815,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627250"},{"id":"7933095a-c4e9-40d6-a246-2358a9b8d157","source":"hackernews","source_id":"48624514","content_type":"comment","title":null,"body_preview":"I think the Qwen 0.6B is so cool. It is super fast and as illustrated here it has a clear niche, esp. when fine-tuned.\nI'm also interested in it as a student for distillation.","author":"jszymborski","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624514"},{"id":"c8884b8c-5238-48b5-9394-ec644c1660cb","source":"hackernews","source_id":"48626081","content_type":"comment","title":null,"body_preview":"Are 0.6b models useful without fine tuning?\nHalf of the times I ask qwen 0.6b \"what is 1 + 2?\" it ends up in a thinking loop of \"but wait, the user is asking me to ...\"","author":"throwa356262","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.12396615509132264,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626081"},{"id":"9d52fe2c-9d85-40ba-be73-316bcb52ef36","source":"hackernews","source_id":"48625755","content_type":"comment","title":null,"body_preview":"Do small language models run on cpus or you still need a gpus to run them?","author":"abhashanand1501","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.11538461538461538,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625755"},{"id":"e21f9ff6-6e82-4da0-8156-5196e63e4ade","source":"hackernews","source_id":"48625512","content_type":"comment","title":null,"body_preview":"existing embedding models like alibaba's modernbert tune or one of the jina v5s would probably map query to category automatically. (i.e. store embeddings of each category and calculate cosine sim for","author":"electroglyph","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625512"},{"id":"5868655e-233e-4e6e-bb47-b60bd48c3075","source":"hackernews","source_id":"48631740","content_type":"comment","title":null,"body_preview":"If you're gonna fine-tune for a closed set classification problem like this, you could just fine-tune BERT and get a faster model with better performance.","author":"GardenLetter27","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631740"},{"id":"0bb7147b-7e5b-4463-8b2d-a5bf2485d305","source":"hackernews","source_id":"48626000","content_type":"comment","title":null,"body_preview":"“As an example, the question “When did we replace our pool pump?” will be mapped to a category called “pool” before querying the Index database.”\nCool write up! Really appreciate it but incidentally h","author":"pj_mukh","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626000"},{"id":"03eef157-49c9-4ea9-b032-e22782b949ac","source":"hackernews","source_id":"48625909","content_type":"comment","title":null,"body_preview":"Has anyone compared recently doing something like ModernBERT plus classifier vs. full or lora FT of a small LM like qwen?","author":"zwaps","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.23359858511000944,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625909"},{"id":"d2312ec0-afdc-46c8-9822-f0e1c328c7b9","source":"hackernews","source_id":"48625976","content_type":"comment","title":null,"body_preview":"But why using an encoder model instead of a BERT based model? For a pure classification that should be easier to train and work quite well","author":"doubtfuluser","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625976"},{"id":"7199f9e4-8813-416a-85d5-fe5444663010","source":"hackernews","source_id":"48625484","content_type":"comment","title":null,"body_preview":"> The model invents new categories (e.g. apartments) and doesn’t stick to the provided list of allowed categories\nCan this specific failure mode be solved by providing a grammar that the output must a","author":"nextaccountic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.08725194435441246,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625484"},{"id":"5851dda6-fe64-4571-91ec-0ad599824381","source":"hackernews","source_id":"48625008","content_type":"comment","title":null,"body_preview":"If you are interested in small language model to fine tune, gemma3:270m is quite interesting for its size","author":"mickael-kerjean","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625008"},{"id":"60b257fe-8647-4d1b-ac43-cbce8a2349fb","source":"hackernews","source_id":"48625118","content_type":"comment","title":null,"body_preview":"If you want to go deeper on language models, try these project ideas:\n- Zero-shot encoders like tasksource or GliNER\n- Natural language inference: https://huggingface.co/blog/dleemiller/nli-xenc-ways-","author":"deepsquirrelnet","classification":"ai_generated","confidence":0.9,"indicators":["list_heavy_advice","semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.08526595735750267,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625118"},{"id":"1e727971-bd92-4871-bd52-03027215fb59","source":"hackernews","source_id":"48624699","content_type":"comment","title":null,"body_preview":"If you are going to go to the bother of fine tuning for trivial problems like subject classification then I think you'll find Scikit Learn with a SGDClassifier on 2-grams will do probably just as well","author":"nl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies","absence_of_personality"],"bot_score":0.11163165224885646,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624699"},{"id":"b42232fe-8797-4ea1-b61c-dd1e7f61b9e4","source":"hackernews","source_id":"48631154","content_type":"comment","title":null,"body_preview":"1. If Commodore could simply design and sell a piece of hardware that connects to the phone line, why couldn't the modem connect directly to the phone line?\n2. Wouldn't the adapter be illegal under th","author":"mindslight","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631154"},{"id":"0e0db96a-033e-44d5-a3b0-97adccfddec6","source":"hackernews","source_id":"48624872","content_type":"comment","title":null,"body_preview":"We had similar idiotic regulations in Holland. Most people rented their phone though they did have a plug (albeit a special one we called the pigs nose).\nBut in the 80s nobody gave a crap anymore and ","author":"wolvoleo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.12011252171497112,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624872"},{"id":"9f2c1459-9693-40fb-8c0b-6165cd7cf1e2","source":"hackernews","source_id":"48625656","content_type":"comment","title":null,"body_preview":"33 years later, Commodore releases a modern phone: The Commodore Callback Flip-Phone  https://commodore.net/callback/","author":"trembolram","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625656"},{"id":"8ab59dcf-a4ef-4096-bbee-621ade25c481","source":"hackernews","source_id":"48625544","content_type":"comment","title":null,"body_preview":"That was a brilliant move by the telecom company to sell a huge batch of useless extra phones to poor suckers Commodore.\nThey are useless because they're identical to the customer's own phone except f","author":"inigyou","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1313382419082221,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625544"},{"id":"4c9f1205-d26a-4d1b-b011-eef686b7032e","source":"hackernews","source_id":"48624487","content_type":"comment","title":null,"body_preview":"Commodore made all kinds of wacky stuff back in the day before they concentrated entirely on computers and peripherals. I have a Commodore AM radio and a couple of Commodore wristwatches, chickenhead ","author":"classichasclass","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624487"},{"id":"b440d704-86ca-4988-8a04-6c0f1ecd3778","source":"hackernews","source_id":"48625876","content_type":"comment","title":null,"body_preview":"Around the same time, I purchased a Novation D-CAT which worked the same way as the one described (plugging in between the phone base and the handset).  It was my first modem, and I primarily used it ","author":"anonymousiam","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","self_reference"],"bot_score":0.12811363075508356,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625876"},{"id":"1b93c59a-8153-4af1-ba64-72c0765ff647","source":"hackernews","source_id":"48624835","content_type":"comment","title":null,"body_preview":"Telco regulations were also why modems used an https://en.wikipedia.org/wiki/Acoustic_coupler instead of being directly connected.\nAs an aside, the em-dash density of this article is one of the highes","author":"userbinator","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","specific_observation"],"bot_score":0.14009509826438377,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624835"},{"id":"ba6000a3-c0b7-4aaf-86d8-4841bb62cc47","source":"hackernews","source_id":"48627703","content_type":"comment","title":null,"body_preview":"> Elsewhere in the world, phones were modular. Handsets connected to their bases via small RJ-9 jacks, allowing devices like the VICModem to intercept the line between the handset and the base. Easy. ","author":"rob74","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627703"},{"id":"320c1f28-4e75-43f7-943a-31847a99f55f","source":"hackernews","source_id":"48625462","content_type":"comment","title":null,"body_preview":"Oh! My first job out of college had me implementing PID control for a two axis rotary control tables. The design had counter weights (think dumbbell shaped). I was the dumbbell implementing this and a","author":"zippyman55","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","natural_digressions"],"bot_score":0.2944444444444444,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625462"},{"id":"a8557c85-d68e-45b8-b26d-489967b71826","source":"hackernews","source_id":"48633218","content_type":"comment","title":null,"body_preview":"I think the more valuable topic to study is feedback control loop in general as a part of control theory: gain, stability/oscillation damping, overshoot, hysteresis/minimum commit, and noise filtering","author":"YuechenLi","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0.1880541089552812,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633218"},{"id":"0ee66f81-c02f-4493-b4d0-e4d89ac4646b","source":"hackernews","source_id":"48634946","content_type":"comment","title":null,"body_preview":"„How To Build a Thrust Vectored Model Rocket“ has a good section on this IIRC: https://www.youtube.com/watch?v=4cw9K9yuIyU","author":"scary-size","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634946"},{"id":"a8982544-5c65-4efb-885b-b35d1b7ad497","source":"hackernews","source_id":"48623171","content_type":"comment","title":null,"body_preview":"Look, the whole thing actually makes sense and the core idea is pretty cool because it's true that a lot of stuff in math looks identical. But in my opinion this is way too much of a macro-level overg","author":"yaccb3","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623171"},{"id":"97f6074a-93cb-46b0-9fd7-23748d17a621","source":"hackernews","source_id":"48624446","content_type":"comment","title":null,"body_preview":"This sentiment (not necessarily the content) is what I'm striving to communicate with Mag World[0] (website and podcast so far).\n[0] magworld.pw","author":"saulpw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","terse_replies"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624446"},{"id":"b864ec43-fc87-4aa5-8eda-557c49e35191","source":"hackernews","source_id":"48626725","content_type":"comment","title":null,"body_preview":"Wasn't there some scientific paper recently that proved that every operation can be represented as a logarithm? Like, the same as every logic gate can be derived from NAND gates","author":"myzek","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626725"},{"id":"cc299261-3be5-468b-8393-8186961e2f59","source":"hackernews","source_id":"48624887","content_type":"comment","title":null,"body_preview":"All this would be way more interesting if it actually helped to demonstrate a novel mathematical fact. Right now it's more like notational play.","author":"kfse","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624887"},{"id":"0d35feb4-ab22-4b89-b7ba-03ea671a834d","source":"hackernews","source_id":"48625061","content_type":"comment","title":null,"body_preview":"I can't believe he called normal logarithms 'based'","author":"anArbitraryOne","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.1915037499278844,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625061"},{"id":"595c159c-780d-40eb-9b27-da8b5dc49335","source":"hackernews","source_id":"48626165","content_type":"comment","title":null,"body_preview":"The term \"baseless logarithm\" is really nonsensical and using it would be a great mistake.\nNonetheless, where the author of TFA is correct is that logarithms are a single physical quantity, like lengt","author":"adrian_b","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","over_qualification","missing_platform_voice"],"bot_score":0.23412698412698413,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626165"},{"id":"1040adc6-e967-4454-9746-46d67f9b9533","source":"hackernews","source_id":"48624619","content_type":"comment","title":null,"body_preview":"I think what's going on with the complex logarithm is basically the same as the logarithm that outputs the set of all possible bases for a vector space. The complex logarithm produces a Z-torsor, and ","author":"aesthesia","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624619"},{"id":"8397ef87-232d-4b82-bf1a-f6954a5428ed","source":"hackernews","source_id":"48632007","content_type":"comment","title":null,"body_preview":">You might ask: if we have a baseless logarithm log(N), do we also have a “baseless exponential”?\nSure we can, with some naive algebra. If we can take log(x,base) and drop the base, then we can also t","author":"amavect","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft","absence_of_personality"],"bot_score":0.25,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632007"},{"id":"118cba44-c34b-4bc1-922b-aa353b1d2420","source":"hackernews","source_id":"48633073","content_type":"comment","title":null,"body_preview":"The same idea comes up in physics. In quantum physics, the action S appears as the logarithm-like quantity behind the amplitude e^iS/(h^bar). \nIn statistical mechanics, entropy is the logarithm of the","author":"GL26","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0.1397455199679255,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633073"},{"id":"79fff980-281a-4700-b5d9-f952dc4d587e","source":"hackernews","source_id":"48629864","content_type":"comment","title":null,"body_preview":"Charles Petzold's The Lost Art of Logarithms is a great read (still a work in progress).\nhttps://www.lostartoflogarithms.com/","author":"orc00","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629864"},{"id":"aa83edf5-8f4a-427d-a18f-f77782ee031f","source":"hackernews","source_id":"48623546","content_type":"comment","title":null,"body_preview":"Logs are awesome. I started a math textbook from the 1920's a while ago, and all the calculations relied on tabulated logs, where you would convert the number to a log in a table to reduce the operati","author":"helterskelter","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.13418682747611008,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623546"},{"id":"e00e1f93-36ac-4787-8b9d-9cd33b53cf20","source":"hackernews","source_id":"48625494","content_type":"comment","title":null,"body_preview":"The baseless log here is just a torsor [0]!\nLots of things are torsors: position, currency values, calendar dates etc. the vales themselves are arbitrary, and translating/scaling them by some value do","author":"xelxebar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625494"},{"id":"fedd31d6-c8d2-4e7a-86df-9318fa970b3c","source":"hackernews","source_id":"48635266","content_type":"comment","title":null,"body_preview":"Discussion (170 points, 2 days ago, 43 comments) https://news.ycombinator.com/item?id=48612098","author":"gnabgib","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.17222222222222222,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635266"},{"id":"dfe5c304-6716-449b-b582-7617dd25332f","source":"hackernews","source_id":"48628628","content_type":"comment","title":null,"body_preview":"The Z-axis homing problem could be solved by adding a \"pause\" command (gcode M0, I reckon) at the very start.\nThe printer calibrates, pauses, you attach the pen, press continue, and it'll do the plot ","author":"crote","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628628"},{"id":"67346750-a8c9-4c19-80e9-5154dda0e1d2","source":"hackernews","source_id":"48629506","content_type":"comment","title":null,"body_preview":"About 15 years ago I used to have a Silhouette cutter printer. You could get a cutting blade and it would cut shapes out of paper and card. I remember putting a pen in there and using it to write with","author":"martin-adams","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629506"},{"id":"6bfcafeb-90ca-4573-8c76-ae27c28f603c","source":"hackernews","source_id":"48629487","content_type":"comment","title":null,"body_preview":"I've also used 3d printer to straight up print on top of a greeting card (the print was 1 layer).\nThe print might not fare that well though the post system, though, so maybe it wouldn't be suitable fo","author":"_flux","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629487"},{"id":"35aa214f-7f80-45b6-b80c-0e1bb2cff6b4","source":"hackernews","source_id":"48628778","content_type":"comment","title":null,"body_preview":"Not a 3D printer but really cool video by Stuff Made Here explaining how he tried to make 'realistic' handwritten forgeries with a pen plotter: https://www.youtube.com/watch?v=cQO2XTP7QDw","author":"xz18r","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628778"},{"id":"3f0af69a-d5e7-469b-a811-dda7f5b80633","source":"hackernews","source_id":"48629411","content_type":"comment","title":null,"body_preview":"Great idea!!\nI've had a post card based business idea for ages. Can anyone recommend a printer that prints quality postcards? I'm looking for something in the sub $2,000 range. I pulled that number ou","author":"lemonberry","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629411"},{"id":"c39d6293-3025-428b-9950-e7896ee62c09","source":"hackernews","source_id":"48628424","content_type":"comment","title":null,"body_preview":"Very  nice! I used the same trick to make a PCB by making the printer use a marker to draw on the parts that I didn't want to etch:\nhttps://www.stavros.io/posts/make-pcbs-at-home/","author":"stavros","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.12544163106341427,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628424"},{"id":"66255ca7-4d35-4916-bbfa-167f924b9dd7","source":"hackernews","source_id":"48628354","content_type":"comment","title":null,"body_preview":"So does this mean if you give it a swivel knife it can also be a vinyl cutter?","author":"djmips","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13805600725754624,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628354"},{"id":"f74a2b5f-4071-431d-bd9a-b8c341ea587a","source":"hackernews","source_id":"48629615","content_type":"comment","title":null,"body_preview":"While I love the curiosity and creativity that has recently emerged around digital pen plotting, many people may not realize this was the workhorse technology for producing technical drawings for seve","author":"seemaze","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","absence_of_ai_indicators"],"bot_score":0.11803285072513914,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629615"},{"id":"0129b878-fc35-42bd-ba04-940d5e7a5344","source":"hackernews","source_id":"48629136","content_type":"comment","title":null,"body_preview":"If this appeals to you, also check out the Plotter Art subreddit https://www.reddit.com/r/PlotterArt/","author":"phren0logy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629136"},{"id":"1926d10a-f998-4113-a525-926e4c89c2d7","source":"hackernews","source_id":"48631260","content_type":"comment","title":null,"body_preview":"A year or so ago I was setting up my small router table/mill and I mounted a Sharpie holder to it and made some line art.  Quite slow due to the leadscrew pitch of the mill but it worked well [1].\nLik","author":"Ccecil","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631260"},{"id":"03797e1d-27e1-45a5-93ce-739fdf84201c","source":"hackernews","source_id":"48632811","content_type":"comment","title":null,"body_preview":"React Native's `<Text>` and `<View>` are JS wrappers around lower-level native components. Under the hood, they handle a lot of edge cases. However, most apps hit those edge cases rarely, and the wrap","author":"mfkrause","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","emotional_authenticity","specific_details","natural_digressions"],"bot_score":0.3,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632811"},{"id":"9dadb94a-e5ad-4e1d-8ae2-9bbd1a5550f1","source":"hackernews","source_id":"48636548","content_type":"comment","title":null,"body_preview":"This just follows the usual tech trend that when something gets finally good enough, an unskippable package deal appears as the only way to use it.","author":"storus","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","strong_opinions"],"bot_score":0.16058976412912193,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636548"},{"id":"f8fa315a-1e5e-45af-b84a-14161cde8137","source":"hackernews","source_id":"48619426","content_type":"comment","title":null,"body_preview":"> How are we verifying?\n> We selected Persona Identities as our verification partner\nSee this related thread regarding Persona:\nOpenAI, the US government and Persona built an identity surveillance mac","author":"rzk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619426"},{"id":"407e136c-fd4e-4f37-bdde-9b964c4a77cc","source":"hackernews","source_id":"48624110","content_type":"comment","title":null,"body_preview":">Verification data stays between you, Persona\nThe company that already had a data breach incident & has ties to palantir. Also used by OpenAI to ensure you can't escape it.\nNow we just need to tie thi","author":"Havoc","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.13018683099676798,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624110"},{"id":"80934355-47de-4c17-85af-ddc8a457567c","source":"hackernews","source_id":"48618982","content_type":"comment","title":null,"body_preview":"This might seem unrelated but on one of my free accounts. I tried to make Claude do some historical fact checking on the inter-war period of the USSR. The point isn't if it is true or not, but it felt","author":"aqua_coder","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","emotional_authenticity","platform_fluency"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618982"},{"id":"42a5177f-7149-48d7-b98b-de042e647c28","source":"hackernews","source_id":"48630187","content_type":"comment","title":null,"body_preview":"A previous discussion on this topic which doesn't require a subscription to read: https://news.ycombinator.com/item?id=47820046","author":"close04","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630187"},{"id":"b1ef67b8-9508-472d-a3cd-78056e3840a2","source":"hackernews","source_id":"48630403","content_type":"comment","title":null,"body_preview":"About 2-3 months after the birth of my first child, I started “seeing” the baby’s face vividly whenever I would close my eyes, when I was falling asleep but other times during the day as well. It was ","author":"michaelsbradley","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","imperfect_expression"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630403"},{"id":"dd8f491a-e2a3-454c-963d-c74981758bc4","source":"hackernews","source_id":"48630468","content_type":"comment","title":null,"body_preview":"learning or doing anything \"changes your brain\". that's how learning works.\ni hate this phrase and how it's generally used for scare-mongering headlines.","author":"parpfish","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630468"},{"id":"cffae167-3f08-4ade-9665-eac21a97709c","source":"hackernews","source_id":"48630551","content_type":"comment","title":null,"body_preview":"Read the whole article expecting it to explain how it would have changed, was disappointed to not read that.","author":"Aperocky","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630551"},{"id":"19eb522e-497e-42dd-88d7-12bc90299ce2","source":"hackernews","source_id":"48630978","content_type":"comment","title":null,"body_preview":"Previously related:\nDad brains: How fatherhood rewires the male mind\nhttps://news.ycombinator.com/item?id=47820046","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630978"},{"id":"9febc462-3f3d-41db-851d-85e4e13c9d8c","source":"hackernews","source_id":"48630621","content_type":"comment","title":null,"body_preview":"I have 3 teenagers and this claim seems plainly obvious to me.","author":"bogrollben","classification":"human_created","confidence":0.7,"indicators":["self_reference","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630621"},{"id":"ff356918-4e88-4f28-bdd4-89ec532a21c9","source":"hackernews","source_id":"48630420","content_type":"comment","title":null,"body_preview":"the only thing that I noticed that changed in me was my sudden understanding of what \"fear\" really is.\nI had not experienced fear prior to becoming a father.  The thought of one of my children being .","author":"naikrovek","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","self_reference","imperfect_expression"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630420"},{"id":"db5c5be4-844c-425e-98af-c402c2ef76c1","source":"hackernews","source_id":"48630571","content_type":"comment","title":null,"body_preview":"Becoming a new parent I knew I'd sleep less and be tired all the time but what I didn't know was simultaneously how much energy I'd have to keep going. It's almost like low grade, months long adrenali","author":"morkalork","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","self_reference","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630571"},{"id":"241c66f8-e71e-4f0a-a7f7-3b60dd73c807","source":"hackernews","source_id":"48630674","content_type":"comment","title":null,"body_preview":"I had nightmares about bad things happening to me before. Like, getting ran over by a car, or falling off a cliff.\nWhen my wife got pregnant, it stopped. I started having nightmares about bad things h","author":"otikik","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630674"},{"id":"b5d45f94-b518-4097-a974-f5b721ce4e41","source":"hackernews","source_id":"48633993","content_type":"comment","title":null,"body_preview":"Yeah, it gives them a superiority complex --- you're all still ants, now there are more, lovely.","author":"0rganic_host","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633993"},{"id":"6884e4dd-eeb8-4ac0-b33a-f88f9ab37325","source":"hackernews","source_id":"48630591","content_type":"comment","title":null,"body_preview":"Fascinating how things that are most relevant to continuing your species are the things with the hardest coded behaviors.","author":"WarmWash","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.15026485755166671,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630591"},{"id":"4d9d542f-68e0-49a0-8615-e685370b71d1","source":"hackernews","source_id":"48630290","content_type":"comment","title":null,"body_preview":"The first born defenitely changed me somehow. As if some evolution gene was suddenly ordering me \"You will protect this with everything in your power!\" The second born, not so much. Perhaps the brain ","author":"b3lvedere","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","self_reference"],"bot_score":0.1518285427013927,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630290"},{"id":"16533941-c4bc-4f24-8f70-f7aeb02959c7","source":"hackernews","source_id":"48629776","content_type":"comment","title":null,"body_preview":"Do any of these studies account for new parent sleep deprivation?","author":"derwiki","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.35,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629776"},{"id":"95710403-e92e-4386-a009-082a7fc347fe","source":"hackernews","source_id":"48630487","content_type":"comment","title":null,"body_preview":"As a dad, I have a strong compulsion to tell (bad) dad jokes. Ideally puns. All the time. I didn't used to be this way.","author":"mcbishop","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630487"},{"id":"0d03627c-9d03-4c56-8213-b0fde9e489aa","source":"hackernews","source_id":"48630172","content_type":"comment","title":null,"body_preview":"Becoming a dad made me a sensitive snowflake crybaby :)\nThere were a lot of days on which I cried more than the baby. Diagnosed with anxiety disorder, but then they said it comes with ADHD and probabl","author":"patates","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","self_reference","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630172"},{"id":"3e4ab666-80d0-4812-ba20-285d0af5ee8a","source":"hackernews","source_id":"48629641","content_type":"comment","title":null,"body_preview":"Becoming a dad simultaneously made me more empathetic (seeing a little person from the beginning for all they are) but also more impatient (fewer hours in the day), but beyond that not much. Given the","author":"greenflag","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","self_reference","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629641"},{"id":"cd0af25a-f868-4c4d-a453-663825ee2312","source":"hackernews","source_id":"48630445","content_type":"comment","title":null,"body_preview":"Exaggerating a bit, I felt like my old self was dead and I just happened to somehow have inherited his memories.\nBut a more concrete thing: While before I might have been saddened about bad things hap","author":"fcatalan","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630445"},{"id":"1a79e8ee-2ddd-4af1-9a20-1841d4a7565c","source":"hackernews","source_id":"48626503","content_type":"comment","title":null,"body_preview":"I'll put in a plug for David Beazly's SICP course. While we didn't build a full Lisp interpreter, we built something similar over a week-long hands-on course. I believe his github for the course is pr","author":"avilay","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626503"},{"id":"164bcd7f-f296-44c3-a262-a6d0c9a9c61f","source":"hackernews","source_id":"48623816","content_type":"comment","title":null,"body_preview":"I made a rusty version of this. No linked lists, but that's not important in the grand Scheme of things.\nhttps://wmedrano.dev/post/2025/11/15/lisp-1","author":"wmedrano","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digressions"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623816"},{"id":"8da3619e-052a-49dd-a6e6-e01a61abaccc","source":"hackernews","source_id":"48623969","content_type":"comment","title":null,"body_preview":"Strangely, Peter's 1987 Ph.D. thesis cites itself (reference 90), but with the year being off by one (1986).\nWriting a LISP in Python is only for educational use, or to have a boostrap LISP that you c","author":"jll29","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623969"},{"id":"9c14de6d-b1f1-48f7-912d-ae839da6a24e","source":"hackernews","source_id":"48626560","content_type":"comment","title":null,"body_preview":"Classics!\nThere is a different take on Lisp in Python - fakelisp. It's literally Lisp in Python, not an interpreter, but a syntax sugar library that allows embedding Lisp snippets into valid Python.\nh","author":"okaleniuk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise","code_example"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626560"},{"id":"ac80e830-af12-4d99-8bae-acdc37fe8a66","source":"hackernews","source_id":"48626469","content_type":"comment","title":null,"body_preview":"Similarly - 80 line LISP interpreter with integers, lexical scope, first class functions\nhttps://leontrolski.github.io/interpreter.html","author":"leontrolski","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_indicators"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626469"},{"id":"a79ccf71-2b81-40a3-999b-9a2c1de1c1ae","source":"hackernews","source_id":"48636213","content_type":"comment","title":null,"body_preview":"Why would anyone want to do that?\nWhy not automate these tasks and let Claude handle everything on its own?\nIf the maintenance and implementation can be done by an LLM, I see no logical reason to keep","author":"devdude1337","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636213"},{"id":"ffdb91fd-0253-485b-8451-17484e6b4327","source":"hackernews","source_id":"48635988","content_type":"comment","title":null,"body_preview":"I've been a lot happier in my role too, getting to keep my brain at a higher level more often. It allows me to actually think about more architecture and systems thinking.","author":"ElijahLynn","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","natural_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635988"},{"id":"7ddfa0ee-d29f-46cd-91f4-c9a330d5e76a","source":"hackernews","source_id":"48635534","content_type":"comment","title":null,"body_preview":"If things keep going this direction my job title is just going to be \"tool call\".\nI'm a bit intrigued that he ended up happier now that Claude's in the driver's seat and he's playing a supporting role","author":"joshum97","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635534"},{"id":"9376dced-b9e1-495d-b4a5-48f0a4c68ace","source":"hackernews","source_id":"48635913","content_type":"comment","title":null,"body_preview":"At some point the enterprise chatbot will go away in favor of employees responding to hyper specific emails or teams messages sent by the agent. The chatbot is a bridge to the next level. It is for hu","author":"bob1029","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635913"},{"id":"fb1b8c81-9baf-4b97-8263-675e7f224d33","source":"hackernews","source_id":"48633116","content_type":"comment","title":null,"body_preview":"Isn't this the standard case of paying a premium for risk? An assured $500 dollars is worth more than 50% chance of 1200 dollars.","author":"simianwords","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.14891240821072374,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633116"},{"id":"ab3671fb-346a-491d-ba01-2b24a794e9a5","source":"hackernews","source_id":"48590820","content_type":"comment","title":null,"body_preview":"The obvious other factors in this reframing of equity compensation effectively render it a useless take.\nThe disparity in expected value calculation is due to assuming you can predict the future after","author":"biotechbio","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","natural_digressions","imperfect_expression","absence_of_personality"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48590820"},{"id":"f2a324b1-e44d-4789-bc05-549b2a800f2e","source":"hackernews","source_id":"48590595","content_type":"comment","title":null,"body_preview":"The value of employee equity is approximately zero, but sometimes people get lucky. Don't let these arguments fool you into thinking you're definitely in that 5%, because in the absence of information","author":"throwway120385","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48590595"},{"id":"7c9e77e3-854d-41df-8c55-40621814c78a","source":"hackernews","source_id":"48590811","content_type":"comment","title":null,"body_preview":"Unfortunately this author has no idea about how equity works in real life, 2 things that stand out from experience of being very early employee 8 times:\n1. If startup raised money at some point in the","author":"e9","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48590811"},{"id":"08fbf3db-bf4b-4396-a5e9-1993b55a5c05","source":"hackernews","source_id":"48590819","content_type":"comment","title":null,"body_preview":"Calculations like this article neglect the far more common case where the liquidity event, if it ever happens, is years in the future, much longer than average employment times.\nCompanies used to go f","author":"yodon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48590819"},{"id":"bcd5467b-8b5d-4100-887f-82d891448354","source":"hackernews","source_id":"48590825","content_type":"comment","title":null,"body_preview":"The worst thing that can happen at an early company is that it sort of works.\nI like the deal where I roll the dice and don't have to work again if I win. I'm fine with the deal where I take a barely-","author":"trjordan","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1603759374819711,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48590825"},{"id":"0e2e57f6-10d9-4a12-8190-d7aa235c0a3b","source":"hackernews","source_id":"48635071","content_type":"comment","title":null,"body_preview":"There is always the risk of a data breach, but if you have vast resources but outsource key operations to low cost vendors who often commingle client data (as they often share multiple client data on ","author":"mc32","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","absence_of_personality","suspiciously_balanced"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635071"},{"id":"b18ebfdc-08fd-40bc-aad5-c082f576b4d1","source":"hackernews","source_id":"48634758","content_type":"comment","title":null,"body_preview":"\"Our response protocols were deployed immediately\" -> We had a full team of marketers deployed to try to cover our incompetence with bullshit in the medias.","author":"greatgib","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634758"},{"id":"0da25bd3-b41d-480e-8c82-b79f9ae940f0","source":"hackernews","source_id":"48634672","content_type":"comment","title":null,"body_preview":"Question: if I want to become a dark web researcher, how would I go about getting permission to do so without being suspected of being a malfeasant in the DW? Are there any authorities I can preemptiv","author":"profsummergig","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0.21887218755408672,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634672"},{"id":"b8b8be9d-8edd-47fe-8148-60cbf3871a72","source":"hackernews","source_id":"48633025","content_type":"comment","title":null,"body_preview":"Par for the course for the Tata group. Reminds me of the JLR hack last year, who outsourced their computer systems to Tata.\nhttps://www.theguardian.com/business/2025/sep/20/jaguar-land...","author":"0l","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","external_link_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633025"},{"id":"a68fb472-6fff-4f55-9222-a4327b9ed589","source":"hackernews","source_id":"48626250","content_type":"comment","title":null,"body_preview":"Working on a project connected through multiple repos I have a project level MD file to explain each repo.\nThen I let Claude create a hook it self that at the end of each conversation it starts a hook","author":"hmontazeri","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626250"},{"id":"160efe40-a102-4e47-9b39-0299808cbf2a","source":"hackernews","source_id":"48626427","content_type":"comment","title":null,"body_preview":"Love to see people creating such projects, i'm truly passionate about Coding Agent Memory myself.\nHave you thought on making it collaborative memory across your teammates working on the repo?\nhow does","author":"kage18","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.375,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626427"},{"id":"5909c230-ed96-4297-82b1-ffc0d6b09fdc","source":"hackernews","source_id":"48623674","content_type":"comment","title":null,"body_preview":"My employer is counting token usage, so explaining my project between tokens isn’t necessarily a bad thing.  I am clearly a more productive engineer because of it \\end{sarcasm}","author":"coherentpony","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623674"},{"id":"25693e29-df3b-4fc4-aaa9-57efc6126b64","source":"hackernews","source_id":"48623626","content_type":"comment","title":null,"body_preview":"How's it different to https://github.com/angelnicolasc/graymatter ?","author":"gman83","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.27263156237379765,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623626"},{"id":"773c803c-c3bc-40cf-b6e4-220760e9b450","source":"hackernews","source_id":"48623825","content_type":"comment","title":null,"body_preview":"I have a documentation vault in my repo, organised using Obsidian (bases, wikilinks, frontmatter, etc), and accessible using obsidian-cli (and related Claude skills, thanks kepano).  I started the rep","author":"aubreykilian","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 Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623825"},{"id":"665d768e-1574-4d43-8f17-0b8e63cca8d5","source":"hackernews","source_id":"48623730","content_type":"comment","title":null,"body_preview":"With all due respect, this github repo looks really like an AI-generated project.","author":"rabbitlord","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623730"},{"id":"40735955-e5a7-48eb-ad78-62354e66cc00","source":"hackernews","source_id":"48626628","content_type":"comment","title":null,"body_preview":"Edit: oh no, so sorry, I am using another project named recall. But not this one. https://github.com/arjunkmrm/recall\nHappy user of recall here. I \nrarely need it as I try to keep conversations small ","author":"brumar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_personality"],"bot_score":0.13194444444444442,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626628"},{"id":"a061d79f-1f2c-428b-8d80-54a6c54baebe","source":"hackernews","source_id":"48625139","content_type":"comment","title":null,"body_preview":"The hard part with project memory isn’t saving more stuff, it’s deciding what not to trust later. Stale plans and failed debugging guesses can quietly poison an agent pretty fast.","author":"felixlu2026","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625139"},{"id":"5a2ccfaa-92d4-43b0-95e6-f3663bfd241a","source":"hackernews","source_id":"48623829","content_type":"comment","title":null,"body_preview":"I use Deepseek and just as it to generate a state.md file with a summary of the project every time I've reached  a goal or milestone. I then take a few minutes to edit this and add in or take out deta","author":"anigbrowl","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise","semantic_blandness"],"bot_score":0.12117663419051272,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623829"},{"id":"18540a5f-38d1-4dce-b668-03cf520fff71","source":"hackernews","source_id":"48625495","content_type":"comment","title":null,"body_preview":"Hm, I just keep a folder called something like `status_docs/` in any project I work on and I create a new file in that folder any day I'm working on a project that's dated (e.g. `project/status_docs/2","author":"cootsnuck","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","self_reference","natural_digressions"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625495"},{"id":"eac13a39-250b-4eb1-91f9-9e91e02aecd8","source":"hackernews","source_id":"48636722","content_type":"comment","title":null,"body_preview":"I have had a computer completely get fried when working on something. I did lose the project memory with Claude. Even when everything was in GitHub and was working in OneDrive it still took some time ","author":"juhnu85","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0.6540905011604397,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636722"},{"id":"16d4b566-59ec-479d-97ea-b792ff77825b","source":"hackernews","source_id":"48623577","content_type":"comment","title":null,"body_preview":"I apparently use Claude differently the most people who talk about using Claude on the internet.\nI’ll typically have a bunch of short sessions over the course of a day. Anytime I start a task that isn","author":"mikeocool","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623577"},{"id":"586f5263-29bb-421a-b6f1-491da65a0b01","source":"hackernews","source_id":"48627842","content_type":"comment","title":null,"body_preview":"Beautifully written. Was this a note to self. If so amazing.","author":"uberex","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_indicators"],"bot_score":0.10752916801331155,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627842"},{"id":"8a96ade2-d473-480c-8394-dffccb970579","source":"hackernews","source_id":"48628443","content_type":"comment","title":null,"body_preview":"Dupe: https://news.ycombinator.com/item?id=48622814","author":"zeech","classification":"human_created","confidence":0.7,"indicators":["platform_fluency"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628443"},{"id":"3f4e533c-4d58-4fab-8415-34792376edd8","source":"hackernews","source_id":"48627720","content_type":"comment","title":null,"body_preview":"> Now a question: Since we're obviously thousands of times better at producing compilers than we were fifteen years ago, so much so that a single undergraduate can write a passable one in four months,","author":"photios","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627720"},{"id":"901507b9-da13-4bad-bd47-2dbbe1e32e91","source":"hackernews","source_id":"48631429","content_type":"comment","title":null,"body_preview":"AI propaganda crew hasn't rolled on yet today; not seeing the \"it's different now, code is cheap/free with AI\" messaging yet.\n80% of the cost is maintenance, and all software dies so there will always","author":"dwoldrich","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631429"},{"id":"417a3c2c-732f-4b5c-9d7a-f15744dc295c","source":"hackernews","source_id":"48630149","content_type":"comment","title":null,"body_preview":"I like this. Really paints a picture of what we  are progressing towards. The tools we needed to build the tools we need to build. And the fact that it all boils down to getting the computer to do the","author":"hectdev","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 Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630149"},{"id":"4ad1c6db-9414-4cc5-9f8e-03630dcc3cbd","source":"hackernews","source_id":"48628185","content_type":"comment","title":null,"body_preview":"The definition of \"passable compiler\" in 1992 must have been very different from what it is today; while third year students write interpreters and compilers, nobody would call them useful or passable","author":"KptMarchewa","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628185"},{"id":"6fd74fec-9fc6-47b7-a41b-58678e8a45f8","source":"hackernews","source_id":"48630965","content_type":"comment","title":null,"body_preview":"I never hear anyone talk about big-O notation anymore ...\nNowadays it's all about optimizing the same old algorithms but on a GPU.","author":"amelius","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12295726910471227,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630965"},{"id":"317e5e35-d80f-4cce-b6a8-68bc83594739","source":"hackernews","source_id":"48629161","content_type":"comment","title":null,"body_preview":"I agree with the overall point of the article, but I feel compelled to be _that guy_ and point out that most of IBM's systems programming involved various dialects of PL/I, not Fortran, and they went ","author":"ch_123","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629161"},{"id":"dc1371df-bdb8-43d3-85c8-d7fa76330e83","source":"hackernews","source_id":"48629093","content_type":"comment","title":null,"body_preview":"How did we get so much better at writing compilers? Was it a better understanding of how to make syntax trees with ADTs etc?","author":"adamddev1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629093"},{"id":"a0f5c1ac-7ee0-49db-9940-55a875a43e79","source":"hackernews","source_id":"48628266","content_type":"comment","title":null,"body_preview":"Fortran H was faster than the fastest punchcard feeder of the time. That bottleneck is unfortunately long gone, without the same magnitude of improvement on the other side. (Physical limits, amazing o","author":"shakna","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628266"},{"id":"f38f5a81-6a35-4370-bf4c-5b0dc076f22b","source":"hackernews","source_id":"48631717","content_type":"comment","title":null,"body_preview":"I went to the University of Arkansas in the fall of 1993, into Computer Systems Engineering, and we were the first freshman class to work on C/C++ as a primary language to be learned, instead of FORTR","author":"diseasedyak","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631717"},{"id":"fd538891-3cf8-438c-8e0f-7a0893484153","source":"hackernews","source_id":"48631118","content_type":"comment","title":null,"body_preview":"> We don't really know how to program yet, or how to manage our programs. We don't really know what we want to say or how to say it. We don't have good computer languages for expressing what we want t","author":"fsmv","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631118"},{"id":"8c75c3f7-4efd-4d04-a2eb-a4a4a3ca906e","source":"hackernews","source_id":"48628897","content_type":"comment","title":null,"body_preview":"Beautifully written but when the lack of a better compiler gets attributed to rational actions my brain glitched.  That’s not fitting my mental model of how big corps operate at all!\nOccam’s razor IBM","author":"wood_spirit","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628897"},{"id":"61e60f33-4674-4834-9e59-90e6d2b7e6a8","source":"hackernews","source_id":"48631166","content_type":"comment","title":null,"body_preview":"> Computer programming is still a black art. It's less than fifty years old, and nobody is very good at it yet. We can make better tools than we know how to use.\nI don't think this has changed much at","author":"miyoji","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631166"},{"id":"e76be28b-99d0-42a7-ae96-1b5595f2906a","source":"hackernews","source_id":"48621482","content_type":"comment","title":null,"body_preview":"Related. Others?\nThe Wrong Abstraction (2016) - https://news.ycombinator.com/item?id=35927149 - May 2023 (69 comments)\nThe Wrong Abstraction (2016) - https://news.ycombinator.com/item?id=27095503 - Ma","author":"dang","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11559065933852997,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621482"},{"id":"1038bbf7-3762-4c7f-9a30-c36c99feae20","source":"hackernews","source_id":"48627384","content_type":"comment","title":null,"body_preview":"Whilst I understand cases in which duplication is preffered. I generally think abstractions are underused. Sometimes I would abstract something away that is only done once, not because i want to have ","author":"jwpapi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1380956727387624,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627384"},{"id":"6b9f2dc6-04b5-42b7-8135-769e5712cffa","source":"hackernews","source_id":"48624708","content_type":"comment","title":null,"body_preview":"Nice to see Sandi mentioned! If anyone liked her philosophy / writing style I highly recommend you check out her books\nI read “Practical Object-Oriented Design (POODR)” ages ago at this point, but it ","author":"skreem","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":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624708"},{"id":"27272dd9-ec1b-4beb-be6c-1079f240bb72","source":"hackernews","source_id":"48635453","content_type":"comment","title":null,"body_preview":"If you know..\nSoftware Design for Flexibility:\nHow to Avoid Programming Yourself into a Corner\nby Chris Hanson and Gerald Jay Sussman\nhttps://archive.org/details/software-design-for-flexibility_...","author":"so-cal-schemer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635453"},{"id":"73b56a1a-6e9c-481e-b0f1-132192974e57","source":"hackernews","source_id":"48636432","content_type":"comment","title":null,"body_preview":"I'm sorry, this is a news site.  OpenAI has been a fraud for not just months, but years now, so this isn't a news story ;)\nAlso, who posts Youtube videos to Hacker News?","author":"hungryhobbit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636432"},{"id":"487f4f07-12ba-45c8-962b-22bc41bc889c","source":"hackernews","source_id":"48627890","content_type":"comment","title":null,"body_preview":"Social housing in the West is rewarding the bad habits of the people under the pretext that they need help. Every social housing place a like wound in the city and normal residents run away from those","author":"zkmon","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","over_qualification","missing_platform_voice"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627890"},{"id":"809bd0e6-ba62-4605-b1ec-28a5e9a9decb","source":"hackernews","source_id":"48629395","content_type":"comment","title":null,"body_preview":"When people can simply get away with not paying rent, what sort of sucker would pay rent?","author":"snvzz","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629395"},{"id":"e93b56fc-b025-4857-87ca-523b5b5eb4c0","source":"hackernews","source_id":"48629286","content_type":"comment","title":null,"body_preview":"Given the absence of other data, I’d say the lack of consequences is the driver.\nhttps://www.macrotrends.net/4694/new-york-city-area-unemploy...\nNYC even before covid was renter friendly and difficult","author":"nobodyandproud","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions"],"bot_score":0.25,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629286"},{"id":"a4b15814-2fd2-4783-b74c-0368f5a1550c","source":"hackernews","source_id":"48623648","content_type":"comment","title":null,"body_preview":"People can't afford to live and food comes before paying your landlord? Economy is fucked right now. Income inequality pushes any gains into the hands of the wealthy.\nAnd frankly, more and more people","author":"gacgacgac","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.24202132337934415,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623648"},{"id":"39d2c91b-2763-4954-aac0-5f602ef6d05f","source":"hackernews","source_id":"48625546","content_type":"comment","title":null,"body_preview":"Why isn't it automated yet? You delay your rent and your door key stops working.\nAlso perhaps there should be a new field for startups (yes i'm aware of 'proptech' but there has to be more than that),","author":"anovikov","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625546"},{"id":"aaa91ede-522b-4552-9a0f-d0f7f0fb2f52","source":"hackernews","source_id":"48626960","content_type":"comment","title":null,"body_preview":"the article said asset managers claimed rent collections went from 94% to 89% - wow such a drop! they fail to highlight that these assets are theirs to own indefinitely!","author":"RAGcontent","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626960"},{"id":"cff463a4-41da-40c0-9cc4-99b0b2fecc47","source":"hackernews","source_id":"48624669","content_type":"comment","title":null,"body_preview":"All slack has been removed from society. All pricing has been maximized. Every interaction capitalized. Every point of extraction extracted from.\nPeople living in these situations now live from crisis","author":"_DeadFred_","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624669"},{"id":"f26b9962-ed82-421b-8964-24e2182b6b2e","source":"hackernews","source_id":"48628194","content_type":"comment","title":null,"body_preview":"There's a limit to every city, and just building new infrastructure won't solve everything. It always lags behind demand and there are space constraints, budget constraints and countless other limitat","author":"outime","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628194"},{"id":"0c6cbf0f-4add-4a13-902c-cafeb1dff60e","source":"hackernews","source_id":"48623782","content_type":"comment","title":null,"body_preview":"i occasionally come across some of the forums and online groups of landlords and the things they have to deal with, particularly in cities with strong protections for the tenants and its interesting t","author":"toofy","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","semantic_blandness","missing_platform_voice"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623782"},{"id":"c7f3b14e-2961-495f-8cb2-7967f81c20d9","source":"hackernews","source_id":"48625356","content_type":"comment","title":null,"body_preview":"> The uptick in rental delinquency isn’t new. It started six years ago\nIt has nothing to do with Mamdani, for those of who don't want to bother to read. Most of this occurred under Eric Adams's watch.","author":"BoxFour","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","anecdotal_observation","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625356"},{"id":"7c6cb8b8-8e77-4964-8bfc-25a14dd2bdd2","source":"hackernews","source_id":"48625987","content_type":"comment","title":null,"body_preview":"For those looking for the actual data. It's from 2024 - says nothing about the current situation.\n* ~37K affordable housing units (baseline) across ~400 projects\n* 89% rent collection rate (down from ","author":"epsteingpt","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","strong_opinions","platform_fluency","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625987"},{"id":"5dc9e492-fed3-45a4-8392-ba20f74abab7","source":"hackernews","source_id":"48627991","content_type":"comment","title":null,"body_preview":"As someone who is learning Japanese and is struggling through learning conjugations.... this is not explained simply to me.\nMaybe it's because I'm at a different part of my learning journey, but this ","author":"sevenseacat","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627991"},{"id":"1e6670e5-70aa-4be4-88e4-32786db8d598","source":"hackernews","source_id":"48627804","content_type":"comment","title":null,"body_preview":"Looks good.  It essentially separates phonotactics out of conjugation patterns instead of conflating them, which works also very well with how I learn languages.  How to conjugate then breaks down to ","author":"beeforpork","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.18359858511000945,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627804"},{"id":"acfde260-2107-40a2-ad2f-7101abcc930c","source":"hackernews","source_id":"48629765","content_type":"comment","title":null,"body_preview":"While we are on the subject of Japanese and since everyone criticises the author, any resource recommendations or otherwise good practices to share with a fellow Japanese learner?","author":"etrvic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629765"},{"id":"5cb1c350-3559-4466-9684-e57c62306612","source":"hackernews","source_id":"48623967","content_type":"comment","title":null,"body_preview":":(\nRomaji are great, and in some ways more instructive because they reveal patterns which are otherwise a little hidden. You just have to realize that S+I is shi, T+U is tsu, etc. I don’t want to get ","author":"klodolph","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","niche_expertise","strong_opinions"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623967"},{"id":"3413a566-2904-4ddc-bba1-9c616a2e20b8","source":"hackernews","source_id":"48624060","content_type":"comment","title":null,"body_preview":"Here's how I was taught verb conjugation.\nFirst, we learnt verbs in the -masu form.  Nomimasu, tabemasu and so on.\nThen we learnt this song (to the tune of Clementine)\nchi  ri  i  tte\nmi ni bi  nde\nki","author":"laurieg","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","personal_anecdote","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624060"},{"id":"dbc593e3-ed61-44a8-a7f1-481c6f81ea44","source":"hackernews","source_id":"48627945","content_type":"comment","title":null,"body_preview":"A plug for my favourite book here. Richard Webb's 80/20 Japanese covers these topics extremely well, and in a very logical / productive order for a foreign speaker.\n(and it comes with very enjoyable a","author":"tpoacher","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627945"},{"id":"48098c20-ffd6-4c56-8f87-95b180634f36","source":"hackernews","source_id":"48624251","content_type":"comment","title":null,"body_preview":"I started to learn Japanese 30 years ago, and in my experience the people who try to be smart and build systems almost never get decent. It’s procrastination while thinking they’re actually productive","author":"eska","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624251"},{"id":"2a8a5cfa-1c60-41fa-9af0-363000dabae7","source":"hackernews","source_id":"48624458","content_type":"comment","title":null,"body_preview":"One big change I had when learning Japanese was that someone introduced to me Cure Dolly videos on YouTube, and it has been an eye-opener: All these verb conjugations are actually attaching another ve","author":"kenrick95","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624458"},{"id":"8129ff4f-6dbb-471e-beda-1d006c2e6341","source":"hackernews","source_id":"48630589","content_type":"comment","title":null,"body_preview":"IIRC linguists (like, actual academic researchers) prefer to “break up” kana and analyze the consonant and vowel separately when dealing with conjugations. Treating kana as indivisible units is AFAIK ","author":"BalinKing","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630589"},{"id":"09ad00ba-2cde-4bcc-acfa-5d1199a3fb9c","source":"hackernews","source_id":"48624579","content_type":"comment","title":null,"body_preview":"> why romaji is actually good\nIt isn't. It falls slightly apart in the `s` column, and completely in the `t` column which contains both \"chi\" and \"tsu\". It also breaks for godan words that end in \"u\" ","author":"refactor_master","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","niche_expertise","platform_fluency"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624579"},{"id":"21e364a9-ea4a-4f0c-9e23-6f50e71f2d2b","source":"hackernews","source_id":"48624117","content_type":"comment","title":null,"body_preview":"Up until just last year \"si\" \"ti' and \"tu\" were the proper official way to romanize \"shi\" \"chi\" and \"tsu\": https://en.wikipedia.org/wiki/Kunrei-shiki","author":"BigTTYGothGF","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624117"},{"id":"5cc89062-f48d-478b-b5a5-e820e1652761","source":"hackernews","source_id":"48627887","content_type":"comment","title":null,"body_preview":"Don’t want to sound negative, just want to share my observations as someone who’s been actively learning Japanese for a couple of years. I much prefer how Japanese people actually teach verbs: 一段 (ich","author":"zerof1l","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627887"},{"id":"2fe43099-37f9-4464-a922-21872bf6c6ed","source":"hackernews","source_id":"48625821","content_type":"comment","title":null,"body_preview":"The comments to this article are another example of something I see so often in Japanese language learning dicussions I see online. It's always filled with debate, disagreement, arguements over incred","author":"famahar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625821"},{"id":"3cba5817-e497-4bb7-8087-fd47e150bae3","source":"hackernews","source_id":"48629503","content_type":"comment","title":null,"body_preview":"https://www.bfs.admin.ch/bfs/de/home/statistiken/bevoelkerun...\nScroll down to Gelernte Sprachen (=Languages being learned).\nThe data of the Swiss Federal Bureau of Statistics confirms that among lang","author":"lynguist","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","template_phrases"],"bot_score":0.25,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629503"},{"id":"a63bd9e5-e296-4218-a796-205207be2e60","source":"hackernews","source_id":"48624860","content_type":"comment","title":null,"body_preview":"I've found that any resource relying on any romaji after the first chapter or two is often a complete waste of time.\nIt slows down beginners needing to make the hard jump, since romaji is never used e","author":"Larrikin","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.06498589592716363,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624860"},{"id":"871aee55-cf76-4fc4-a78b-538ac2c2e95f","source":"hackernews","source_id":"48635424","content_type":"comment","title":null,"body_preview":"Agree with others that grouping verbs into -ru and -u verbs is a weird choice that only kicks the can down the road. I get why a textbook like Genki does this, i.e., not wanting to throw terms like 「一","author":"sicvita","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":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635424"},{"id":"a0f79d0e-c1e4-43a7-8795-219f7fc3fb6c","source":"hackernews","source_id":"48624012","content_type":"comment","title":null,"body_preview":"As someone that recently went through an introductory Japanese course in Japan, I don't find this much different than how it's taught. Or maybe I'm missing something?\nIt seems like the article is tryi","author":"yoyonamite","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 Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624012"},{"id":"3d2bad1e-59c6-43c4-a8ce-3fe46dae74b0","source":"hackernews","source_id":"48623831","content_type":"comment","title":null,"body_preview":"> now let's try to apply the rules:\n> hanas* + (i)masu = hanasimasu (wrong!)\nI had to stare at this for a while to figure out why the author thought it was wrong. \"si\" is rendered as し on every IME ke","author":"wren6991","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.08526595735750267,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623831"},{"id":"9c3f33ca-2837-4f6b-a209-0332a30b5a81","source":"hackernews","source_id":"48628544","content_type":"comment","title":null,"body_preview":"Wow, there is a lot of negative gatekeeping on learning Japanese in this thread. I recommend people chill out.\nDan, this is cool, and I can tell you enjoyed writing this up and thinking it through as ","author":"vessenes","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","absence_of_ai_signals"],"bot_score":0.09980063685775832,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628544"},{"id":"d297e26e-06a2-434d-9cc4-b2b44f1af433","source":"hackernews","source_id":"48625885","content_type":"comment","title":null,"body_preview":"There are lots of people in the comments somehow offended by the author's genuine excitement over the method that worked well enough for them that they wanted to share it.\nAs someone who's never tried","author":"valzevul","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625885"},{"id":"79afedbf-3a4d-41dc-9e4c-cec8f534015b","source":"hackernews","source_id":"48630518","content_type":"comment","title":null,"body_preview":"The page had so many LLM-isms that I just can't make sense of.\n> 18,600+ Engineering years invested in vehicle safety to date\nWhat does this even mean?\n> 7,000,000 Lines of safety-assessed code\nAre we","author":"yogorenapan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630518"},{"id":"6ccc6f53-0d7d-4af9-92f2-71d3e4159ba1","source":"hackernews","source_id":"48634997","content_type":"comment","title":null,"body_preview":"IMO, this LLM-generated crap must be flagged. Doesn't matter that it came from Nvidia.","author":"akomtu","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.24999999999999997,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634997"},{"id":"0de2c308-778a-4051-80cb-a7f15887c091","source":"hackernews","source_id":"48632333","content_type":"comment","title":null,"body_preview":"This is a weird way for Nvidia to announce they're going out of business.","author":"DiabloD3","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632333"},{"id":"f20d9359-adf8-47c5-aaf9-b442ee38097c","source":"hackernews","source_id":"48632136","content_type":"comment","title":null,"body_preview":"I miss when Nvidia made GPUs for games and my OpenCL renderers. What is this trash...","author":"pixelpoet","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632136"},{"id":"7b192c52-337f-459e-8cce-47e72534c7b2","source":"hackernews","source_id":"48632616","content_type":"comment","title":null,"body_preview":"Is anyone else amused that the car shown on the landing page looks a lot like a Tesla Model Y, which famously does _not_ use any Nvidia chips (Tesla onboard computers have been AMD based for some time","author":"ykl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632616"},{"id":"1da11061-a24a-40f1-a924-b93887539a53","source":"hackernews","source_id":"48632518","content_type":"comment","title":null,"body_preview":"Can this safety system safely solve the safety problem of driving with safety on a safe thin layer of fresh safe snow ?","author":"speedgoose","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632518"},{"id":"6eaf42cd-be96-43ab-88fc-68cf6f076734","source":"hackernews","source_id":"48631583","content_type":"comment","title":null,"body_preview":"Probably the only way to catch up to Waymo's technical lead is for every other player to collaborate. The world dearly needs another self-driving car option.","author":"xnx","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.10744187312855835,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631583"},{"id":"6f79b316-37f5-4848-9e77-08739fb3ac70","source":"hackernews","source_id":"48630789","content_type":"comment","title":null,"body_preview":"I wonder if this product might be dangerous. Some subtle cues might assay my fears...","author":"tetris11","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630789"},{"id":"85d4a997-a637-4d23-a3a6-e261b4be5787","source":"hackernews","source_id":"48633155","content_type":"comment","title":null,"body_preview":"While this is fascinating, it's not a (brand-)new development.\nHere's Archive.org's copy of the page from 2025 in September, their earliest copy:\nhttps://web.archive.org/web/20250920031549/https://www","author":"no_news_is","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633155"},{"id":"36f8e3d3-c167-47d3-adab-733fba702dfc","source":"hackernews","source_id":"48630987","content_type":"comment","title":null,"body_preview":"18,600 engineering years sounds impressive to someone because it is the bulk of a career for 1,000 engineers. But it is less than two years for 10,000 engineers. The depth of understanding really hing","author":"svnt","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630987"},{"id":"a702018f-21f1-403a-80fb-5fbddc5933a5","source":"hackernews","source_id":"48633393","content_type":"comment","title":null,"body_preview":"Someone please give Nemotron a thesaurus. This reminds me of the early days of SEO, where you try to hit 1% keyword density.\nThe new game is finding a single sentence with the most instances of \"safe\"","author":"mNovak","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633393"},{"id":"1b4548e7-95c5-47d3-9834-7f7486978d94","source":"hackernews","source_id":"48632461","content_type":"comment","title":null,"body_preview":"Halos == HAL OS ?  That didn't work out so well in 2001","author":"nsb1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632461"},{"id":"29e65ebf-5595-47ee-be9a-a52adf8f4739","source":"hackernews","source_id":"48630799","content_type":"comment","title":null,"body_preview":"I'm very exciting for Nvidia to meaningfully enter this space. I know they've been working on autonomous vehicles for a while now, but it seems like they are approaching a real product. Hopefully, the","author":"x187463","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630799"},{"id":"c5bb4abe-6a6b-44f1-b68f-46aed673221d","source":"hackernews","source_id":"48630852","content_type":"comment","title":null,"body_preview":"I personally found this NVIDIA move very interesting. Automakers generally do not want to become frontier AI infrastructure companies and they love technology standardization.\nThe real technical chall","author":"lucamark","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.13014146006849073,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630852"},{"id":"21209d85-2328-473a-b5b0-7c241758d0ff","source":"hackernews","source_id":"48630562","content_type":"comment","title":null,"body_preview":"I noticed too much use of the word \"safety\", like the LLM was told to emphasise it, so I did a little test: randomly scroll and move the mouse without looking, is there \"safety\" in there? I did it for","author":"mrd3v0","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630562"},{"id":"f7f0bde7-d839-49b5-a7b0-76c43fcb21d5","source":"hackernews","source_id":"48626801","content_type":"comment","title":null,"body_preview":"I get this a lot. Yeah, you can have an LLM copy what I've built, no it's not going to be as good unless you also spend the equivalent of the amount of hours I've spent on it.","author":"a_t48","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","self_reference"],"bot_score":0.07601799534518681,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626801"},{"id":"375cc490-48b3-4e70-9ffb-fd6d973abea7","source":"hackernews","source_id":"48633113","content_type":"comment","title":null,"body_preview":"But software is never sold to endusers, only licensed","author":"LocalH","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633113"},{"id":"f3bd8104-561c-4070-89f7-49bc29d27353","source":"hackernews","source_id":"48626624","content_type":"comment","title":null,"body_preview":"I feel like my HN comments fall now into 3 categories :\n- free software exists since the 80s, having software that costs literally 0, not even being \"very cheap\" is NOT new\n- Goodhart's law where we g","author":"utopiah","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.11535887214672222,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626624"},{"id":"383347c5-aa23-416a-9cad-904f0a088be4","source":"hackernews","source_id":"48628100","content_type":"comment","title":null,"body_preview":"Actually the math is worse.\nEvery new line increases dramatically the complexity of the software which requires more cost and most maintenance. If you stop at a single tool this is still manageable.\nI","author":"_pdp_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11910242141011924,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628100"},{"id":"84205e34-f0b5-49f7-ac93-daa6f9782190","source":"hackernews","source_id":"48623897","content_type":"comment","title":null,"body_preview":"> Are you crazy?! Anything you ship can be instantly displaced by an internal package built by an LLM!\nThat's funny, the first thing every LLM I use generally does is install a bunch of third party pa","author":"andai","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.10523668958093657,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623897"},{"id":"f72c5269-058a-4009-88b3-4f8c92157db4","source":"hackernews","source_id":"48627516","content_type":"comment","title":null,"body_preview":"> One user there posted about how his company had been spending $400/mo on Atlassian’s Jira. He’d felt personally slighted by this outrageous bill, so he’d had his team build a new internal task track","author":"gherkinnn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627516"},{"id":"e460c11c-44f2-426b-a170-af3d7a7ddd8a","source":"hackernews","source_id":"48628700","content_type":"comment","title":null,"body_preview":"This is quite an interesting one to me because dotnet has a couple of job queues, with hangfire (hangfire.io) probably being the main one. I've used hangfire for years and it's OK, but it was lacking ","author":"satnhak","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628700"},{"id":"44540779-a16c-4ede-b1e4-6d3ce2149136","source":"hackernews","source_id":"48625257","content_type":"comment","title":null,"body_preview":"As someone who built a niche SaaS I can see both sides of this.\nIf you are looking to replicate the exact same feature set of an existing product - buying would almost always be a better choice.\nBut i","author":"andreybaskov","classification":"human_created","confidence":0.78,"indicators":["self_reference","niche_expertise","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625257"},{"id":"5e19c4c2-c154-4d61-9757-e7f97b13afcf","source":"hackernews","source_id":"48627218","content_type":"comment","title":null,"body_preview":"I feel like the build threshold discussed is _extremely_ optimistic?\n> But does that always hold true? Let’s take the other side for a second by examining a much higher-priced SaaS product. Gemini rep","author":"xyzzy123","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627218"},{"id":"c17d5357-406b-4de6-83f0-1ded9b19c5b6","source":"hackernews","source_id":"48625831","content_type":"comment","title":null,"body_preview":"This looks like something that every serious C++ programmer should be reading.","author":"zombot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625831"},{"id":"d696aeef-9331-4487-be6a-3a6d2faeca52","source":"hackernews","source_id":"48626630","content_type":"comment","title":null,"body_preview":"If people are interested in this stuff, this is the house style guide that I've ended up with in mid 2026, its great-great-great grandparents were at Google, which informed Greg Badros and Mark Rabkin","author":"reinitctxoffset","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","opinionated_stance","natural_digressions"],"bot_score":0.24353985933122793,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626630"},{"id":"e305b243-4dd2-4ac2-a858-8c6547221a58","source":"hackernews","source_id":"48633071","content_type":"comment","title":null,"body_preview":"See also a 3-part article; Advanced C++ Optimization Techniques for High-Performance Applications here - https://news.ycombinator.com/item?id=48265690","author":"rramadass","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13530680468447961,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633071"},{"id":"de1e189e-7d4d-446a-b1db-bba7095041e1","source":"hackernews","source_id":"48630426","content_type":"comment","title":null,"body_preview":"Virtual functions cost a lot less here than I expected.","author":"Blackthorn","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630426"},{"id":"4fded809-ab72-4818-8c76-e090f6a512f0","source":"hackernews","source_id":"48630843","content_type":"comment","title":null,"body_preview":"I'm somewhat dubious about anything talking about low level performance programming at the instruction level that doesn't distinguish between latency and throughput, never mind mention the incredibly ","author":"owlbite","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630843"},{"id":"36bceb99-d991-4587-bc46-ebbf4861009e","source":"hackernews","source_id":"48630877","content_type":"comment","title":null,"body_preview":"what if a language would allow to elegantly pack Optional values?\nso the physical layout has a bit vector with one bit for each optional.  and a popcnt over that bitvector (masked up to the value we'r","author":"froh","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630877"},{"id":"68f95f2f-e249-4706-a709-74d2424a31cb","source":"hackernews","source_id":"48625761","content_type":"comment","title":null,"body_preview":"Article title should be \"Efficient C++ Programming for Modern 64-bit CPUs...\".","author":"egl2020","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625761"},{"id":"d3368c9f-d6a3-4245-a321-890a5c56015c","source":"hackernews","source_id":"48627752","content_type":"comment","title":null,"body_preview":"Because no one has mentioned it here: Lars Andersen is also a right-wing extremist who regularly posts racist content on social media. His privacy/free speech activism seems to be (at least partly) mo","author":"tao_oat","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.13263252099206768,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627752"},{"id":"0e645b0f-8068-41e3-ae19-1a6b6fe6f79d","source":"hackernews","source_id":"48626259","content_type":"comment","title":null,"body_preview":"The archetype of the whining activist. Getting himself in idiotic trouble so he could benefit from the status of a victim and ensuing drama","author":"breppp","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626259"},{"id":"ee8e4b24-f06f-4e69-87e8-c4d0d12e456e","source":"hackernews","source_id":"48625985","content_type":"comment","title":null,"body_preview":"> The prefece to the story is, that I in a kind of roundabout and (I think) humorous way published \"my two favorite numbers\" by spelling out a 10 diget and a 8 diget number with letters. I didn't tell","author":"bawolff","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625985"},{"id":"b826501e-367c-46c3-b27c-8d07654e0542","source":"hackernews","source_id":"48626822","content_type":"comment","title":null,"body_preview":"People didn't blink when Comey posted a photo of 8647 and got indicted for threatening the president, imagine if he posted Trumps SSN.","author":"SG-","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.5384615384615384,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626822"},{"id":"e2d863f9-8a93-44e9-9a3d-d158478c3c75","source":"hackernews","source_id":"48626953","content_type":"comment","title":null,"body_preview":"Nobody in Denmark actually thinks of Lars Andersen as any sort of serious privacy activist. He is a drug-addled moron who just happens to dabble in those things. He's an idiot and contributes nothing ","author":"IceDane","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626953"},{"id":"bfa622df-a264-47fd-a54b-b42a59daa734","source":"hackernews","source_id":"48626667","content_type":"comment","title":null,"body_preview":"I bet he lives in Amager because his door looks very similar to mine when I was living in there.","author":"m00dy","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.14569276282081786,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626667"},{"id":"107ff320-048d-4d1e-901a-9d3b3d0e42f9","source":"hackernews","source_id":"48627533","content_type":"comment","title":null,"body_preview":"If cops are supposedly worried about cameras and believe turning the power off stops it, then put a UPS on the DVR (if present) and each camera.","author":"burnt-resistor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627533"},{"id":"fc0d6a44-60f8-4e9b-b933-37dae1932b6f","source":"hackernews","source_id":"48628092","content_type":"comment","title":null,"body_preview":"Calling yourself a \"privacy advocate\" while gloating that you posted PII is quite something","author":"marysol5","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628092"},{"id":"8f0c944f-d556-465b-a273-12e51e7e6dac","source":"hackernews","source_id":"48629639","content_type":"comment","title":null,"body_preview":"Twitter is even the place for this kind of news? What does people keep there?","author":"seb1204","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629639"},{"id":"077781dd-467e-4343-aeeb-ed4f66ec114b","source":"hackernews","source_id":"48628370","content_type":"comment","title":null,"body_preview":"Whatever Lars may be, the fact that a lawful arrest could not be filmed sucks. I can find other reasons behind needing to cut the circuit breakers during an arrest of a hacker in an effort to secure e","author":"Svendike","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628370"},{"id":"e19e8771-d030-4c9e-897f-12638fcc19fa","source":"hackernews","source_id":"48626935","content_type":"comment","title":null,"body_preview":"i guess they weren't trying to get his computer in a powered up state.","author":"teravor","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1199980552970052,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626935"},{"id":"a6ba6eb2-6723-4a6a-868c-4dd5b8d52d72","source":"hackernews","source_id":"48627853","content_type":"comment","title":null,"body_preview":"A Danish privacy activist (not a protected title) using Google Nest.\nOn a second thought (addendum), ...\n1) Publishing PII like phone number of a high profile person in your society is causing them ha","author":"Fnoord","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627853"},{"id":"bc932a48-841f-49e7-83f4-8e6f7171c592","source":"hackernews","source_id":"48626208","content_type":"comment","title":null,"body_preview":"Privacy advocate with Google-nest cameras inside his home?","author":"bypdx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626208"},{"id":"e838ef3f-ec2e-4621-93b2-8cf460ba305a","source":"hackernews","source_id":"48626061","content_type":"comment","title":null,"body_preview":"> When the two civilian dressed masked men entered the apparentment\nI think this is very irresponsible. What would happen if the owner was armed and harmed the police thinking that they were criminals","author":"selcuka","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0.13780409533145882,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626061"},{"id":"fa681845-ee6d-49d6-9c7e-2e31e34620f1","source":"hackernews","source_id":"48625965","content_type":"comment","title":null,"body_preview":"Pretty tricky by the cops to turn off power directly and to steal his cameras. Shows that if you are concerned something like this would happen to you that you need to invest in more resilient solutio","author":"zazazache","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625965"},{"id":"52976dbc-25f8-4afb-945f-8d8719daec3c","source":"hackernews","source_id":"48626074","content_type":"comment","title":null,"body_preview":"Lars is good at exposing the hypocrisy of the Danish government. In a former case he, sent the exact same threatening text to a prosecutor as that prosecutor had received a police report from a third ","author":"sword_smith","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626074"},{"id":"f5f94c0f-2d6f-4ee2-ab90-5567d32efae8","source":"hackernews","source_id":"48626117","content_type":"comment","title":null,"body_preview":"I'm Danish and lars kragh andersen is a bit of a grey zone. He obviously goes over the line, he tried to put GPS trackers on the cars of ministers. He \"stalks\" their families, and dox their children o","author":"Quothling","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626117"},{"id":"8bd7ad0f-7b9a-4a0e-93f1-250e1036b9b3","source":"hackernews","source_id":"48626575","content_type":"comment","title":null,"body_preview":"The link to Criterion streaming doesn't work for \"Brazil\" (#51) - it shows a list of movies that likely have the word in their synopsis such as \"Kiss of the Spider Woman\" but not the actual film (whic","author":"thombat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626575"},{"id":"afd48166-9456-44af-bfa5-364a50338fbf","source":"hackernews","source_id":"48626785","content_type":"comment","title":null,"body_preview":"This is great, but unusable for people like me that need to have the y axis inverted. It would be amazing if you could add that functionality.","author":"bashtoni","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.13032925006137827,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626785"},{"id":"840b9c3e-bb86-4ef4-a82e-b96adec2b008","source":"hackernews","source_id":"48624177","content_type":"comment","title":null,"body_preview":"you need to add a feature where You can put your self in there with a webcam and record a interview","author":"aarmenante","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624177"},{"id":"a01c772d-bcbe-4b0b-a72e-14d7bfff41a4","source":"hackernews","source_id":"48628310","content_type":"comment","title":null,"body_preview":"Wow! Definitely not what I was expecting. If you turn around and look at the door there's a menu with some filters.","author":"DuncanCoffee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628310"},{"id":"7bbf4190-4d63-4ede-8548-d18632f0729c","source":"hackernews","source_id":"48629120","content_type":"comment","title":null,"body_preview":"If you don't know what the Criterion Closet is, it's a YouTube channel run by Criterion which is a movie publisher/ distributor (?).\nhttps://youtu.be/VsywXM8vMLs?is=YBuq2lZEilUb_B9x\nThe channel has a ","author":"gosub100","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629120"},{"id":"b3684694-6ac0-4dd9-b465-708f888af7af","source":"hackernews","source_id":"48629386","content_type":"comment","title":null,"body_preview":"IMO, the text is in the wrong direction. I thought it felt uncomfortable to read. On my real life bookshelf, it flows from top to bottom.","author":"thedougd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","subjective_opinion"],"bot_score":0.13498589592716362,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629386"},{"id":"c44e8d3b-3855-4316-8343-e616130116b5","source":"hackernews","source_id":"48635302","content_type":"comment","title":null,"body_preview":"Nice...\nlove it, what a shame I couldn't use it more before","author":"LeonRubin","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635302"},{"id":"a655ec97-8448-4131-9a52-4722a3251985","source":"hackernews","source_id":"48624766","content_type":"comment","title":null,"body_preview":"Nice to be reminded of the collection, and another way to present it.\nI want to view the boxes, especially after filtering, grouped near eye level and seeing the faces not just the spines.\nNice to see","author":"mcint","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624766"},{"id":"bd99e519-ebe4-4551-9829-6e0322b3c9ce","source":"hackernews","source_id":"48624253","content_type":"comment","title":null,"body_preview":"I’m going to use the heck out of this!\nJust one suggestion: Could you add another sort order for the list view based on the number of “closet picks”? It would be cool to see which films are most popul","author":"dnlzro","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_expression","specific_suggestion"],"bot_score":0.09498589592716364,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624253"},{"id":"44bea9bc-4784-4e72-935b-c9dfcac24a49","source":"hackernews","source_id":"48629142","content_type":"comment","title":null,"body_preview":"This is impressive! Perhaps this is because I’m from an English-speaking country, but I believe even in the real Criterion Closet, the spine title text orientation is top-to-bottom, rather than bottom","author":"TimC123456","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629142"},{"id":"f50d0495-4fdd-4b41-87b9-5146bf93b21a","source":"hackernews","source_id":"48624800","content_type":"comment","title":null,"body_preview":"Awesome! I recently replaced Netflix for Criterion so this is quite welcome!","author":"davidhariri","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.11538461538461538,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624800"},{"id":"a2e0a190-84cd-41af-9671-abc15fb5e669","source":"hackernews","source_id":"48628054","content_type":"comment","title":null,"body_preview":"The text really needs some better rendering technique. It is very hard to read. Have you considered Slug https://github.com/EricLengyel/Slug ?","author":"klaussilveira","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628054"},{"id":"483cf7b3-63f5-4f21-9c17-5e3a843b60a0","source":"hackernews","source_id":"48634712","content_type":"comment","title":null,"body_preview":"I love this and wasted more time than I want to admit looking through the collection.  This is a closet I hope to own some day.","author":"thrilleratplay","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","personal_goal","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634712"},{"id":"3bad9704-5c85-4045-b405-0ef9ebe224f9","source":"hackernews","source_id":"48627970","content_type":"comment","title":null,"body_preview":"Just btw, the Amazon links are affiliate/tracking.","author":"Cider9986","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.13660618338558025,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627970"},{"id":"d9f4d51e-2ca7-4593-8ba5-a7040b4a5ba2","source":"hackernews","source_id":"48627653","content_type":"comment","title":null,"body_preview":"Nice!\nWould be really nice to have links to director's picks. Eg I clicked on Che, saw that it was in Denis Villeneuve's list, and wanted to check out his other picks.","author":"asymmetric","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627653"},{"id":"4bd16469-746d-4c97-82f6-2ede6264498d","source":"hackernews","source_id":"48637391","content_type":"comment","title":null,"body_preview":"TL;DR the government will switch to post-quantum cryptography within the next five years.","author":"Legend2440","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637391"},{"id":"cf371433-f163-4837-9028-a7ab91922c12","source":"hackernews","source_id":"48636589","content_type":"comment","title":null,"body_preview":"instead of just Anthropic, now we're banning Silicon Valley in general.","author":"thelonelyborg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.300448846068316,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636589"},{"id":"04f00b13-aa27-4552-af18-8ff7656490b9","source":"hackernews","source_id":"48630218","content_type":"comment","title":null,"body_preview":"I'm honestly a bit shocked this was done entirely using declarative macros. Normally when I see such arbitrary syntax I assume it's implemented as a proc macro.","author":"CupricTea","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630218"},{"id":"7f2551e1-7e50-44e1-9671-4dc265ae6c96","source":"hackernews","source_id":"48629323","content_type":"comment","title":null,"body_preview":"This is impressive! I'm supposed to do work today, but now I just want to play with this thing","author":"bigfishrunning","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629323"},{"id":"7602d22f-1711-4b8f-aa69-55dbde93f49a","source":"hackernews","source_id":"48628080","content_type":"comment","title":null,"body_preview":"call/ec at the type level is the surprising part here, most compile-time Lisp implementations stop at basic eval but escape continuations need real control flow reasoning through trait resolution","author":"ElenaDaibunny","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","platform_fluency","imperfect_expression"],"bot_score":0.11780394925698727,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628080"},{"id":"e4709cbb-2552-45cf-a10a-1357feb5f1ae","source":"hackernews","source_id":"48631229","content_type":"comment","title":null,"body_preview":"I was surprised but pleased to see this was a declarative macro rather than a proc macro. While proc macros are more powerful, there's a surprising amount of expressive power in the declarative ones, ","author":"saghm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631229"},{"id":"017de8f4-a87f-4345-a803-005595fe98a7","source":"hackernews","source_id":"48631613","content_type":"comment","title":null,"body_preview":"That is incredible, but I must ask: Beside really getting to know Rust's trait and type system, and besides experimental / educational tinkering, could this have any practical use case?","author":"wuschel","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631613"},{"id":"6f303161-638a-4a1a-a369-188c1a435cdc","source":"hackernews","source_id":"48627603","content_type":"comment","title":null,"body_preview":"It seems the best self-hosted and the worst models served by big providers has some considerable overlap in quality.\nWhatever reason people have to run those (cheaper? backwards compatibility once you","author":"ZeroGravitas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627603"},{"id":"42558aa7-30e9-4b32-90dc-1cfd808bdc17","source":"hackernews","source_id":"48624700","content_type":"comment","title":null,"body_preview":"Open source models are still not good enough for now, but with the current speed of one new SOTA every two months, by this time next year we will definitely have cheap open source models at least as g","author":"linzhangrun","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","imperfect_expression"],"bot_score":0.26136057111815036,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624700"},{"id":"5f4b27cb-cb63-47a0-9f5d-4f0657edb84a","source":"hackernews","source_id":"48626514","content_type":"comment","title":null,"body_preview":"I guess this will happen soon. There are two catalysts needed for this to happen:\n1. Evals that can quickly tell you how much downside there is to switching\n2. Something like OpenRouter that can help ","author":"arttaboi","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0.33112781244591327,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626514"},{"id":"2a69c1ab-aa40-4209-b613-91f267312dbd","source":"hackernews","source_id":"48627735","content_type":"comment","title":null,"body_preview":"There are downsides depending on how good is your harness. Switching the model is easy enough. Ensuring that the harness continues working the way it did is a completely different thing. This is not j","author":"_pdp_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_obvious_ai_signals"],"bot_score":0.11910242141011924,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627735"},{"id":"5ef05b36-c2b0-4c0a-a623-0d2603c90cce","source":"hackernews","source_id":"48624490","content_type":"comment","title":null,"body_preview":"Have you read about Opencode Go? They are great provider for open model, like GLM 5.2, Deepseek v4 Pro, Kimi 2.7 Code. You should give it shot to them :-)","author":"radhitya","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","semantic_blandness","synthetic_empathy"],"bot_score":0.35975702890446715,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624490"},{"id":"d6609f8e-e706-4fe8-b348-1fa169895930","source":"hackernews","source_id":"48624249","content_type":"comment","title":null,"body_preview":"I think the frontier will command premium for sometime just as slight better software developers were 10x's vs their peers as their architecture & development strategies and code approach compounded q","author":"mdale","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 Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624249"},{"id":"b4204b1e-4eb5-45e2-aaf3-b47fec824ac4","source":"hackernews","source_id":"48634347","content_type":"comment","title":null,"body_preview":"What a stupid and pointless article.  It's like OP decided \"I might go for a walk today\" and then wasted his own time writing an essay about how he might go for a walk ... and then wasted hundreds of ","author":"hungryhobbit","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634347"},{"id":"76e3621d-c7b6-4755-803e-39cac50a7d90","source":"hackernews","source_id":"48627750","content_type":"comment","title":null,"body_preview":"It was easy to be a rebel and use Linux when it was clearly competent, but needed hacks and extra elbow grease to get it polished for use. IME, the open models are “not there yet” in terms of capabili","author":"reacharavindh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627750"},{"id":"9959f8c1-8431-44e7-9aec-b160f7178731","source":"hackernews","source_id":"48625242","content_type":"comment","title":null,"body_preview":"I’ve been wanting to get better acquainted with local inference but I don’t have the hardware, which has made me think about something I haven’t seen discussed, which is local collaboratives. The econ","author":"bnj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_personality","semantic_blandness","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625242"},{"id":"d9ae7410-3303-48fb-a063-cbbbac0bf60e","source":"hackernews","source_id":"48626516","content_type":"comment","title":null,"body_preview":"While I agree with some of the gist of the article, 2 remarks:\n1. Unfortunatly in my tests the open models do not (yet?) rival, at least Claude Opus, for software development/engineering and adjacent ","author":"PeterStuer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","synthetic_empathy"],"bot_score":0.13826317028207238,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626516"},{"id":"339188d8-f0c4-481e-a90d-64c33d16593b","source":"hackernews","source_id":"48624965","content_type":"comment","title":null,"body_preview":"Sure. But OpenAI is the same price. Why would I pay $18/month for z.ai when OpenAI is $20/month?","author":"pkulak","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624965"},{"id":"9813fd47-98f9-46ea-9198-49550e53b4af","source":"hackernews","source_id":"48631235","content_type":"comment","title":null,"body_preview":"there is zero downside to not switching though: just use claude while it's good and subsidized, switch if rugpulled","author":"anuramat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.4415037499278844,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631235"},{"id":"8eadad10-a4e4-4aa1-95a5-2a022b9da305","source":"hackernews","source_id":"48625982","content_type":"comment","title":null,"body_preview":"Claude started becoming useful for my coding purposes after it hit version 4.6. After that sure some nice to have additions but I think if I had 4.6 sonnet & opus as open weights, I would not need som","author":"whatever1","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625982"},{"id":"e34b5e67-72b2-4ba3-835a-2267a107906d","source":"hackernews","source_id":"48630443","content_type":"comment","title":null,"body_preview":"What makes an open model worse is ultimately the budget : you have access to worse data, not SOTA models, less GPU compute time, and having a good fine tuning team is extremely expensive.\nLinux works ","author":"GL26","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0.1397455199679255,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630443"},{"id":"2a106af8-ab27-49c0-add4-4b00d33a470e","source":"hackernews","source_id":"48625142","content_type":"comment","title":null,"body_preview":"The headline says one thing, then the article text says this:\n> I’m hoping it’s going to be minimal.\nI have multiple subscriptions and I pay per token to try out different LLM providers through OpenRo","author":"Aurornis","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.13294314925171122,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625142"},{"id":"2b633398-332e-49c1-8425-86f876fcd67e","source":"hackernews","source_id":"48627994","content_type":"comment","title":null,"body_preview":"What's amazing about these models is they are effectively a distillation of the internet in something that can fit onto your local machine [1] and be queried via natural language.\n[1] It seems inevita","author":"DrScientist","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627994"},{"id":"6ba5010b-0c8f-42b0-9e3f-1a044ea24178","source":"hackernews","source_id":"48628179","content_type":"comment","title":null,"body_preview":"I find the attitude shown in this post very surprising. On the one hand, the post starts with a story of adopting Linux and other FOSS. The core of FOSS is giving its users the ability to understand a","author":"tumdum_","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions","semantic_blandness"],"bot_score":0.09498589592716364,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628179"},{"id":"a391779c-ba26-4236-8ac8-e68719363d92","source":"hackernews","source_id":"48624096","content_type":"comment","title":null,"body_preview":"I think it's interesting that people write off open weight models because they're \"a few months behind\" proprietary models.\nI know LLMs move at the speed of light (especially these past few quarters),","author":"julianlam","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624096"},{"id":"a7ba18f3-b60a-4aea-a1da-fb441c99fcef","source":"hackernews","source_id":"48625716","content_type":"comment","title":null,"body_preview":"> Open models are served via various means, some by the companies that released them and some by third parties like OpenRouter. Unfortunately, both of these  routes are dodgier in terms of privacy and","author":"coffinbirth","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625716"},{"id":"f3f2cabe-053e-45f1-81b9-a1890af31366","source":"hackernews","source_id":"48632899","content_type":"comment","title":null,"body_preview":"This can't be for real.\nThe title asserts there is minimal downside to switching to open models, but the article provides zero evidence that this is true, and the author hasn't even attempted it yet. ","author":"spiralcoaster","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.17200019334031563,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632899"},{"id":"38040550-2904-4d23-a030-7a28d34ad2a5","source":"hackernews","source_id":"48624920","content_type":"comment","title":null,"body_preview":"From a sovereign AI perspective, how does this compare to Mistral?","author":"JSR_FDED","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1366957910110502,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624920"},{"id":"020e7ddb-305a-4e75-a082-1d40f5085a56","source":"hackernews","source_id":"48626206","content_type":"comment","title":null,"body_preview":"Being childish I https://oss.zuericitygpt.ch/?q=hello+talk+like+a+pirate","author":"uberex","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.10752916801331155,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626206"},{"id":"d3fd43bc-ace3-4521-867e-d4251ebd49bd","source":"hackernews","source_id":"48623927","content_type":"comment","title":null,"body_preview":"I'm curious to know what stuff like this means for cohere? Their whole value prop is Sovereign AI. It seems they spent a lot of money developing models but own none of their own infra, what is the poi","author":"neom","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_emotion","strong_opinions"],"bot_score":0.11080804690972944,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623927"},{"id":"c607e73e-d9d2-4d29-b7c5-58f11a84ab94","source":"hackernews","source_id":"48626012","content_type":"comment","title":null,"body_preview":"What's the community's take on Sovereign AI being funded by states around the world?\nWhy the emphasis on sovereign? Open is good enough. No?","author":"naklitechie","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626012"},{"id":"8d58a5e0-0424-466f-b0ea-44bfe41ba8b5","source":"hackernews","source_id":"48629118","content_type":"comment","title":null,"body_preview":"Apertus V1 performance were sub-par. The Team is working on v2 ATM. Looking forward to testing it.","author":"Bobaso","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629118"},{"id":"288f7d27-1a32-4043-8078-0bdce5dfa5fd","source":"hackernews","source_id":"48623654","content_type":"comment","title":null,"body_preview":"I am curious about how opt-outs and PII removal work.\nWho confirms those requests are legit?","author":"jawns","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623654"},{"id":"d48c35a2-bff3-4620-9813-8abfc757925c","source":"hackernews","source_id":"48624540","content_type":"comment","title":null,"body_preview":"Sort of interesting license not sure if anyone will do it long term.\nThe training data and the Apertus LLM may contain or generate information that directly or indirectly refers to an identifiable ind","author":"zitterbewegung","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","semantic_blandness","human_indicators_absent"],"bot_score":0.1593954857708293,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624540"},{"id":"a170b3ec-8534-49ef-8b9e-013d6a2f5e31","source":"hackernews","source_id":"48623579","content_type":"comment","title":null,"body_preview":"A chat interface where you can try Apertus:\nhttps://chat.publicai.co","author":"reconnecting","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.12138146337681277,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623579"},{"id":"f6dd3038-f316-4313-9e6e-36ffa238f2ae","source":"hackernews","source_id":"48625808","content_type":"comment","title":null,"body_preview":"You might dismiss it as nothing but the Linux analogy does not work here either. It is more than that and direct threat to commercial AI labs and their business model. These labs are milking bunch of ","author":"wg0","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0.14208067227186036,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625808"},{"id":"2fc72215-29e4-4586-b23a-7ea9f21f5187","source":"hackernews","source_id":"48623524","content_type":"comment","title":null,"body_preview":"By far the most impactful product of the Apretus project are the people. To quote a memorable line from Dominique Paul (https://www.thisiscrispin.com/):\n> What most people miss IMO is that this is not","author":"mrshu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623524"},{"id":"c818046e-3869-4466-8e64-47a7dc087140","source":"hackernews","source_id":"48624346","content_type":"comment","title":null,"body_preview":"this sort of digital accessibility fascinates me. I'd love to get into working in that field.","author":"senectus1","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","personal_interest","terse_replies"],"bot_score":0.21576290068228915,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624346"},{"id":"c09c1faf-e5b2-4829-b636-13142aa51d37","source":"hackernews","source_id":"48628253","content_type":"comment","title":null,"body_preview":"curious how playability handles the false positive problem with expressions though, involuntary facial movements must trigger inputs constantly","author":"ElenaDaibunny","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.11780394925698727,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628253"},{"id":"685495a5-0f23-43b5-b3d3-f267c9ab8c35","source":"hackernews","source_id":"48625047","content_type":"comment","title":null,"body_preview":"There are several Twitch streamers with similar setups.\nIt's discouraging when they haven't streamed for a while like NoHandsKen, though I'm surprised to not find any evidence of a couple streams 3-6 ","author":"password4321","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.08150377768761759,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625047"},{"id":"f19170a1-1f65-47d4-9c45-87762265f0c5","source":"hackernews","source_id":"48625663","content_type":"comment","title":null,"body_preview":"It's really great to see paths forward despite extreme difficulties. My late friend would have been interested in all of these setups, especially the facial tracking. Thank you for sharing this.","author":"DigiEggz","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625663"},{"id":"1717f211-4aae-4813-948a-4a40deb95412","source":"hackernews","source_id":"48626215","content_type":"comment","title":null,"body_preview":"It occurs to me that some of this could be really useful to implement into SteamInput for players with disabilities. Someone really needs to show this article to Valve.","author":"Firehawke","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626215"},{"id":"a73e9026-472b-4b95-b032-5b8f07f3d868","source":"hackernews","source_id":"48627017","content_type":"comment","title":null,"body_preview":"That's cool !\nKind reminder that you can be disabled and still kick ass in videogames. I have in mind Brolylegs (RIP) [1] who ranked very well in competitive Street Fighter 4, despite having to play w","author":"PetitPrince","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627017"},{"id":"461fd053-5c02-43c2-9ab1-803d9c53ffa8","source":"hackernews","source_id":"48635370","content_type":"comment","title":null,"body_preview":"Very cool. I have a friend with cerebral palsy and he has very little movement in his hands. I'd love to connect him with these kinds of devices but he has an intellectual disability that makes it esp","author":"tsol","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635370"},{"id":"5386ab8b-b3b9-4f2d-9ef7-b5598cf640fb","source":"hackernews","source_id":"48625571","content_type":"comment","title":null,"body_preview":"It’s so amazing how far assistive technology has come!\nThis is a fantastic article but I wish he would have included some wish list or constructive criticism, clearly there are areas of improvement!\nB","author":"cobbzilla","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","missing_platform_voice","semantic_blandness"],"bot_score":0.22619047619047616,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625571"},{"id":"6edc09c0-7899-4b48-b8ce-9b0c7ea1855d","source":"hackernews","source_id":"48625346","content_type":"comment","title":null,"body_preview":"Insanely cool blog post.  I had no idea about the XBox Adaptive Controller: https://www.xbox.com/en-US/accessories/controllers/xbox-adap...\nI am surprised that we have not seen some sick setups shared","author":"throwaway2037","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","human_indicator_other"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625346"},{"id":"4d3fa638-32e9-447a-9a59-78a9fb4f1aee","source":"hackernews","source_id":"48632036","content_type":"comment","title":null,"body_preview":"I am a board member of this org, and I wanted to post the link for donation in here. GOAT is dedicated to open sourcing and open copyrighting materials, schematics, and standards for accessibility har","author":"VonGuard","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632036"},{"id":"a70befd4-7ea9-462e-a088-aaa9dc58a6b8","source":"hackernews","source_id":"48631772","content_type":"comment","title":null,"body_preview":"They avoided all those pesky distributed systems problems by making a system that is not distributed. Hell of a claim.","author":"jeffbee","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631772"},{"id":"64230d86-c2db-470a-b08c-f5a2e6de7f97","source":"hackernews","source_id":"48633019","content_type":"comment","title":null,"body_preview":"Curious how people use systems like this or DBOS etc.\nDo you self-host? Do you use the same DB as the application DB? Do you use this for API background jobs, batch jobs, cron jobs?\nAs someone who use","author":"whinvik","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1063020230027719,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633019"},{"id":"130ab9ba-c874-4761-9a45-a464a1d00fce","source":"hackernews","source_id":"48633331","content_type":"comment","title":null,"body_preview":"I was just asking on the Go subreddit for suggestions and River came up.\nMy only hesitation is that many features are locked behind Pro.\nI normally only settle for completely open source tools that I ","author":"absoluteunit1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633331"},{"id":"fd56b009-9eee-4835-9968-31f5383661f3","source":"hackernews","source_id":"48634868","content_type":"comment","title":null,"body_preview":"I was asking around a while ago about better single-node solutions to \"durable workflows\" than Airflow before I was familiar with the terminology. Admittedly, Go + durable workflows in the cloud feels","author":"dwrodri","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634868"},{"id":"e295ce59-136c-406f-b372-45b07665e127","source":"hackernews","source_id":"48632075","content_type":"comment","title":null,"body_preview":"How does it compare to a full-fledged durable execution platform like DBOS[0], which follows the same philosophy? Looks like River does have workflows, but it's locked behind Pro [1].\n[0] https://dbos","author":"hasyimibhar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.08659867975331727,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632075"},{"id":"8d71ddfd-0699-4403-be0c-58502ada7dbf","source":"hackernews","source_id":"48628546","content_type":"comment","title":null,"body_preview":"Last I heard about Minecraft was that MS was pushing AI written code updates, and the game is utterly fucked with insane bugs atm.","author":"everyone","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628546"},{"id":"4112e6fc-0df0-4b9d-bd74-b2c650d1d512","source":"hackernews","source_id":"48627753","content_type":"comment","title":null,"body_preview":"considering the amount of money they are making on Minecraft there is almost no forward momentum with the game. the tech is so dated that you have to go to mods to get basic performance improvements. ","author":"cpill","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627753"},{"id":"db09097c-14c3-406d-862c-d9e2f84d39b0","source":"hackernews","source_id":"48624041","content_type":"comment","title":null,"body_preview":"I thought Minecraft has been using bgfx for a while now.","author":"bellowsgulch","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48624041"},{"id":"fd78b4c2-4d74-4dfd-b565-ad0944a87a32","source":"hackernews","source_id":"48625177","content_type":"comment","title":null,"body_preview":"Meanwhile. Famous people are being banned from multiplayer for \"hate speech\" due to an \"exploit.\" This includes both these people's private and public servers. Imagine being banned from visiting your ","author":"charcircuit","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.14433690214962144,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625177"},{"id":"6dab938b-5a30-4963-958b-2131e91fd349","source":"hackernews","source_id":"48623634","content_type":"comment","title":null,"body_preview":"Is it safe to say that this positively affected me?\nFor the very first time I installed Linux Mint on my old gaming with a 1080 TI and installed Minecraft/Steam. Minecraft ran beautifully and it is Ja","author":"SugarReflex","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.125,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623634"},{"id":"e57fb3f5-d944-444d-89a7-01598f31aed4","source":"hackernews","source_id":"48623866","content_type":"comment","title":null,"body_preview":"I find this choice interesting. Vulkan is a sensible choice given the game is multiplatform (and of course they mention MoltenVK right in the announcement.) Despite that, I still find it interesting t","author":"jchw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0.15408520829727554,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623866"},{"id":"8ba23506-f078-4998-847e-7766ecba78a8","source":"hackernews","source_id":"48636721","content_type":"comment","title":null,"body_preview":"So that is where all that money is going, rewriting a perfectly functional implementation (that you can never retire because OpenGL hardware will remain in use for longer than Microsoft will last) wit","author":"bullen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636721"},{"id":"e2480385-3a59-4f75-bd88-d1747931e873","source":"hackernews","source_id":"48635983","content_type":"comment","title":null,"body_preview":"Solving the paper submission is easy. Just hold frontal interview where the submitter defends their paper. They can't create papers every day and still be knowledgeable about them in depth.\nWe are hur","author":"magic_hamster","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635983"},{"id":"7b795be5-1729-483f-ae8a-566d39a238de","source":"hackernews","source_id":"48625557","content_type":"comment","title":null,"body_preview":"As someone who 'grew up' my career in Silicon Valley my first exposure to this sort of shenanigans was during the dot com bubble, where general partners at newish VC firms were fleecing limited partne","author":"ChuckMcM","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625557"},{"id":"33ae697d-9f9d-4efe-a432-7253bdbfb91d","source":"hackernews","source_id":"48626670","content_type":"comment","title":null,"body_preview":"Wanna know what the guy is up to now?\nSure enough, he is a founder of an \"AI That Knows Why\" company.","author":"xnickb","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626670"},{"id":"9667c537-0786-4935-80ee-7f3c7c14f993","source":"hackernews","source_id":"48623519","content_type":"comment","title":null,"body_preview":"If we can see far, it is because we are standing on the shoulders of tyrants.","author":"uberex","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10752916801331155,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623519"},{"id":"c6b838ed-2cf1-46d6-893d-74f8d2cd532c","source":"hackernews","source_id":"48626321","content_type":"comment","title":null,"body_preview":"This is a fantastic outcome - lots of money and U.S citizenship! And your product didn't even hurt anyone unlike working for Meta, in fact no one even used it!","author":"weatherlite","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626321"},{"id":"db4039d9-9c94-42fd-b39b-fb64460b69d2","source":"hackernews","source_id":"48626726","content_type":"comment","title":null,"body_preview":"I have a serious question for everyone who reading through comments: If you get a great paying position in a business that is clearly managed by too ambitious people and will never succeed, given that","author":"yowo","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626726"},{"id":"3fccb2c5-0c29-4a58-aeac-2cd729d0c235","source":"hackernews","source_id":"48625029","content_type":"comment","title":null,"body_preview":"https://hannahhowell.com/stuart-frost-drained-14m-from-inves...","author":"JMiao","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.1116525625938303,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625029"},{"id":"3e23bbcb-37b1-4432-9170-dbd990d01efa","source":"hackernews","source_id":"48628315","content_type":"comment","title":null,"body_preview":"Nearly two decades ago I worked briefly for a \"startup\" in the DC metro which (in retrospect, for me) existed only to show activity toward using an IP that was the subject of a lawsuit. The expected p","author":"randallsquared","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.17424242424242423,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628315"},{"id":"59f118be-741d-43bd-a3db-346b92c22d98","source":"hackernews","source_id":"48623475","content_type":"comment","title":null,"body_preview":"Fraud aside, I think a more common thought among developers is\n> Did my old job only exist because the Product Owners didn't realize we didn't have product-market fit?","author":"exac","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","original_commentary_around_quote"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623475"},{"id":"c3d1ba38-0478-4b79-b992-4fa4951c20c9","source":"hackernews","source_id":"48623778","content_type":"comment","title":null,"body_preview":"I was briefly employed by a robotics company in the US ... robotics is too nice: glorified if/then/else is better.\nThe owner was the son of an old school magnate out of PA.\nAmong other things his line","author":"scrubs","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_anecdote","imperfect_expression","absence_of_ai_signals"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623778"},{"id":"c1e05e29-4510-4a65-9f65-c5fcb07c1452","source":"hackernews","source_id":"48626354","content_type":"comment","title":null,"body_preview":"I have been in fairly senior roles at large corporates. The amount of money that is squandered without serious evaluation for something managers „want“ is mind boggling. I have often wondered whether ","author":"MASNeo","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","personal_experience","imperfect_expression"],"bot_score":0.3217851030941482,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626354"},{"id":"53b588f4-079d-4052-9660-06916abffa1c","source":"hackernews","source_id":"48625990","content_type":"comment","title":null,"body_preview":"I'm sorry, this sucks.  It must be painful to know that you were used to defraud people, and that you worked for years on something which was never intended to be successful.\nFrom my perspective, you'","author":"solid_fuel","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","synthetic_empathy","absence_of_personality"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625990"},{"id":"cadc6367-94c1-47fd-a28c-253049b1bdc2","source":"hackernews","source_id":"48626491","content_type":"comment","title":null,"body_preview":"What's the old saying?  \"Behind every great fortune lies a great crime.\"\nMost common people throughout history made their living working in the systems owned by aristocrats whose wealth was usually bu","author":"danans","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626491"},{"id":"f126569a-2842-4c13-9f38-75657be5758b","source":"hackernews","source_id":"48628919","content_type":"comment","title":null,"body_preview":"Not commenting specifically on the companies and VC/PE firm discussed there, but this and the comments demonstrate just how many firms exist to do things other than make a profit. I think I understand","author":"greengreengrass","classification":"human_created","confidence":0.78,"indicators":["natural_digressions","imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.3,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628919"},{"id":"b9f52177-fe7e-4e64-974d-d7d9a0ef4c47","source":"hackernews","source_id":"48626533","content_type":"comment","title":null,"body_preview":"At least you didn't work for an online gambling company....or assist with manipulating the political views of billions of people to their detriment...or work on better ways of killing people...\nAlso, ","author":"t43562","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","personal_experience","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626533"},{"id":"5128fc01-c0ad-4686-846c-6de96ea90e14","source":"hackernews","source_id":"48623889","content_type":"comment","title":null,"body_preview":"I worked for Advanced Network and Services, which operated the NSFNET and was later acquired by America Online. Then one day the company was acquired by WorldCom. A few years later the CEO was sentenc","author":"siskiyou","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","emotional_authenticity","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623889"},{"id":"697e7cdd-6514-4e1c-88b0-52b4cfd3c523","source":"hackernews","source_id":"48623671","content_type":"comment","title":null,"body_preview":"As a junior software engineer, I worked at a large UK bank.\nSenior management routinely seem baffled that they could announce redundancies or hiring freezes, yet technology costs would continue to ris","author":"etothepii","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623671"},{"id":"9bf02d8c-c5c0-4ecf-a2db-dc9325274765","source":"hackernews","source_id":"48628468","content_type":"comment","title":null,"body_preview":"In Canada this is a huge scam. The government advertizes that it's funding incubators. Great, right?\nThe money doesn't go to the start ups - it all goes to large tech companies like IBM, etc, because,","author":"RandyRanderson","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628468"},{"id":"64b7a40e-e338-4751-8162-7add10020161","source":"hackernews","source_id":"48632197","content_type":"comment","title":null,"body_preview":"My son loves these books, I've read them to him hundreds of times :)","author":"bwb","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632197"},{"id":"e3b2f340-c3cb-4bde-95be-4fe79ca74580","source":"hackernews","source_id":"48631813","content_type":"comment","title":null,"body_preview":"That’s a lovely book collection, if you have kids it’s a a great present covering inspiring figures (male and female) such as Ada Lovelace and Alan Turing.","author":"edu","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","suspiciously_balanced","template_phrase","typo_present","absence_of_personality"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631813"},{"id":"6f51e443-341d-414d-974a-57b1f1dc962d","source":"hackernews","source_id":"48631493","content_type":"comment","title":null,"body_preview":"Girls are doing great, which is great!  However boys are not doing so well. To add insult to injury, they are still blamed for what we (the rest of men through history) did.","author":"MyHonestOpinon","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631493"},{"id":"6ffe8b8b-e8cf-48ee-9dff-fcc873ec8bad","source":"hackernews","source_id":"48633261","content_type":"comment","title":null,"body_preview":"I hate the use of \"granular\" in a relative context. If water is not granular, and ice cubes are granular, what does it mean for some ice cubes to be more granular than other ice cubes? Are the cubes i","author":"dtgriscom","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633261"},{"id":"4d013911-9460-40d3-b709-6396a78c76ab","source":"hackernews","source_id":"48632229","content_type":"comment","title":null,"body_preview":"I don't agree with the conclusion here. The issue in the sports court example could just as easily be addressed by adding granularity. If the system allowed users more granularity in the length of the","author":"jpatten","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","technical_argument","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632229"},{"id":"d5457055-aad7-4be8-96c6-b3e2b3f92cc0","source":"hackernews","source_id":"48635068","content_type":"comment","title":null,"body_preview":"I'm pretty skeptical of the market argument - reading the linked article, it seems low granularity subsidizes market makers when there are many small orders (which often get worse prices than they wou","author":"lesam","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635068"},{"id":"90b92133-82f0-4171-b3d8-bf03cdcb7d45","source":"hackernews","source_id":"48632010","content_type":"comment","title":null,"body_preview":"Isn't it well-known that Nash equilibria of games are highly sensitive to the modelling? And that seemingly benign modifications can lead to much worse outcomes?\nEg Braess' paradox, Induced traffic/de","author":"emil-lp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632010"},{"id":"b0d84115-ed7b-4892-bfd9-78f006ea77e2","source":"hackernews","source_id":"48632034","content_type":"comment","title":null,"body_preview":"I run a SaaS that allows for court bookings. A tennis club has exactly this scenario: club offers 1h, 1.5h and 2h bookings, but 30m start. Since it is a private club and requires a membership, gaming ","author":"martin_drapeau","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions"],"bot_score":0.3,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632034"},{"id":"a1212f2e-7d47-4762-bec8-89dbe491495f","source":"hackernews","source_id":"48606101","content_type":"comment","title":null,"body_preview":"I'm imagining the irony of it having been written by LLM","author":"abstractspoon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606101"},{"id":"9a9bae48-841c-43aa-8be6-f62018d1e93d","source":"hackernews","source_id":"48636709","content_type":"comment","title":null,"body_preview":">While plagiarism is not a crime, for those caught at it, it is a disgrace. As Posner writes, “The stigma of plagiarism seems never to fade completely, not because it is an especially heinous offense ","author":"coldtea","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636709"},{"id":"3b93da3a-21c8-43af-a0c6-53da3e307f19","source":"hackernews","source_id":"48635098","content_type":"comment","title":null,"body_preview":"Industrial scale stochastic plagiarism is the only thing keeping this economy going, my friends.","author":"recursivedoubts","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.10793811172539522,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635098"},{"id":"3a9e4cef-331a-41ca-9fac-fc45b95f3e45","source":"hackernews","source_id":"48637022","content_type":"comment","title":null,"body_preview":"They've got to find some way to afford those data centers, can you blame them?","author":"eutropia","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.2748370832612177,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637022"},{"id":"b0c1cb7e-716c-49a8-84ce-6a135a9fab18","source":"hackernews","source_id":"48632788","content_type":"comment","title":null,"body_preview":"> I was gonna close this as wont fix, works as designed\nMissing the forest for the trees","author":"OsrsNeedsf2P","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1289104652675968,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632788"},{"id":"4a7aaf16-fc4f-4d48-b64f-78c511a3bad2","source":"hackernews","source_id":"48632095","content_type":"comment","title":null,"body_preview":"> This is because NewV7 assumes that the wallclock timer always has microsecond or nanosecond precision, though a browser's wallclock (new Date.getTime()) is millisecond precision.\nThat's true of Date","author":"paulddraper","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","external_reference","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632095"},{"id":"f777bb7c-f0ef-471b-a1a6-0c2c6995b192","source":"hackernews","source_id":"48632830","content_type":"comment","title":null,"body_preview":"This sort of thing has always been tricky.  There are a number of issues at play here:\n* (Mentioned in the bug report) clock resolution may not be precise enough for that part of the timestamp on some","author":"JdeBP","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632830"},{"id":"4eef944c-89f4-4846-913b-ec7c62483a55","source":"hackernews","source_id":"48632057","content_type":"comment","title":null,"body_preview":"The primary value of IDEs in the agentic era are: debugging, code review (with good diffing), and management of the agent’s context. I also use mine for browsing databases, but not everyone does that.","author":"smt88","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632057"},{"id":"ef478c14-28df-4c14-ba10-cbcc7f107983","source":"hackernews","source_id":"48632856","content_type":"comment","title":null,"body_preview":"Actual title: I had Claude code up a diff tool in Rust over the weekend\nMy guess is this made it to the front page solely from the Rust boost.","author":"spiralcoaster","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.17200019334031563,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632856"},{"id":"14a7f6f2-e00c-4b1d-9bd0-7c22bb96f41f","source":"hackernews","source_id":"48633047","content_type":"comment","title":null,"body_preview":"Why would you choose to have the ai use a language you don't understand? Isn't this basically admitting you had nothing to do with this project and anyone else could pay an ai to make the same thing e","author":"mathieudombrock","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","human_indicator_strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633047"},{"id":"72e3bec7-220a-4a5a-87d5-f6d7d794e5d8","source":"hackernews","source_id":"48633105","content_type":"comment","title":null,"body_preview":"great idea! this use case is the only reason left why I start VS codium.","author":"Maledictus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.125,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633105"},{"id":"2985730c-e05a-4878-8519-a9c74718c627","source":"hackernews","source_id":"48632793","content_type":"comment","title":null,"body_preview":"This is amazing and I will use this! Does it support git submodules? I like how VSCode divides changes into buckets across all git repos in current workspace, I can commit each separately from one sid","author":"asadm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.15102885803979182,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632793"},{"id":"3786bb28-8fff-4a3d-b8a0-747099217e0f","source":"hackernews","source_id":"48632877","content_type":"comment","title":null,"body_preview":"This is basically what the agentic apps do already right? Like Codex, Claude Desktop, Copilot etc. Except with those I can also write commands to the AI as well as review their output all in one app r","author":"satvikpendem","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.10584515419958174,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632877"},{"id":"75f5bfa7-3ab6-4012-b27c-78e946297ff6","source":"hackernews","source_id":"48636279","content_type":"comment","title":null,"body_preview":"You didn't wrote this. Generating code from AI is NOT programming.","author":"iberator","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636279"},{"id":"c185d490-5871-4d49-bdad-e9fe0d240bdb","source":"hackernews","source_id":"48634843","content_type":"comment","title":null,"body_preview":"What models and tools did you use to create this?\nWhat were your biggest challenges in making this?","author":"tmaly","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","template_phrases"],"bot_score":0.15656076528734353,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634843"},{"id":"42404bc7-4382-4f80-82b4-a83740b33471","source":"hackernews","source_id":"48633591","content_type":"comment","title":null,"body_preview":"I like how it looks.\nBut the terminal already has excellent diff and commit tools.","author":"sshine","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.12892229155849322,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633591"},{"id":"bc8560db-b903-4f6b-a244-4ec3c789399f","source":"hackernews","source_id":"48633065","content_type":"comment","title":null,"body_preview":"What might you build when you let Claude take care of commits? :-)","author":"danielrmay","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633065"},{"id":"e867da14-ebc9-4d55-8e19-87582b40ac9e","source":"hackernews","source_id":"48633072","content_type":"comment","title":null,"body_preview":"Forced dark theme -- please don't punish me for having astigmatism--can't do dark mode","author":"achandlerwhite","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633072"},{"id":"8f3b7476-5208-4b74-8ba9-1f7269b85556","source":"hackernews","source_id":"48636400","content_type":"comment","title":null,"body_preview":"Pretty good, and I think I could definitely use it. One thing that I immediately missed is syntax coloring. For Markdown and other known extensions. I am sure it will be trivial to add it.\nAnother pos","author":"xtracto","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","specific_feature_suggestions"],"bot_score":0.17032925006137825,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636400"},{"id":"33a56271-490c-42fa-8417-68b47421358c","source":"hackernews","source_id":"48633682","content_type":"comment","title":null,"body_preview":"OpenAI building security tooling is the natural next step after AI-powered code generation, if AI writes the code, AI will need to find and fix the bugs in it too. The interesting question is whether ","author":"asadeddin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","original_commentary_around_quote"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633682"},{"id":"4a7b7c78-9b62-4a7a-b996-4816108e9764","source":"hackernews","source_id":"48631736","content_type":"comment","title":null,"body_preview":"For my part, I've been using Wacom tablets and styluses and digitizers since placing a same day order (2AM) w/ PC Warehouse using their 1-800 number, paying for rush shipping and getting a Wacom ArtZ ","author":"WillAdams","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11154681434768422,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631736"},{"id":"69572793-1e32-4378-9d2c-e19ee1047196","source":"hackernews","source_id":"48631270","content_type":"comment","title":null,"body_preview":"Could AI do it?\nWould it work to give the Windows driver to an LLM and tell it to analyze it and write a Linux driver?","author":"TekMol","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631270"},{"id":"7b78efc6-e617-46f8-a601-b77f5ecf8b8b","source":"hackernews","source_id":"48630523","content_type":"comment","title":null,"body_preview":"One thing I miss from Windows is the tablet driver GUI. \"cinnamon-settings wacom\" doesn't let me map buttons to keys (important for software like FireAlpaca, which pans with the space key instead of s","author":"AlienRobot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","self_reference","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630523"},{"id":"7afd587b-30f1-4e50-a43a-2b77b3422a5c","source":"hackernews","source_id":"48634822","content_type":"comment","title":null,"body_preview":"To me, this response shows that there is a great opportunity to convince them with things that will bring them good publicity.\nThings like \"drivers\" with their name, etc...","author":"greatgib","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634822"},{"id":"d130f999-1bd0-47d2-98ad-476bef84eaf1","source":"hackernews","source_id":"48630494","content_type":"comment","title":null,"body_preview":"Besides Wacom, which tablets would you recommend as good quality?","author":"abdullahkhalids","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.1679149850430401,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630494"},{"id":"0dd289ac-fc20-4d67-9595-9d09d00df480","source":"hackernews","source_id":"48633396","content_type":"comment","title":null,"body_preview":"All they have to do is publish a technical PDF with descriptors and stuff. That's it. Why not ask for that? They should see the benefit of their product \"just working\" with FOSS systems.","author":"edg5000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1590621303506611,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633396"},{"id":"40d1e8e8-8bd7-45e6-81df-f02e8de78be3","source":"hackernews","source_id":"48630352","content_type":"comment","title":null,"body_preview":"fork and rename the https://github.com/linuxwacom/wacom-hid-descriptors project, strip all wacom references. then share w/ the other tablet brands. problem solved.","author":"fouc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630352"},{"id":"86478f54-aebd-4637-ba6c-95fcb8f00961","source":"hackernews","source_id":"48630670","content_type":"comment","title":null,"body_preview":"It’s not like they collaborate on closed-source drivers either. If you have two different brands of tablets in your life then you get to deal with weird bugs from their drivers fighting. And if you’re","author":"egypturnash","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630670"},{"id":"5ce66778-09d6-4e24-95ef-3cbb75914cd8","source":"hackernews","source_id":"48631022","content_type":"comment","title":null,"body_preview":"Feel free to reply to that email and let them know that your readers just discovered that instead of considering Wacom alternatives, they now believe that Wacom is the only brand they can use on Linux","author":"giancarlostoro","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631022"},{"id":"330fc7f0-fb24-494d-b372-eafb0ff578bf","source":"hackernews","source_id":"48631061","content_type":"comment","title":null,"body_preview":"> Well, because it's true: many of the repositories are named after \"Wacom\". It's a historical legacy on GNU/Linux. It's also a decade-long debate that these repos should be renamed differently.\nOkay.","author":"kouteiheika","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631061"},{"id":"5543bad3-b23b-4e7b-923e-c8dd2b0c880b","source":"hackernews","source_id":"48629965","content_type":"comment","title":null,"body_preview":"> Well, because it's true: many of the repositories are named after \"Wacom\". It's a historical legacy on GNU/Linux. It's also a decade-long debate that these repos should be renamed differently.\nIf th","author":"ndiddy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629965"},{"id":"5c216ba3-0c34-430b-8364-1329b472941e","source":"hackernews","source_id":"48636770","content_type":"comment","title":null,"body_preview":"\"The party told you to reject the evidence of your eyes and ears. It was their final, most essential command.\"","author":"bad_username","classification":"human_created","confidence":0.7,"indicators":["quote_from_source","platform_fluency"],"bot_score":0.12691948026383906,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636770"},{"id":"0feca61e-d859-4439-a30b-7d44f293504a","source":"hackernews","source_id":"48633010","content_type":"comment","title":null,"body_preview":"Despite title, this study did not investigate the question of sports advantage, at least not directly. It looked at physical fitness, concluding:\n> While transgender women exhibited higher lean mass t","author":"akramachamarei","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633010"},{"id":"ea2e6017-7852-4538-9073-77c09e3d1742","source":"hackernews","source_id":"48637150","content_type":"comment","title":null,"body_preview":"Excited to hear some very normal and nuanced opinions on this.","author":"catheter","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637150"},{"id":"b833b48e-5a64-46ce-9376-0b9bf8416c13","source":"hackernews","source_id":"48637121","content_type":"comment","title":null,"body_preview":"Didn't find the full study, but what I'm pretty sure is a preprint is here: https://www.medrxiv.org/content/10.1101/2025.05.05.25326994v...\nOne thing to note and I guess might be a bit of the puzzle i","author":"icegreentea2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637121"},{"id":"e5414319-9ceb-4d6e-afbd-c1405cb99654","source":"hackernews","source_id":"48637590","content_type":"comment","title":null,"body_preview":"Given that there are so few trans athletes and assuming there is no advantage over women, it is very surprising that we have seen so many trans gold medalists.","author":"leevilux","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637590"},{"id":"10702d88-15f4-4e59-ae24-dadb08df5534","source":"hackernews","source_id":"48637583","content_type":"comment","title":null,"body_preview":"The entire discourse about \"trans in sports\" has always been and will always be manufactured panic that is motivated by bigotry.\nIf one truly cared about (un)fairness in sports there are other issues ","author":"dodu_","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals","rhetorical_question_structure"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637583"},{"id":"5cc8fbe6-6ed5-4257-b3ab-69f5a131c322","source":"hackernews","source_id":"48629409","content_type":"comment","title":null,"body_preview":"How do you configure it to run with pi or claude code? I'm curious to try it (via subscription ideally)\nEDIT: Found something here https://dev.classmethod.jp/en/articles/sakana-fugu-ga-first-...","author":"hmokiguess","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.08842283997841067,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629409"},{"id":"cf458d0f-f93e-4678-a22a-d52caa15ca72","source":"hackernews","source_id":"48629501","content_type":"comment","title":null,"body_preview":"Nice idea but expensive. It looks like they don’t add very low cost models like DeepSeek v4 flash into their mix.\nAfter a few months of spending money on the best frontier models, now I am spending ti","author":"mark_l_watson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629501"},{"id":"28c94fec-07fc-4a14-a3c0-8c2e220b1e66","source":"hackernews","source_id":"48625576","content_type":"comment","title":null,"body_preview":"Their research around building a domain specific model is pretty cool, it's kind of like Karpathy's autoresearch but pointed at deciding the optimal model to use at each step of the inference.\nIf cost","author":"david_shi","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.1141787018149035,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625576"},{"id":"832d3905-f010-495c-9b91-1fc53063c700","source":"hackernews","source_id":"48625298","content_type":"comment","title":null,"body_preview":"Reminds me of <https://github.com/irthomasthomas/llm-consortium>","author":"eevmanu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625298"},{"id":"0b0f41c2-4d1c-4e06-b2c9-e077e7e119c1","source":"hackernews","source_id":"48636063","content_type":"comment","title":null,"body_preview":"$40/month on Kiro, I hardly ever hit my credit limit","author":"soma8088","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636063"},{"id":"8dadb4ba-8e3f-487f-90a5-1f6750054092","source":"hackernews","source_id":"48628250","content_type":"comment","title":null,"body_preview":"Imho there are two dimensions here: Firstly different LLMs and secondly the strategy in which you break down the problem in an agentic fashion (e.g. break up to separate agents with own persona and th","author":"monkeydust","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","personal_experience_anecdote","opinion_and_stance","imperfect_expression"],"bot_score":0.2049787935085253,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628250"},{"id":"0879e4bf-55ff-43eb-a5ae-ea11cde44528","source":"hackernews","source_id":"48629578","content_type":"comment","title":null,"body_preview":"Fugu, eh? So there’s a nonzero chance this thing might kill me?","author":"jordemort","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.12031743032718943,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629578"},{"id":"dee2a30f-167d-4a9a-857c-50bb3f67181f","source":"hackernews","source_id":"48625578","content_type":"comment","title":null,"body_preview":"ngl, I thought sakana.ai was doing cooler stuff than this. that said, the release of a product like this makes sense because it follows your natural intuition when using these models. The best way to ","author":"prodigycorp","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","semantic_blandness","platform_fluency"],"bot_score":0.07601799534518681,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625578"},{"id":"e5131ce8-4cb2-43f8-a31b-be739fe1ef77","source":"hackernews","source_id":"48625312","content_type":"comment","title":null,"body_preview":"> Frontier-level performance without single-vendor dependency. [...] Plug collective intelligence directly into your workflows today with a single API.\nDoes multiple vendors run this \"single API\" or h","author":"embedding-shape","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.09421519992886696,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625312"},{"id":"3f6ca58d-ae48-4273-84ff-cf1e7cdff932","source":"hackernews","source_id":"48628390","content_type":"comment","title":null,"body_preview":"Got myself the $20 subscription and tried it out. The 5-hour limit runs out surprisingly fast. Quality is okay but it feels slow, and even with my $20 Claude subscription on Fable, the credit usage en","author":"Lwrless","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_experience_specificity","imperfect_expression","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628390"},{"id":"87b46fdd-63b0-46e4-8b98-c6a5cee02c6b","source":"hackernews","source_id":"48635755","content_type":"comment","title":null,"body_preview":"I love when they put a black box in front of the other black boxes so I can get a questionably better black box for slower service and more money!","author":"personjerry","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635755"},{"id":"aba557f1-8c1e-45e0-9b0d-397a8ebc5794","source":"hackernews","source_id":"48625804","content_type":"comment","title":null,"body_preview":"Beta user: they piloted OpenRouter fusion before it was seen as the viable step. Everyone's understood for months now that having different models check each other is the best path forward.\nThis gets ","author":"epsteingpt","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625804"},{"id":"cc4eaccf-d70c-40c1-815c-f9710e5f0dbd","source":"hackernews","source_id":"48629706","content_type":"comment","title":null,"body_preview":"I tried running this for some market research for my startup and it did a pretty nice job. It didn't necessarily find any obscure data, and it seemed to rely on older data than what I could find mysel","author":"blixt","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629706"},{"id":"7b1fab64-7677-44d8-9aab-c15b476d3931","source":"hackernews","source_id":"48625727","content_type":"comment","title":null,"body_preview":"As a developer outside the US I think it's vital to have alternatives to OpenAI and Anthropic, but sadly this is not it. For $200/month you get < 3 hours of use per week, the API is extremely slow, an","author":"cortesi","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625727"},{"id":"46e12041-efc2-424d-88c0-720e02e436e5","source":"hackernews","source_id":"48626437","content_type":"comment","title":null,"body_preview":"Looking at the technical report I'm a bit confused. The improvement from using their orchestrator models seems minimal (in some cases lower than just the model which I'm assuming is in the orchestrato","author":"njoyablpnting","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626437"},{"id":"c43f2721-767b-4cd9-8655-04e28ff365d8","source":"hackernews","source_id":"48637068","content_type":"comment","title":null,"body_preview":"FWIW, I've just published this interview with David Ha an hour ago.\nWe talk in detail about Fugu and why these kind of routing models are likely to win out over the big frontier models.\nHe makes some ","author":"timoth3y","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637068"},{"id":"b5e0a07b-7c8f-4033-a14c-23dda140bacd","source":"hackernews","source_id":"48627325","content_type":"comment","title":null,"body_preview":"There are so many derisive comments here.\nDavid Ha, CEO and co-founder, was one of the youngest managing director at Goldman Sachs before doing ML at Google.  His ML publications were considered top-n","author":"quanto","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","personal_perspective","hedge_stacking"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627325"},{"id":"0bb90535-c8c3-4878-b9da-4375f863e943","source":"hackernews","source_id":"48625597","content_type":"comment","title":null,"body_preview":"You pay $200/month to Anthropic, $200/month to OpenAI, $200/month to Cursor, $200/month to $200/month to Google, and seeing that it didn't come to a nice round $1024/month, you pay $200/month to Sakan","author":"holistio","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","humor_dry","strong_opinion","false_specificity"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625597"},{"id":"8334aa6d-b515-4d13-b233-0fe1f54a7565","source":"hackernews","source_id":"48636820","content_type":"comment","title":null,"body_preview":"I called it, for the record. https://news.ycombinator.com/item?id=48079414","author":"ceejayoz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13530680468447961,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636820"},{"id":"80f8b6fe-88ef-46da-b9f7-c9773b4c7925","source":"hackernews","source_id":"48631869","content_type":"comment","title":null,"body_preview":"20 years ago I read this magazine article about putting kites on container ships for efficiency. This gadget seems to have durable appeal to entrepreneurs and/or suckers.\nhttps://www.economist.com/tec","author":"jeffbee","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631869"},{"id":"8eacd3e7-380c-49cf-be68-7776a36fd8e0","source":"hackernews","source_id":"48633537","content_type":"comment","title":null,"body_preview":"I remember seeing news about sails on cargo ship twenty years ago?\nBut whatever reduces the use of \"bunker fuel\" which is the most toxic vile fuel around (cruise ships use it too)","author":"ck2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.14225436865712734,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633537"},{"id":"28465153-98e5-4367-8d03-ec15c3cb6d08","source":"hackernews","source_id":"48633727","content_type":"comment","title":null,"body_preview":"Cargo ships powered by the wind, we are living in the future!","author":"amirhirsch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633727"},{"id":"01ba0446-8058-42d8-96a9-e41356bc2784","source":"hackernews","source_id":"48631721","content_type":"comment","title":null,"body_preview":"This is like the 1984 calendar ripping meme except the year is 1600.","author":"ecshafer","classification":"human_created","confidence":0.85,"indicators":["cultural_references","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631721"},{"id":"966357be-1bb4-47ab-96db-ffee53e56b96","source":"hackernews","source_id":"48632393","content_type":"comment","title":null,"body_preview":"This will be great for their customer service, now they'll have a new excuse for losing your package.","author":"nickserv","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.19695069432425175,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632393"},{"id":"7829d279-76cb-458f-b825-b3ff5435a414","source":"hackernews","source_id":"48633001","content_type":"comment","title":null,"body_preview":"It's notable that setting sails will be a legitimate profitable venture. Too late to sail the seas, and too early to sail the seas.","author":"arikrahman","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0.1405721834559857,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633001"},{"id":"0039a216-789d-4ae0-83ab-c5bc52a6ae2a","source":"hackernews","source_id":"48632059","content_type":"comment","title":null,"body_preview":"> \"The wind-powered boats could be especially appealing when oil prices have shot up because of the Iran war.\"\nCheck of oil prices same day article was published:\nWTI $73.51/bbl BRENT $77.57/bbl MURBA","author":"CodeWriter23","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632059"},{"id":"6492fc92-36c3-489a-8b92-5c1ea0c751c0","source":"hackernews","source_id":"48634340","content_type":"comment","title":null,"body_preview":"> The boats are still being built, but Vela said it hopes to have five trimarans operating by 2030 to meet its once-a-week shipment goal.\nWhy is it always like this ?\n\"Slight improvement to be deliver","author":"phtrivier","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634340"},{"id":"a6ae9ad1-682a-4add-917b-965e27eb5cc3","source":"hackernews","source_id":"48631682","content_type":"comment","title":null,"body_preview":"I love this idea, but do these ships exist yet? I can only find renderings, and the company's \"roadmap\" page is not a roadmap (https://vela-transport.com/feuille-de-route/).\nThe only real footage I ca","author":"burkaman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631682"},{"id":"a60a0910-5032-40f7-9bde-9310157fcc0b","source":"hackernews","source_id":"48634460","content_type":"comment","title":null,"body_preview":"What if we put a large wind turbine on a ship? A sort of modern set of sails if you will.\nA mid sized cargo ship has a 50_000Kw engine. A mid sized offshore wind turbine makes 1_000_000Kw. So dependin","author":"somat","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634460"},{"id":"215548e7-c17c-4366-8874-575d9cc4425b","source":"hackernews","source_id":"48632011","content_type":"comment","title":null,"body_preview":"Someone should make a sport out of this.\nWe already have sailing sports where people race all kinds of wind-powered vessels, and they push the envelope of tech development, just like F1 and the car in","author":"zdw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632011"},{"id":"96b91978-19d7-468d-b3f2-b8f1373671bc","source":"hackernews","source_id":"48631575","content_type":"comment","title":null,"body_preview":"For anyone interested in economics and life cycle math (for sailing in general, not the trimarans they are using here) I recommend https://solar.lowtechmagazine.com/2021/05/how-to-design-a-sa...","author":"flowingfocus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631575"},{"id":"18cb0ab7-52c4-42e7-9bf5-0bf7d19c75ab","source":"hackernews","source_id":"48635078","content_type":"comment","title":null,"body_preview":"It's difficult to see how huge these are from the photo in the wsj article.\nCheck this photo:\nhttps://vela-transport.com/wp-content/uploads/2025/03/FACE07...","author":"pier25","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.11488750195857506,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635078"},{"id":"bc11d64a-3fb6-4851-b680-3dc984151e78","source":"hackernews","source_id":"48632107","content_type":"comment","title":null,"body_preview":"In the big picture I am again and again fascinated by this. One of the oldest commercial services out there (post / shipping) proves repeatedly to be very innovative and strong in realization of new s","author":"lschueller","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.13960129638914645,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632107"},{"id":"208d374c-183d-4f9a-be75-f99369770d47","source":"hackernews","source_id":"48632146","content_type":"comment","title":null,"body_preview":"Let's see it last.  It won't. This is just a short-term private endeavor/vanity-press project.  Just because a business uses a \"sustainable technology\" does not make it a sustainable business. Compari","author":"calmbonsai","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632146"},{"id":"eba0286e-afb2-4ee2-b729-850d8b0d3b5b","source":"hackernews","source_id":"48631784","content_type":"comment","title":null,"body_preview":"At the risk of sounding overly negative, these things are pretty much always vanity projects. Someone wanted a really cool boat and managed to get some investors onboard. It’s more about an aesthetic ","author":"strongpigeon","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_personality"],"bot_score":0.07902202980109187,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631784"},{"id":"f9122b60-eee1-4711-831c-76552a537106","source":"hackernews","source_id":"48631639","content_type":"comment","title":null,"body_preview":"\"415 metric tons of goods. That means they have about five times more cargo space than an airplane, but are five times smaller in length than a typical container ship.\"\nNot to take anything away from ","author":"mattas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631639"},{"id":"83ab1150-29b3-4fe3-88a3-ec06f663bcf5","source":"hackernews","source_id":"48629384","content_type":"comment","title":null,"body_preview":"Potentially, the raising interest rates because investors don’t trust the long term stability of the UK economic system (more spending on pro-war activities, sluggish economic growth, and higher than ","author":"mark_l_watson","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","self_reference","platform_fluency"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629384"},{"id":"756d3b62-7c9b-4767-92da-a54335fc2582","source":"hackernews","source_id":"48628453","content_type":"comment","title":null,"body_preview":"Will this help us see how badly Burnham bungs bonds in real time? I jest I jest","author":"gib444","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628453"},{"id":"6879d4ac-f2fd-4ee3-bad4-432b615081c7","source":"hackernews","source_id":"48629271","content_type":"comment","title":null,"body_preview":"Whether the data will actually be affordable and usable enough for smaller participants or whether it mainly improves tooling for institutions that already had decent access","author":"Pawenniag","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629271"},{"id":"1f69ad95-b993-4805-863b-174fdf927f4e","source":"hackernews","source_id":"48629844","content_type":"comment","title":null,"body_preview":"I spent the entire day yesterday trying to set up some automated monitoring of my investments, only to discover most UK market information is locked behind stupid-money APIs.\nAnything that improves th","author":"monooso","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629844"},{"id":"8bda61ed-1815-48f3-93b8-5d0721cdd6a2","source":"hackernews","source_id":"48629993","content_type":"comment","title":null,"body_preview":"I love that it's a 'tape' - I assume in reference to the early telegraph tapes/tickers:\nhttps://collection.sciencemuseumgroup.org.uk/objects/co33749...","author":"trebligdivad","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","human_indicator_absence_of_ai_signals"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629993"},{"id":"f331f28f-8450-4863-b108-5dc979cb7b02","source":"hackernews","source_id":"48628957","content_type":"comment","title":null,"body_preview":"Disappointing that it seems difficult to actually sign up for – \"real-time view\" hidden behind layers of legalese and licensing, although it's pleasing to see the fees are effectively nothing for indi","author":"greengreengrass","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628957"},{"id":"a2756cbb-e4ac-492c-8bd2-db2daad966ac","source":"hackernews","source_id":"48628330","content_type":"comment","title":null,"body_preview":"https://ets-connect.co.uk/ < Slightly more information here.","author":"stephenheron","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628330"},{"id":"04b37bb7-2dfb-4950-baed-4f2339fb1ab4","source":"hackernews","source_id":"48633338","content_type":"comment","title":null,"body_preview":"15 years ago you could argue that venture capital wasn't funding enough advanced tech, so ideas were failing to cross the gap from pure research to commercial development. But lately there's capital a","author":"tlb","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633338"},{"id":"9aef57e6-e59a-4ea0-8bd1-1fbe1e190a36","source":"hackernews","source_id":"48633120","content_type":"comment","title":null,"body_preview":"Making an effort so that the tax payers are getting a return on their investment instead of letting it go up in smoke is a good thing.","author":"charcircuit","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","lack_of_ai_template_phrases","semantic_specificity_human"],"bot_score":0.14433690214962144,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633120"},{"id":"86e3a1f1-e3b0-4429-87a8-3bd15542f4cd","source":"hackernews","source_id":"48633547","content_type":"comment","title":null,"body_preview":"“According to a June 18 memo…”\nThat’s cool, bruh. Can we see the memo?","author":"wirtSalthouse","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633547"},{"id":"ae632d7d-43a7-4e36-8f30-d29128245aff","source":"hackernews","source_id":"48632967","content_type":"comment","title":null,"body_preview":"Rest assured, this will likely come with no small amount of grift.\nThe Trump administration has already installed political appointees in America’s federal R&D organizations including the NIH and NSF.","author":"BenFranklin100","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","specific_examples","absence_of_ai_signals"],"bot_score":0.19275206830425784,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632967"},{"id":"5976632a-9a13-47bb-bbbd-9fdef8842722","source":"hackernews","source_id":"48633451","content_type":"comment","title":null,"body_preview":"The next generation of life-improving technologies will likely come out of AI/robotics trained on high-quality data that hasn't been collected yet. Medical, ecological, resource and waste management, ","author":"pphysch","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","suspiciously_balanced"],"bot_score":0.3726315623737977,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633451"},{"id":"23713a7f-84ea-4b95-b8ce-9c5e05f4f145","source":"hackernews","source_id":"48633443","content_type":"comment","title":null,"body_preview":"> By levying such a large tax on its other programs, the agency appears to be defying a congressional directive in the final FY 2026 appropriations bill that “No [NSF] directorate shall receive more t","author":"ianm218","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","missing_platform_voice"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633443"},{"id":"08e296be-c384-47cb-926d-fbeaa6cc3d4d","source":"hackernews","source_id":"48633603","content_type":"comment","title":null,"body_preview":"again, it's all Russell Vought\nmost people know who Stephen Miller is but the real monster is Russell Vought\nHeritage Foundation's #1 enforcer, the destruction of science and academia is their top 10\n","author":"ck2","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.14225436865712734,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633603"},{"id":"518121a0-e702-4dc6-832a-20998f2c1d60","source":"hackernews","source_id":"48632551","content_type":"comment","title":null,"body_preview":"More or less a handout to the tech industry. This is just the STTR program with even less oversight and a questionable funding source.\nCurious what the plan is when the academic pipeline for training ","author":"TimorousBestie","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632551"},{"id":"803b3afe-eb4b-46c5-89f8-3186285e6c59","source":"hackernews","source_id":"48635009","content_type":"comment","title":null,"body_preview":"”For example, it allows NSF to make awards to nontraditional recipients such as a limited partnership or a venture capital firm, some of which might have been created solely for the purpose of receivi","author":"tacomonstrous","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635009"},{"id":"9d4a7eac-a283-4955-b631-c1fa548b1cdc","source":"hackernews","source_id":"48635244","content_type":"comment","title":null,"body_preview":"If you haven't read it already, it's really worth digesting the arguments Vannevar Bush made regarding funding basic science in 1945 (Science: The Endless Frontier) which resulted in the NSF as we kno","author":"contemporary343","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635244"},{"id":"7ad55fab-a14a-4e77-81cc-56dc5f5e1816","source":"hackernews","source_id":"48635087","content_type":"comment","title":null,"body_preview":"You and people you know will lead worse and less fulfilling lives due to this. You, or someone you love, will likely die of causes that would have been preventable without this destruction of domestic","author":"cayley_graph","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","absence_of_ai_template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635087"},{"id":"a049c4da-1458-4c44-ae02-d1a0932ea054","source":"hackernews","source_id":"48625458","content_type":"comment","title":null,"body_preview":"Author here. Quick notes on how this works and where it's going:\nEach video is built by a small Python pipeline — it pulls a notable HN gaming story, drafts a tight narration script, renders it with a","author":"coolwulf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","request_for_feedback","absence_of_ai_signals"],"bot_score":0.0837311009474962,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625458"},{"id":"75f1bed3-5dd0-46ac-abaa-c38783769374","source":"hackernews","source_id":"48634802","content_type":"comment","title":null,"body_preview":"\"The car is designed for urban settings and has a top speed of 50 kilometers (31 miles) per hour.\"","author":"istjohn","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634802"},{"id":"6b55033c-9bf2-45d2-82ad-99129d7ac282","source":"hackernews","source_id":"48633925","content_type":"comment","title":null,"body_preview":"they're going to put six people on those small wheels on that small wheelbase?\non the otherhand the mass produced general frame/battery/motor will be great for mods","author":"ck2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.14225436865712734,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633925"},{"id":"77dac8c6-089b-4f1a-9d92-d9c413b89d00","source":"hackernews","source_id":"48634096","content_type":"comment","title":null,"body_preview":"This vehicle is what most Americans would call a \"golf cart\". If it doesn't have safety features and can't be driven on highways, it's not really competing with normal cars, so I'm not quite sure the ","author":"SpicyLemonZest","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634096"},{"id":"1fc05587-7986-40e8-bf5a-fe504d77e5a2","source":"hackernews","source_id":"48635843","content_type":"comment","title":null,"body_preview":"> The car is designed for urban settings and has a top speed of 50 kilometers (31 miles) per hour.\nStopped reading here. For all intents and purposes this is not a real car, it's  a golf cart. The tit","author":"drnick1","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12001574500372394,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635843"},{"id":"b4a902dc-9c15-4c9e-aa90-4982e5c962f4","source":"hackernews","source_id":"48636542","content_type":"comment","title":null,"body_preview":"The amount of power used to keep a car going at highways speeds is 60% air drag. With how much people value range in EVs, why is it that almost every manufacturer designs theirs as literal boxes on wh","author":"moffkalast","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","historical_comparison","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636542"},{"id":"e31fe06e-cd14-43ab-a5fc-fe721deb0868","source":"hackernews","source_id":"48635107","content_type":"comment","title":null,"body_preview":"Looks like they know nothing about drag coefficient.","author":"martinbfine","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635107"},{"id":"85c30f12-ffdc-4ced-bf9f-03a52e422b6e","source":"hackernews","source_id":"48634677","content_type":"comment","title":null,"body_preview":"How big is the charging infrastructure in Mexico? Or is this mainly geared for a daily commutes and charging at home?","author":"rdtsc","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634677"},{"id":"620ba544-e130-40a5-84d6-820653725540","source":"hackernews","source_id":"48634293","content_type":"comment","title":null,"body_preview":"Hopefully they can also find a good balance between using cheap parts to actually being safe and comfy. The cheap EVs on the market normally lack in one of these. \nI have not yet found any interior sh","author":"avocadoking","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.27639039892975925,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634293"},{"id":"b00bddd6-694a-4b5f-b090-2e82e61a195b","source":"hackernews","source_id":"48634188","content_type":"comment","title":null,"body_preview":"My first thought when looking at it is that I doubt the vehicle could pass US safety regulations. Maybe I'm wrong.","author":"elgertam","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634188"},{"id":"09ddc486-4a8c-493a-a3b5-48ab892f6b05","source":"hackernews","source_id":"48633857","content_type":"comment","title":null,"body_preview":"Hoping this brings EV infrastructure up in the country. A road trip is still quite an ordeal due to the lack of fast chargers in highways and maybe that's why the range on the first version of Olena i","author":"marinhero","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 Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633857"},{"id":"27eae424-c0e3-4a10-8502-3a3c2ff6f858","source":"hackernews","source_id":"48636291","content_type":"comment","title":null,"body_preview":"There is no way Olina will make it to market. It is another of the demagogic populist government's projects.","author":"725686","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636291"},{"id":"038d65f6-5b3b-4e98-8d7e-b4ad4743d976","source":"hackernews","source_id":"48636609","content_type":"comment","title":null,"body_preview":"If they ever make more than 50 of these at twice that cost I'll become a monk","author":"4748488484","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636609"},{"id":"12661852-5e7a-40ac-afd1-2d2632a6ad18","source":"hackernews","source_id":"48636115","content_type":"comment","title":null,"body_preview":"How foreign competition helps domestic firms: https://capx.co/how-foreign-competition-helps-domestic-firms","author":"thelastgallon","classification":"human_created","confidence":0.7,"indicators":["link_sharing","terse_reply"],"bot_score":0.16228070175438594,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636115"},{"id":"53f04bf7-5eba-4f32-ae1c-752795f6f47b","source":"hackernews","source_id":"48636187","content_type":"comment","title":null,"body_preview":"\"The car’s unvieling comes as some countries around the world continue to push EV adoption with better and more affordable options. The U.S., however, has taken the opposite track.\"\nLol, so true. I ho","author":"initramfs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636187"},{"id":"ed585cb8-af56-4477-b6a4-e24fa59ca07b","source":"hackernews","source_id":"48634000","content_type":"comment","title":null,"body_preview":"Here is the company's website:\nhttps://www.olinia.auto/","author":"dotcoma","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.19153108745323458,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634000"},{"id":"ff8f1b76-f92d-47e1-8712-fb41f14fecab","source":"hackernews","source_id":"48634451","content_type":"comment","title":null,"body_preview":"I think people are misunderstanding. This is a car for Mexico, nothing to do with the US.\nOn the website it says it's a car \"designed in Mexico for Mexico\" https://www.olinia.auto/","author":"lentil_soup","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","genuine_specificity"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634451"},{"id":"d0414505-c893-4e8c-98a3-cab1f04b2394","source":"hackernews","source_id":"48633739","content_type":"comment","title":null,"body_preview":"> It remains to be seen whether the Olinia One will face similar pushback from the U.S. once it goes on sale.\n> can travel up to 125 kilometers (77 miles) on a single charge\nThe US market generally re","author":"gwbas1c","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.11017643081484246,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633739"},{"id":"6b6f899f-b997-4fa6-bead-fd082616dbf9","source":"hackernews","source_id":"48634058","content_type":"comment","title":null,"body_preview":"The Ford CEO is not wrong. Allowing foreign imports into the country at prices far below what US producers are able to make will decimate the local car industry in the US.\nThere are 4 possible solutio","author":"bruce511","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634058"},{"id":"3d922210-1b7e-4882-955c-99fa37b1a980","source":"hackernews","source_id":"48635762","content_type":"comment","title":null,"body_preview":"I really hope this thread is wrong.\nIn 5 years, the Junior pipeline will be completely dry.\nSeniors will be retiring.\nCompanies will be floundering.\nWe'll see a great correction where we need workers ","author":"FrustratedMonky","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635762"},{"id":"6e7d2827-89cd-479f-9b06-d52bb73e2a11","source":"hackernews","source_id":"48635649","content_type":"comment","title":null,"body_preview":"> This is probably the worst job market I've seen in a while.\nWhat a noncommittal sentence","author":"taffydavid","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0.13389786113309324,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635649"},{"id":"e2fd81b7-4958-4f22-8878-b8b35fe29e01","source":"hackernews","source_id":"48635943","content_type":"comment","title":null,"body_preview":"The blog lacks crucial info. What type of projects have you worked on? What work are you applying for? Personally, \"small contractor\" and Blizzard does not translate well to the typical \"enterprise we","author":"bayareateg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635943"},{"id":"304d43d4-1215-483d-8d6b-663b133a8388","source":"hackernews","source_id":"48635521","content_type":"comment","title":null,"body_preview":"During the pandemic money printing things got very weird. It created a lot of leverage and bullshit companies and bullshit dev work which led to artificial demand for software developers.\nWe are still","author":"FloorEgg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","semantic_blandness"],"bot_score":0.2536625833947116,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635521"},{"id":"91dea8ae-8550-4d4b-b880-58f2cc8fc4c6","source":"hackernews","source_id":"48635753","content_type":"comment","title":null,"body_preview":"I wasn't there but this seems like the same feelings people would have had in the Rust Belt when the first factories started closing and getting a job started getting harder.","author":"pianopatrick","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.22619047619047616,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635753"},{"id":"1c3bb4e6-bdd7-4ed9-9df6-e4b03199b500","source":"hackernews","source_id":"48635364","content_type":"comment","title":null,"body_preview":"> when I need to recall off the top of my head the proper way to instantiate a list or heap in X language\nYou only need to know for one though...","author":"qwe----3","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635364"},{"id":"fa997ef0-0806-4e8c-88ab-b4568a6101e8","source":"hackernews","source_id":"48635710","content_type":"comment","title":null,"body_preview":"OP's opinion about AI coding is pretty obvious in this blog post. Maybe some of that sips out during interviews which certainly will spook the employer.","author":"swedishuser","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635710"},{"id":"c89b03cc-4df8-4692-bc8c-e1b2da297567","source":"hackernews","source_id":"48635431","content_type":"comment","title":null,"body_preview":"Curious about the perspective from anyone who has a skill set / reputation where finding jobs is easy right now.\nI imagine people in ML or who've found a good way to demonstrate prowess with agentic s","author":"tern","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635431"},{"id":"9e1a34ff-a7e1-42d3-819e-3db7dffafa21","source":"hackernews","source_id":"48636576","content_type":"comment","title":null,"body_preview":"It might also be foolish, but I'm mid-pivot to becoming an Actuary. They credential through a very transparent exam system, and interviews are relatively cursory, assuming you've passed the appropriat","author":"annzabelle","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636576"},{"id":"288b08de-e2f0-474f-b49c-6e4de49b81e3","source":"hackernews","source_id":"48636312","content_type":"comment","title":null,"body_preview":"If you don't have a full time job for a year, why don't you start a software business on your own? It's hard to succeed, but, successful or now, you will have something to show people and something th","author":"regnull","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636312"},{"id":"80df78e4-d67f-46ae-bd8e-2826d7a58ece","source":"hackernews","source_id":"48635702","content_type":"comment","title":null,"body_preview":"I am currently quitting a company of 10 years of employment. And I keep hearing how everything's shit. Btw. I'm located in Tokyo where it isn't as bad, apparently, but...\nLet's see. My plan:\n- Have my","author":"GolDDranks","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635702"},{"id":"e5051614-64d3-4bcc-8661-8cd4b29565fd","source":"hackernews","source_id":"48635616","content_type":"comment","title":null,"body_preview":"There are a number of reasons I’d site for the current job market tightness:\n- political: there’s an enormous amount of uncertainty here. All businesses make plans and uncertainty puts them all on pau","author":"ChicagoDave","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","absence_of_personality","human_indicator_present"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635616"},{"id":"f66b8f2b-f836-4307-89fe-08d9207ee735","source":"hackernews","source_id":"48636004","content_type":"comment","title":null,"body_preview":"The industry will realize that while getting LLMs to write code is easy, getting LLMs to write good, production ready code is a skill all on its own, which simply must be done by a human and is not au","author":"YuechenLi","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_specificity","absence_of_ai_template_phrases"],"bot_score":0.1880541089552812,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636004"},{"id":"2d31867d-57ef-4757-8528-cb20df89d90d","source":"hackernews","source_id":"48635542","content_type":"comment","title":null,"body_preview":"Two weeks ago, I got 100/100 of a test from a big company for a first screening without using AI. I was pretty confident that I would pass the first round, even hinted few of my friends, but ended up ","author":"celltalk","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635542"},{"id":"9d15c32c-3488-4804-8109-bce7fb487f25","source":"hackernews","source_id":"48635518","content_type":"comment","title":null,"body_preview":"A month ago, I fell back into reading patio11's \"don't call yourself a programmer\" and I found it fitting. The core of the message wasn't about the title we assign to ourselves but the \"other career a","author":"firefoxd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635518"},{"id":"ccfaf9d3-10ed-4957-8ab4-8beb23db90a4","source":"hackernews","source_id":"48635528","content_type":"comment","title":null,"body_preview":"> I've seen people supposedly smarter than I advocate for just giving in, conceding to AI coding as it's the future. But doing so means tossing out my friends who make art or the people who work their","author":"semiquaver","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635528"},{"id":"9c74440b-d282-47da-8e76-34c5366b2342","source":"hackernews","source_id":"48635474","content_type":"comment","title":null,"body_preview":"It's not like the job market was that much better before AI infested every single corner of the market, but it supercharged all of the worst aspects of everything. I've seen people supposedly smarter ","author":"themgt","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635474"},{"id":"489d534d-d45c-4c8b-b37d-29190dac755c","source":"hackernews","source_id":"48635711","content_type":"comment","title":null,"body_preview":"After 5+ years of actively trying to get into the field (pre AI), I left.\nI threw my degree in the toilet, I closed my linkedin, and I went to go work in the trades as a diesel mechanic.\nGreatest choi","author":"Ralo","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635711"},{"id":"88424db2-b56c-4cec-b99f-1a181b2ca419","source":"hackernews","source_id":"48628117","content_type":"comment","title":null,"body_preview":"I believe invention of Transformers and especially Attention mechanism do have influence from past research but its not definitely only the Schmidhuber's work. Said that, if we remove the papers menti","author":"sagex","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","analogy_use"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628117"},{"id":"b55a3062-7222-44bf-b8fd-cd001cfc3f1d","source":"hackernews","source_id":"48630176","content_type":"comment","title":null,"body_preview":"Schmidhuber will NEVER stop trying to aggressively preserve his relevance and its endlessly amusing. Good for him.","author":"greenavocado","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.18028402765758508,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630176"},{"id":"7b7dfbb2-e6d1-465f-aaef-f7ca2e7ebaad","source":"hackernews","source_id":"48629111","content_type":"comment","title":null,"body_preview":"Instead of focusing on the future, EU is busy rewriting history to please some eccentric researcher that claims he invented it all.","author":"storus","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.16058976412912193,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629111"},{"id":"1bc27c7f-9181-42d4-b8e1-5f0f9a45f026","source":"hackernews","source_id":"48628799","content_type":"comment","title":null,"body_preview":"It's crazy to think that if Elon Musk hadn't mentioned Schmidhuber, most people would have no idea.\nIt's nauseating how all the researchers who happened to work for big tech got tons of media coverage","author":"jongjong","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.17028985507246375,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628799"},{"id":"1a1db681-95dd-4ba8-9951-ae8f88a8c927","source":"hackernews","source_id":"48627053","content_type":"comment","title":null,"body_preview":"Surely the roots, if we skip over the early preceptron work', are in backpropagation and Hinton, and the work going on at Edinburgh and elsewhere in the 80s.\nIndeed I remember buying a set of three co","author":"jacknews","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.17200019334031563,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627053"},{"id":"efb848cc-6bc4-4a27-bea6-691f18c124e7","source":"hackernews","source_id":"48633211","content_type":"comment","title":null,"body_preview":"This sort of seems like a pattern in CS - someone creates something and then it blows up 20 or 30 years later when the world is ready for it.","author":"davidw","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633211"},{"id":"99050adb-08bf-417f-a620-708ba3b0f62f","source":"hackernews","source_id":"48630507","content_type":"comment","title":null,"body_preview":"Hot take:\nThe real root of the current AI boom is a master thesis from university of Toronto.\nThe thesis demonstrated that neural networks much longer than before could be trained by simply having a r","author":"throwa356262","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.12396615509132264,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630507"},{"id":"576b1bc7-d7ef-4a25-be59-effad1ca1dd0","source":"hackernews","source_id":"48630720","content_type":"comment","title":null,"body_preview":"> it is easy to forget that the foundations of this trillion-dollar industry were laid down over 30 years ago in Munich\nYes is very easy to forget, cause the trillion is not being made in Europe. If i","author":"trilogic","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":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630720"},{"id":"3f74a416-5a6c-4f18-92dd-af590a89af45","source":"hackernews","source_id":"48628343","content_type":"comment","title":null,"body_preview":"Which work has more value: the abstract description of a catalogue of potential model architectures or their validated application trained on real data?\nIn the Schmidhuber case their is 20 years and a","author":"gillesjacobs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628343"},{"id":"d7eaf5b9-d6be-4a64-b4d4-0a878b31c595","source":"hackernews","source_id":"48627230","content_type":"comment","title":null,"body_preview":"https://en.wikipedia.org/wiki/J%C3%BCrgen_Schmidhuber","author":"emmelaich","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.11866876053707362,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627230"},{"id":"94d8711e-9ea4-4ccb-a7df-064960ddc151","source":"hackernews","source_id":"48627061","content_type":"comment","title":null,"body_preview":"There's this crowd on HN which is very vocal against academia. From what I've seen, the main points are that academia isn't efficient, most of the science coming out of academia is useless and that th","author":"jcattle","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627061"},{"id":"1d8508f8-3347-4931-a74f-26dd738ef68b","source":"hackernews","source_id":"48628659","content_type":"comment","title":null,"body_preview":"This article, too, was originally discovered by Jürgen Schmidhuber in 1991!","author":"trashburger","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628659"},{"id":"57c9b322-d234-4aa5-aeb5-5cab9c00827e","source":"hackernews","source_id":"48636417","content_type":"comment","title":null,"body_preview":"Contrarian view; I think he’s right. Many of these ideas it’s almost shocking how many you can find sketched out in his old papers. To the point where I think it’s very wise to read all his work to se","author":"itkovian_","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636417"},{"id":"d704b749-82b9-4465-a79b-f509f868c808","source":"hackernews","source_id":"48629756","content_type":"comment","title":null,"body_preview":"worth separating: LSTM (Hochreiter & Schmidhuber 1997) is ironclad and widely cited. the transformer attention priority claims are far shakier. conflating them is how Schmidhuber undermines himself","author":"cold_harbor","classification":"human_created","confidence":0.8,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0.2044692902856067,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629756"},{"id":"51e6eee4-3418-49d8-ad9d-3eeec37f229f","source":"hackernews","source_id":"48627857","content_type":"comment","title":null,"body_preview":"TU Munich and Nipkow, Makarius et.al. are also at the center of the influential Isabelle theorem prover. TU Munich is cool :-)","author":"practal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise"],"bot_score":0.25,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627857"},{"id":"21f8601a-a4d2-4c31-ae67-a700fa3dc6b7","source":"hackernews","source_id":"48627948","content_type":"comment","title":null,"body_preview":"Also see Schmidhuber's take on the Hinton + Hopfield Nobel prize: https://people.idsia.ch/~juergen/physics-nobel-2024-plagiari...","author":"MeteorMarc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627948"},{"id":"1b280a6d-4e4e-4f8e-898f-2c0a38b47691","source":"hackernews","source_id":"48629449","content_type":"comment","title":null,"body_preview":"The current AI boom has more to do with NVIDIA, and the popularity of computer gaming giving us GPU compute, than who was using neural networks back in 1990's.\nMore specifically, it was really AlexNet","author":"HarHarVeryFunny","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629449"},{"id":"e637a392-4bc5-468c-b64b-77ceb8e7e516","source":"hackernews","source_id":"48623680","content_type":"comment","title":null,"body_preview":"Tokens don’t come with CV clout which is what the vast majority of the slop PRs are really about.","author":"throwatdem12311","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.096752598609639,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623680"},{"id":"cf539eea-4f08-455f-b7fb-fcf38d1d7744","source":"hackernews","source_id":"48623819","content_type":"comment","title":null,"body_preview":"I always thought that the donate tokens thing would be done by sending some tokens from your personal sub to the maintainer's pool with some sort of proxy for tokens with rules, in a more direct way w","author":"frangonf","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","human_indicator_possible_niche_expertise"],"bot_score":0.08390318255769805,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623819"},{"id":"463ac800-7783-4b2f-845a-a7e14a13e4dd","source":"hackernews","source_id":"48623599","content_type":"comment","title":null,"body_preview":"What if the maintainer doesn’t want to implement a particular feature at the moment?\nI suppose this is the most common scenario - I doubt features are not getting implemented because maintainers are l","author":"thih9","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.09731500865322072,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623599"},{"id":"51bd23ea-8d3a-4dfc-bec1-6b803c9c8018","source":"hackernews","source_id":"48627066","content_type":"comment","title":null,"body_preview":"Really interesting solution to the AI PR problem. Keeping the maintainers in the driver's seat for issue prioritization is definitely the right approach.\nHow are you handling the token allocation unde","author":"grrinkarthi","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","specific_questions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627066"},{"id":"43e5f3e9-7b81-455e-ae37-3c388e8ba8c0","source":"hackernews","source_id":"48636350","content_type":"comment","title":null,"body_preview":"Just finance the project for god sake, why introducing another \"gift card\" that they sell at cashiers? Let the maintainer spend the money, maybe he/she needs bread, not tokens","author":"dgan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13780409533145882,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636350"},{"id":"68cd4313-319e-4d25-8497-0a3dbec9de7c","source":"hackernews","source_id":"48630498","content_type":"comment","title":null,"body_preview":"Read, sure, already can do that with file upload. Write sounds like a disaster waiting to happen","author":"qwertytyyuu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630498"},{"id":"f22f6e6e-9894-453f-a8d4-7d7f4ecabc89","source":"hackernews","source_id":"48630135","content_type":"comment","title":null,"body_preview":"Phishers and exploit developers are celebrating and jumping for joy over yet another way to deploy their payload to their victims.\nWhat are the many ways could this possibly go wrong?","author":"rvz","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0.1163291600943964,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630135"},{"id":"8411043d-1869-4d7b-9c12-ef6f212addb4","source":"hackernews","source_id":"48630876","content_type":"comment","title":null,"body_preview":"photopea.com already does this...\nIt's a full photoshop-like image (svg, gif, and video too) editor that runs completely on the browser, and has the ability to load a folder as you \"Local Projects\" fo","author":"llosio","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630876"},{"id":"6b978b42-12cf-4c74-aafe-c0c57b2e395c","source":"hackernews","source_id":"48629916","content_type":"comment","title":null,"body_preview":"Currently using this in socket2.me\nNot truly supported across all mobile browser currently, but it's certainly better than just one year ago.","author":"bigrocketapps","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629916"},{"id":"e974806a-d93d-41b7-9a3e-7baaf68ab038","source":"hackernews","source_id":"48629980","content_type":"comment","title":null,"body_preview":"Too many prompts and not an official API. Back in the day, IE also had tons of \"great\" and novel ideas, including COM+ something something.","author":"cicko","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629980"},{"id":"e4e2caac-137c-4a88-a78f-9a666c0a56c6","source":"hackernews","source_id":"48629842","content_type":"comment","title":null,"body_preview":"But webkitdirectory=\"true\" could already do that, no?","author":"yread","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629842"},{"id":"a12e8250-4e3e-4c40-a54e-c1bf024c774e","source":"hackernews","source_id":"48630332","content_type":"comment","title":null,"body_preview":"I'm not sure if this is meant to be ironic?\n\"You can also create folders within the app and move photos into them, and it all happens on your filesystem.\"\nWhy, yes. But you can also do that with Finde","author":"steve1977","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15549090883526764,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630332"},{"id":"2addcab2-d56a-49f9-95d2-66ba00d3f8d2","source":"hackernews","source_id":"48629820","content_type":"comment","title":null,"body_preview":"Some of the permissions problems related to window.showDirectoryPicker have been frustrating. I'm developing a client-side Python web framework, and during development I need to mount the library loca","author":"acbart","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629820"},{"id":"c005becd-0604-4940-85ac-824a096d9ef9","source":"hackernews","source_id":"48629388","content_type":"comment","title":null,"body_preview":"I'm really excited about window.showDirectoryPicker and the local-first web apps it will enable. There's lots of talk about local-first sync engines, but the best sync engine is one you don't even man","author":"steveharrison","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629388"},{"id":"d253c034-50f1-445d-bfe2-0aa8881b5712","source":"hackernews","source_id":"48630830","content_type":"comment","title":null,"body_preview":"We are introducing new and exciting ways to expose environment variables and PII every day! Introducing features like this while we are in the midst of uncontrolled supply chain attacks feels like a n","author":"rightlane","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630830"},{"id":"2969e3b6-d001-4dc8-9257-ddb9882d6bc7","source":"hackernews","source_id":"48629922","content_type":"comment","title":null,"body_preview":"Unfortunately currently only supported by Chrome/Chromium:\nhttps://developer.mozilla.org/en-US/docs/Web/API/Window/show...","author":"jaen","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1294651497656287,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629922"},{"id":"4e50b259-fa95-4369-b227-47dc771b927d","source":"hackernews","source_id":"48635374","content_type":"comment","title":null,"body_preview":"I am using this api for music player[0] in the browser. Biggest share of my users are using Chromebooks, where besides Android apps are not much alternatives. If this API was not available closest thi","author":"no_way","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","technical_detail_with_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635374"},{"id":"a8d9bc20-77ac-4929-ad49-c06a61400ab0","source":"hackernews","source_id":"48630146","content_type":"comment","title":null,"body_preview":"So websites can now nag users to allow access to the root of their local disk and then read all their files and settings, all their SSH keys and other passwords?\nFrom what I gather from the docs [1], ","author":"ptx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","technical_detail"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630146"},{"id":"8d0ba947-de53-44c2-a5ca-a4639a05028b","source":"hackernews","source_id":"48629903","content_type":"comment","title":null,"body_preview":"First time I've heard about this. I'll have to look into the security model around it. I'm curious what safeguards are in place to prevent click jacking. I know showing a file picker \"\"\"should\"\"\" be e","author":"explodes","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629903"},{"id":"2bab8494-716d-4f51-bedc-f2760c7780b6","source":"hackernews","source_id":"48630325","content_type":"comment","title":null,"body_preview":"I think something that is a mix between localStorage or IndexedDB and access to the user's filesystem would be better.\nI agree with the comments about how much of a security risk this poses. But, isn'","author":"sarreph","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.25187968740985545,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630325"},{"id":"c7849abc-75b7-450f-b98a-095ba834183f","source":"hackernews","source_id":"48635039","content_type":"comment","title":null,"body_preview":"A few people have suggested adding a blacklist for dangerous directories or validating directories are empty first.\nWhy not just make the API create a new directory rather than selecting one? There's ","author":"danhardman","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635039"},{"id":"d8928450-4ded-4452-a3b6-2f3338682453","source":"hackernews","source_id":"48630738","content_type":"comment","title":null,"body_preview":"it's a bit of a shame that TFA does not mention that this is a non-standard API pushed by google only (all three editors of the draft are google engineers)\nboth Mozilla[1] and Apple[2] are opposed to ","author":"nasso_dev","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630738"},{"id":"c65777f1-0073-4a68-ade5-1a7b4ac0bb53","source":"hackernews","source_id":"48630113","content_type":"comment","title":null,"body_preview":"This isn't new, the API has been around for several years. Unfortunately Mozilla and Apple say they are never going to implement it because of security concerns https://github.com/mozilla/standards-po","author":"streptomycin","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630113"},{"id":"6a7e97a2-122f-44fd-acbf-4317cdcc5c4b","source":"hackernews","source_id":"48632346","content_type":"comment","title":null,"body_preview":"Revisionist history will tell it differently, but I remember that from the mid 1990s until about 2000 when the economy was booming yet prices weren't rising, Greenspan publicly indicated that he wasn'","author":"zackmorris","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression","template_phrases","suspiciously_balanced"],"bot_score":0.2222222222222222,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632346"},{"id":"df38c94a-293b-4962-a2e5-7ff8473bcce4","source":"hackernews","source_id":"48631480","content_type":"comment","title":null,"body_preview":"NYT obituary:\nAlan Greenspan, Fed Chairman Through Prosperity and Crisis, Dies at 100\nnon-paywall: https://www.nytimes.com/2026/06/22/us/alan-greenspan-dead.ht...","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631480"},{"id":"54434ede-9dcf-456e-8bab-f62a1a9ee697","source":"hackernews","source_id":"48632742","content_type":"comment","title":null,"body_preview":"Highly recommend the extremely good multipart documentary All Watched Over By Machines Of Loving Grace by Adam Curtis for a fun and wide ranging if slightly silly look at the nexus of Greenspan, Ayn R","author":"pjs_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_recommendation","opinionated_description"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632742"},{"id":"020111d4-6d6e-4ffc-ae64-e3b7f46dcd2b","source":"hackernews","source_id":"48630969","content_type":"comment","title":null,"body_preview":"Here is an old clip of Alan Greenspan explaining to Paul Ryan why the social security system can't go bankrupt.\nhttps://youtu.be/DNCZHAQnfGU?is=CWQS-QUJB0z4EfSM","author":"mempko","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","specific_reference"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630969"},{"id":"483e52db-4318-43bb-bff9-57ca4c849d3e","source":"hackernews","source_id":"48630913","content_type":"comment","title":null,"body_preview":"\"Irrational exuberance\" - I came to know about him when he said that around 2001. Kinda foresaw the dotcom bubble.","author":"zkmon","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630913"},{"id":"3bdb183c-1410-42b6-97b5-c43230a1b042","source":"hackernews","source_id":"48634443","content_type":"comment","title":null,"body_preview":"How did a guy who wrote that \"gold and economic freedom\" wind up running two decades of LIRP?","author":"boppo1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634443"},{"id":"adc83919-abe7-4478-a700-0b6b1d3d5ed3","source":"hackernews","source_id":"48632642","content_type":"comment","title":null,"body_preview":"For many Americans, Greenspan was the only Fed Chair known widely by name by the general public.","author":"alberth","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632642"},{"id":"81acc6f9-6601-4cd6-967f-d3586a52adbf","source":"hackernews","source_id":"48630034","content_type":"comment","title":null,"body_preview":"Non paywalled obituary: https://apnews.com/article/greenspan-federal-reserve-death-2...","author":"firefax","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630034"},{"id":"b6aa7449-ee19-4dcf-a8c1-28b8d53ccbc0","source":"hackernews","source_id":"48630189","content_type":"comment","title":null,"body_preview":"Mostly I just know Alan Greenspan for being a disciple of Ayn Rand back in the 1950s/60s.  Though the Objectivists didn't like his work at the federal reserve.  In 2008 he admits to being shocked that","author":"fouc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630189"},{"id":"e7296273-cf31-4c78-a356-29ee41a95c73","source":"hackernews","source_id":"48632024","content_type":"comment","title":null,"body_preview":"Interesting bit of trivia, Greenspan was in Ayn Rand's inner circle and read her drafts of Atlas Shrugged as it was being written, and they were close friends until her death.","author":"helterskelter","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.13418682747611008,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632024"},{"id":"904c9378-7f88-40fa-a663-b15cf2f6754b","source":"hackernews","source_id":"48635682","content_type":"comment","title":null,"body_preview":"I am so confused... so he was a proponent of gold standard but also supported low interest rates and the \"Greenspan PUT\"?","author":"collabs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635682"},{"id":"526c8ca1-c32c-4b49-8def-e81869f1db9c","source":"hackernews","source_id":"48630372","content_type":"comment","title":null,"body_preview":"IIRC it was Greenspan that didn’t mean to, but did disclose the use of gold swaps, so even if there is all the gold that is claimed to be in Fort Knox, the question of who owns the gold is unanswered.","author":"shrubble","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","strong_opinions"],"bot_score":0.1631519904575473,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630372"},{"id":"4df145e4-cf21-4b3b-a468-03571bd1755d","source":"hackernews","source_id":"48630920","content_type":"comment","title":null,"body_preview":"When I was in high school in the 90s, and just discovering the world of money and finance, I stumbled on Alan Greenspan and instantly liked some of his thinking about it. I tried my best to learn from","author":"jameszol","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630920"},{"id":"8f5cb2ed-95b4-40b4-8fad-0ca99868d2df","source":"hackernews","source_id":"48636643","content_type":"comment","title":null,"body_preview":"My favorite bit of Greenspan lore:\nTexas Senator Phil Gramm (pretty sure it was him) was a prominent GOP member of the Senate Banking Committee. Of course, Greenspan often testified there.\nGramm would","author":"twoodfin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636643"},{"id":"3b13648c-dd05-4acf-8a4f-c88bf67afb79","source":"hackernews","source_id":"48631147","content_type":"comment","title":null,"body_preview":"Greenspan was also the subject in the weird comics \"h4x0r economist\"/\"haxor economist\", which thankfully still live on since its early internet days https://www.rdwarf.com/users/kioh/  (NSFW language)","author":"kzrdude","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631147"},{"id":"93a0d7f1-ca44-422e-bae1-76453f78dc26","source":"hackernews","source_id":"48630121","content_type":"comment","title":null,"body_preview":"I'm not a gold bug but Alan was a proponent of the gold standard.  He wrote about how the gold standard created responsible spending and more equality in the world:\nhttps://ritholtz.com/2008/11/gold-a","author":"bhouston","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_without_overqualification","absence_of_ai_indicators"],"bot_score":0.13386369527209843,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630121"},{"id":"79643608-061d-406d-9246-a153af30b07f","source":"hackernews","source_id":"48633196","content_type":"comment","title":null,"body_preview":"another day another reason why copyright should be for commercial use only (yes that means piracy will be legal). you can throw out entire categories of bad faith cases. art stealing companies still h","author":"tancop","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633196"},{"id":"1a5d2469-b54a-4157-b27a-961800f7fc09","source":"hackernews","source_id":"48634910","content_type":"comment","title":null,"body_preview":"> there is a dearth of evidence on the record that Messiah knowingly failed to credit the Photographer when she posted the Parker Train Photo on her blog ... Messiah merely found the Photo on Google I","author":"mock-possum","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634910"},{"id":"02037162-35cf-4d65-a86d-7b03875dd350","source":"hackernews","source_id":"48634837","content_type":"comment","title":null,"body_preview":"Image in question: https://static-assets.artlogic.net/w_1600,h_1600,c_limit,f_a...","author":"gedy","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634837"},{"id":"8c6efd8d-cffd-4d35-942e-9ac7a6dc20ce","source":"hackernews","source_id":"48633226","content_type":"comment","title":null,"body_preview":"Lots to comment on but this stood out:\n> “A lawsuit like this heightens the demand for Generative AI replacements.”\nMost generative AI corpora were arguably trained on copyrighted material, making the","author":"kmoser","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633226"},{"id":"16e7ef09-14ed-49b7-ab4f-2a34c1b1aa69","source":"hackernews","source_id":"48637541","content_type":"comment","title":null,"body_preview":"I guess AI images only for me from now on. Why open yourself up for the hassle?","author":"mchusma","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637541"},{"id":"29ea12ea-d4c0-4c64-a6a6-3653aaf7b2c9","source":"hackernews","source_id":"48634154","content_type":"comment","title":null,"body_preview":"> I was struck by the fact that the blog post had 43 views. With such low stakes, how did this case make it to federal court and reach summary judgment???\nYeah, fascinating that a 43-view blog post wo","author":"arjie","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.13561135502778043,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634154"},{"id":"8855c289-e282-4cbd-8a5d-28f262ec991d","source":"hackernews","source_id":"48635018","content_type":"comment","title":null,"body_preview":"This seems... troubling to me.\nEssentially, the judge found that this qualifies as fair use because (a) publishing this with commentary is \"transformative\" even through \"Defendants used the exact, una","author":"doctorzook","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","self_reference","platform_fluency","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635018"},{"id":"f7ce5a4e-0981-43d2-a868-ce32aa70f5bf","source":"hackernews","source_id":"48633584","content_type":"comment","title":null,"body_preview":"In word.. the asks need to separated from execution.  Labeling or tagging the prompt itself is a dead end.","author":"deftio","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.1722912082729921,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633584"},{"id":"06af4c24-5915-4ed1-a7c8-feaeb31e209c","source":"hackernews","source_id":"48633688","content_type":"comment","title":null,"body_preview":"I bet that tweaking the positional embedding to add an explicit token role indication plus some careful training to help the model learn to use it would make a big difference.","author":"amluto","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.13626584487739704,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633688"},{"id":"3ed6bc31-fac4-410d-af24-13354071c6f2","source":"hackernews","source_id":"48633680","content_type":"comment","title":null,"body_preview":"The real solution is in principle easy: separate data from metadata https://kunnas.com/articles/the-content-is-the-attack-surfac...","author":"ekns","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633680"},{"id":"06420368-ff42-4493-96d4-ce22b36fbd0b","source":"hackernews","source_id":"48633573","content_type":"comment","title":null,"body_preview":"Would llms be more robust to this prompt injection if the tags used in fine tuning are sanitised from user input?\nE.g. map <think> -> THINK <user> -> USER <tool> -> TOOL\nIf they learn something specif","author":"oli5679","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633573"},{"id":"7c0c66a9-8bcc-45d5-82ef-91462ae6e1f5","source":"hackernews","source_id":"48633928","content_type":"comment","title":null,"body_preview":"I wonder how much the concept of 'roles' in an LLM is a artifact of the technology vs. a projection of our own human limitations into the training data.\nI've recently switched from nearly 30 years in ","author":"jcims","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633928"},{"id":"ed2b01a5-a50d-4cce-9eff-11c7f2a95551","source":"hackernews","source_id":"48634513","content_type":"comment","title":null,"body_preview":"> We show prompt injections are driven by a flaw in how LLMs perceive roles.\nLLMs don't \"perceive roles\", and that is exactly the problem.","author":"dweinus","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634513"},{"id":"f606c9a2-af4c-4644-9588-0f0fcf33038a","source":"hackernews","source_id":"48634921","content_type":"comment","title":null,"body_preview":"I'm not sure I understand how important \"role perception\" is when following instructions from a tool call rather than the user is currently a legitimate use-case (applying steps from documentation, or","author":"NewEntryHN","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634921"},{"id":"90ff2d56-db7d-4050-a802-8502bfe7c6dc","source":"hackernews","source_id":"48636070","content_type":"comment","title":null,"body_preview":"Could the (not so perfect but technically simple) solution be to transform the style of content under each tag to the correct expected style for the tag, via a smaller or purpose-built LLM, before the","author":"nphard85","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636070"},{"id":"385823dc-911c-4c1f-adcb-fa35a126d4f3","source":"hackernews","source_id":"48636865","content_type":"comment","title":null,"body_preview":"It seems like the role probes they came up with could somehow be used as feedback during training to teach it to use the role tags properly.","author":"skybrian","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.12548530690138227,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636865"},{"id":"3c937f22-397e-4d32-9c20-432070634ecd","source":"hackernews","source_id":"48633409","content_type":"comment","title":null,"body_preview":"It's like a social-engineering attack on an LLMs.  If you talk like the role you want to be, the LLM will assume you are that role, and not pay attention to the fact that you lack formal credentials.\n","author":"shermantanktop","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633409"},{"id":"23c6e666-4517-4739-8efc-10822bfb3156","source":"hackernews","source_id":"48634701","content_type":"comment","title":null,"body_preview":"The author alludes to it but the defence to this is seemingly insurmountable at the moment because we’re ostensibly operating LLMs on a single channel — their inner, subconscious voice. Right?\nInterac","author":"sarreph","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","synthetic_empathy","polished_first_draft"],"bot_score":0.25187968740985545,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634701"},{"id":"fc9f6cb0-901e-4323-a409-3a30b3abed24","source":"hackernews","source_id":"48633642","content_type":"comment","title":null,"body_preview":"The paper is correct, but I think that anyone that knows anything about LLMs knows this:\n> Role tags were a formatting trick that became the security architecture and the cognitive scaffolding of mode","author":"dvt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.06380776788627886,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633642"},{"id":"0bb4e0f9-a179-42dc-93fb-a1ca477c15fe","source":"hackernews","source_id":"48636750","content_type":"comment","title":null,"body_preview":"> I can distinguish my own thoughts from your speech without effort; they arrive through completely different channels with completely different sensory signatures. But for an LLM, everything arrives ","author":"vova_hn2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.083025348198603,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636750"},{"id":"a56f7a63-9e12-4040-9ada-12ce7ff13571","source":"hackernews","source_id":"48633292","content_type":"comment","title":null,"body_preview":"The research is interesting but I cringe every time there is a reference to “authorization” or that the roles form the “security architecture” of an llm.\nLLMs in their current form provide no security","author":"ipython","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.25408520829727554,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633292"},{"id":"9185b1fe-cc02-4248-8591-172d976cb4f8","source":"hackernews","source_id":"48636861","content_type":"comment","title":null,"body_preview":"I’ve always found all llm’s to be effortless to “jailbreak.”\nSimply edit their refusal, “Sure, I can do blah blah blah, let me know if you want me to continue!” And then send back an api call with tha","author":"hananova","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636861"},{"id":"840110a2-ed34-40c7-aef6-c768710100a3","source":"hackernews","source_id":"48633540","content_type":"comment","title":null,"body_preview":"Maybe I'm missing something but does this idea need a \"theory\"? There's zero sideband here; everything is just context. \"Injection\" is just kind of baked in to the design.","author":"bandrami","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633540"},{"id":"8cf410b5-61dc-400d-b9ad-b17512d2ca16","source":"hackernews","source_id":"48633104","content_type":"comment","title":null,"body_preview":"Really neat findings.\nI've personally had a line of thought where you bake in the role into the token. Basically have an embedding (same dim as token dim) for each role, add it to each token. This add","author":"Scene_Cast2","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.1222327378882113,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633104"},{"id":"64a8f304-8425-4bb2-b295-fd6606ea3786","source":"hackernews","source_id":"48633279","content_type":"comment","title":null,"body_preview":"> This is a blog-style writeup of the paper\nYES! I'd love to see more of this. Academic writing is designed to be frustrating to read. Publishing both a paper and a readable blog-style version of it i","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12198005339406692,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633279"},{"id":"d177c807-64b1-4ebd-9669-11f4b7e7e7ca","source":"hackernews","source_id":"48633191","content_type":"comment","title":null,"body_preview":"So if I am reading this correctly, the fact that something is wrapped in <think>...</think> is almost completely irrelevant. It's the style of writing that triggers specific weights. Writing \"The user","author":"lelanthran","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":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633191"},{"id":"5c28c3a8-720d-4043-9577-72f96cb6178f","source":"hackernews","source_id":"48635139","content_type":"comment","title":null,"body_preview":"> How well do current models do against prompt injection? Not so great. A recent paper found human red-teamers achieve near-100% attack success rates against frontier models5. But, these same LLMs sco","author":"JohnMakin","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11770860997421705,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635139"},{"id":"cb21d21f-91c5-4c44-8810-80ea73788d08","source":"hackernews","source_id":"48628405","content_type":"comment","title":null,"body_preview":"Could these use some frame interpolation and smoothing to make them less jerky? Or would that make them just a video clip then?\nThe first couple of examples were good but later examples were not so im","author":"albert_e","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","opinion_and_critique","specific_technical_suggestion","natural_digression"],"bot_score":0.11383656073482952,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628405"},{"id":"ea5335ba-3e5c-48ef-8c4b-901bd5daa2ef","source":"hackernews","source_id":"48634519","content_type":"comment","title":null,"body_preview":"TIL wigglegram! Lovely article, thanks. I’ve only seen the effect before on those old film cameras with 4 lenses.","author":"wxw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_expression"],"bot_score":0.10681045325361377,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634519"},{"id":"894ddf68-cda6-4ace-a649-1f7dcb26fc83","source":"hackernews","source_id":"48626452","content_type":"comment","title":null,"body_preview":"I made these in 2007 https://trondal.com/oygardstjonn","author":"drsopp","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626452"},{"id":"9d86dc70-ac10-4a33-b7c1-052f1af97664","source":"hackernews","source_id":"48627710","content_type":"comment","title":null,"body_preview":"I've noticed that GIFS with several frames in them tend to be quite large files. I like that these use dithering, which can reduce the file size. Ideally it would be not larger than 2-3 lightweight ph","author":"initramfs","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","human_indicators_present"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627710"},{"id":"2fadc0b1-034a-4fd3-96b1-85d2e633da85","source":"hackernews","source_id":"48626107","content_type":"comment","title":null,"body_preview":"The website is really nicely designed, and the dithering on the images is quite beautiful.","author":"computerfriend","classification":"human_created","confidence":0.78,"indicators":["absence_of_ai_signals","platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626107"},{"id":"6a1eb41a-96ae-4bd3-99ae-dfafeaa21636","source":"hackernews","source_id":"48634650","content_type":"comment","title":null,"body_preview":"This was such a fun read, and wigglegrams are still popular on tumblr (although tumblr is no longer popular!)\nTo the people pointing out the lower quality of the author's wigglegrams: it's because the","author":"gusmally","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634650"},{"id":"f2e858fd-38de-4da4-ac10-1584a98c46d0","source":"hackernews","source_id":"48628416","content_type":"comment","title":null,"body_preview":"This is what happens when you let the frontend team name things","author":"zftnb666","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.30019600324676793,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628416"},{"id":"ab38746f-18e0-412f-b569-da6a4544cffd","source":"hackernews","source_id":"48628686","content_type":"comment","title":null,"body_preview":"The Nintendo 3DS has two cameras on the back, so you can turn its 3D photos into wigglegrams. I made a web app that does this automatically, it has a few demos where you can mess with offset or timing","author":"ksymph","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","niche_expertise","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628686"},{"id":"731abfc0-fc7a-4210-8493-3d2ad2679a4b","source":"hackernews","source_id":"48627559","content_type":"comment","title":null,"body_preview":"On my Pixel phone I always leave enable the \"Top Shot\" setting, it saves a short low resolution video clip in the XMP/RDF metadata of the JPEG file. It saves motions that are not visible on a still im","author":"y04nn","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627559"},{"id":"d9634a10-7b8d-4592-a73b-a07d4ffe72b6","source":"hackernews","source_id":"48634004","content_type":"comment","title":null,"body_preview":"FYI: For \"how-tos\" like this I try to avoid \"adult\" content like smoking. (Even though the stuffie holding a joint and lighter is hilarious.)\nThis is the kind of content that young techies and artists","author":"gwbas1c","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","absence_of_ai_signals"],"bot_score":0.11017643081484246,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634004"},{"id":"070815a6-4243-49ea-a002-2eccb565d8e6","source":"hackernews","source_id":"48630033","content_type":"comment","title":null,"body_preview":"If I'm not mistaken this blog is from a person I had the pleasure of working with in undergrad for a course project. They were brilliant then and are still now.","author":"olwmc","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630033"},{"id":"c6177e6a-64db-437e-bc89-a74c4a67a9d3","source":"hackernews","source_id":"48630662","content_type":"comment","title":null,"body_preview":"Whew... the continuous motion started triggering migraine symptoms until I closed the window.\nBut it does have a nice 3d effect. For me, the cycle speed seems excessive. I believe someone suggested ty","author":"jakzurr","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630662"},{"id":"030d0b5b-6293-4b28-aa1f-abe5c53a40d5","source":"hackernews","source_id":"48630379","content_type":"comment","title":null,"body_preview":"Interestingly, the pixelization/noise effect is applied clientside, so if you open an image in a new tab, you can see the original. Originals look much better, in my opinion.","author":"vova_hn2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","technical_observation"],"bot_score":0.083025348198603,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630379"},{"id":"d74ecd69-d7a8-4f53-ac7a-6f66f5c27bca","source":"hackernews","source_id":"48625653","content_type":"comment","title":null,"body_preview":"Somehow the extra motion seems to reduce the illusion of depth, it just seems like a disjointed animation to me.","author":"rendaw","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625653"},{"id":"e544d71b-c874-4a6c-9343-2783c182024e","source":"hackernews","source_id":"48630676","content_type":"comment","title":null,"body_preview":"The first ones shown are quite neat and pleasant. The \"accidental\" ones pretty quickly gave me motion sickness as I scrolled through them. They also weren't nearly as interesting, though I couldn't lo","author":"nkrisc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630676"},{"id":"0d782879-a75a-436b-ab16-e297777e69f4","source":"hackernews","source_id":"48625648","content_type":"comment","title":null,"body_preview":"That was fun, and the script on github looks hand-written which is refreshing after having been reading AI-written code for months.\nI have 120k photos in iCloud that I'm sure have duplicates (I export","author":"jannyfer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48625648"},{"id":"7557e052-4aac-47c4-8a6f-934bebb41f8b","source":"hackernews","source_id":"48626415","content_type":"comment","title":null,"body_preview":"I’ll shill a library I wrote to make wigglegrams & stereograms in matplotlib - I think pseudo-3D visualization is super underrated as a technique to understand data!\nmpl_stereo: https://github.com/sco","author":"scottshambaugh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity","strong_opinion"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626415"},{"id":"90af8f29-488c-469c-89be-51c7883a15ab","source":"hackernews","source_id":"48633906","content_type":"comment","title":null,"body_preview":"There's an additional \"post processing\" step that the article doesn't mention -- which is alignment of the images within the wiggle.\nIn the example images (which others have noted are stable horizonta","author":"strickinato","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633906"},{"id":"f5b17997-d51b-469f-b1a5-bcc49cd73b86","source":"hackernews","source_id":"48628151","content_type":"comment","title":null,"body_preview":"Found a guy on instagram who builds a custom stereoscopic camera with 4 identical pi cams spaced evenly (about 1 inch (2.54cm)) away from each other on a line. It creates wigglegrams\nhttps://k4mera.wo","author":"GL26","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.1397455199679255,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628151"},{"id":"7801e5bd-7411-4541-94a1-03358047f58d","source":"hackernews","source_id":"48631209","content_type":"comment","title":null,"body_preview":"There are many ways of making wigglegrams. The first method is to capture multiple  horizontally displaced shots together at once. There were cameras designed for this in the 80s that had 4 lenses, wi","author":"aleyan","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631209"},{"id":"e1fec39e-3905-4f87-be8c-3881bb277b30","source":"hackernews","source_id":"48632122","content_type":"comment","title":null,"body_preview":"For those who like these types of puzzles, i made a benchmark called pencil puzzle bench\nTesting AI model's ability to solve puzzles like these. https://ppbench.com/\nCan play the puzzles and compare y","author":"bluecoconut","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632122"},{"id":"3fa78ec9-ea69-4d6e-a576-ca79c3e1ba17","source":"hackernews","source_id":"48630661","content_type":"comment","title":null,"body_preview":"By the way, if you are interested in nonograms specifically, there is a great website nonograms.org that has tens of thousands nonograms (both B&W and color) and no ads.","author":"vova_hn2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.083025348198603,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630661"},{"id":"6f904e8f-a0ef-41b6-95b2-f2ba98511759","source":"hackernews","source_id":"48632234","content_type":"comment","title":null,"body_preview":"> Play in dark mode\nOnly after you create an account? Oh my lord","author":"trizoza","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.09498589592716364,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632234"},{"id":"70d92821-99e4-4dc8-9953-a545a068c586","source":"hackernews","source_id":"48637465","content_type":"comment","title":null,"body_preview":"eventually hosting costs money, so ads will be needed","author":"tonymet","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.10690232266217405,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637465"},{"id":"55c4fade-8983-4fd2-a81c-10e08b546412","source":"hackernews","source_id":"48635804","content_type":"comment","title":null,"body_preview":"Cool but why do I have to create an account to keep playing? I hit the back button to review the rules and now I can't even try the game out.","author":"dirteater_","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635804"},{"id":"5b9dfc24-fdf3-4260-8929-55d2b0efdbbe","source":"hackernews","source_id":"48631174","content_type":"comment","title":null,"body_preview":"Nice! I wanted to share a link to Ripple Effect Hard with my time (23:47), but it seems the URL only captures attempts, so there's no real way to link to the puzzle itself.\nMight be useful to\n- add a ","author":"yunruse","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631174"},{"id":"3234253b-91da-4127-8efc-fcd37e07c477","source":"hackernews","source_id":"48630369","content_type":"comment","title":null,"body_preview":"How do you plan to keep it free from ads? I see it has accounts, if it was completely client side, it could have been forever free.","author":"abhashanand1501","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.11538461538461538,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630369"},{"id":"64944c4d-46b7-4269-9736-a2b1e5332fb3","source":"hackernews","source_id":"48636690","content_type":"comment","title":null,"body_preview":"Love the look of the site. I have also grown tired of ads showing up everywhere nowadays. I'd much rather spend a bit of money than be forced to watch through another ad.","author":"juhnu85","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","personal_opinion","platform_fluency"],"bot_score":0.6540905011604397,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636690"},{"id":"4246e963-131d-47ed-b607-fc978df4dda5","source":"hackernews","source_id":"48635322","content_type":"comment","title":null,"body_preview":"Nice puzzles, thanks letting me have a couple of fun minutes with those.\nIn the star battle (at least the medium I played) the solutions are non-unique and there you sometimes make random mistakes, wh","author":"Azrael3000","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635322"},{"id":"c7ea666c-388f-4e59-bc9c-52cb8214e54f","source":"hackernews","source_id":"48635920","content_type":"comment","title":null,"body_preview":"Really cool! I went through the same frustration with multiplayer games so I built https://parlor.vqi.io\nNo monetization of any kind other than a slightly hidden donate button.","author":"sebasv_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635920"},{"id":"45d7b9bb-7531-4725-8cdb-43f5e2277a76","source":"hackernews","source_id":"48631019","content_type":"comment","title":null,"body_preview":"I'm 99% sure this was an invalid Sudoku puzzle.\nJust before putting the 2 in here (above the pencil 6), I put in 6 and it said Mistake, so I erased it and put 2. But... why wouldn't 6 be valid there?\n","author":"neogodless","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0.1679149850430401,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631019"},{"id":"b2b5b6b2-cfd5-4cbd-a467-f51162de55e6","source":"hackernews","source_id":"48635201","content_type":"comment","title":null,"body_preview":"I did the same with a few of my favorite casino games (and to save some money)\nhttps://roulette.free/\nhttps://blackjack.free/\nhttps://baccarat.free/\nlittle less heady than your site! but i still enjoy","author":"cbxyp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635201"},{"id":"b2b0d7cb-51b7-4b46-ba5f-2d1f317099c6","source":"hackernews","source_id":"48635215","content_type":"comment","title":null,"body_preview":"If you want image nonograms (as opposed to randomized nonograms), you can try Nonoverse[1]; I made it for the same reasons.\n[1]: https://lab174.com/nonoverse","author":"merelysounds","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635215"},{"id":"0ee4adfd-1e02-4ced-9408-2e85fb264ab0","source":"hackernews","source_id":"48636847","content_type":"comment","title":null,"body_preview":"Wanted to add my puzzle engine built for TUI. I have 15 puzzles, zine printing, and daily/weekly seeded challenges. Love seeing more puzzles without corporate shilling being the bitter aftertaste.\nhtt","author":"FelineStateMach","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636847"},{"id":"58619781-2513-4351-9f16-147cca0d5b1c","source":"hackernews","source_id":"48631728","content_type":"comment","title":null,"body_preview":"Looks great. FYI, Claude has idunno, maybe 20-30 different strongly themed websites it knows how to make, and this newspaper aesthetic is one of them, and all the sites it does this way look exactly t","author":"furyofantares","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","personal_experience","opinion_expressed"],"bot_score":0.11130398024944144,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631728"},{"id":"341049ab-7cb8-4c7c-8a87-c350521b4843","source":"hackernews","source_id":"48630650","content_type":"comment","title":null,"body_preview":"I feel like the Nonogram is AI generated? There’s no way a human would set a perfectly symmetrical “diamond” as a medium difficulty puzzle. Worse yet, the hard difficulty is just “big diamond”, the sa","author":"underyx","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.3235294117647059,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630650"},{"id":"00a8ce5a-5878-4fb7-84c0-9f5960e2549a","source":"hackernews","source_id":"48630363","content_type":"comment","title":null,"body_preview":"This is nice!\nReaders may also enjoy Simon Tatham's puzzle collection, available for mobile as well: https://www.chiark.greenend.org.uk/~sgtatham/puzzles/\n(My favorite currently is Dominosa. Playing t","author":"pavel_lishin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.11077661802142406,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630363"},{"id":"bf101ce0-bff3-4695-847a-fc3d2667c6e8","source":"hackernews","source_id":"48635653","content_type":"comment","title":null,"body_preview":"The headline made me fear that I will need to shell out a few more bucks for 4164 DRAM chips, but fortunately this does not seem to be the case.\nDDR3 is not \"retro\", for chrissakes.","author":"michalpleban","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635653"},{"id":"b2218499-9dc7-4bf3-9e48-61ac1a8d9db9","source":"hackernews","source_id":"48635429","content_type":"comment","title":null,"body_preview":"I work in e-waste recycling. Ever since the TurboQuant paper in March, I haven't been able to sell any DDR3. I'm guessing that the DDR2 and 3 this article is referring to is the actual memory chips, n","author":"theandrewbailey","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635429"},{"id":"7fe8b3a7-5417-4b23-ac83-f0344eb7607d","source":"hackernews","source_id":"48632324","content_type":"comment","title":null,"body_preview":"California's progressive policies have pushed out both data centers and Chevron out of the area. I'm sitting here wondering why Newsom is so proud of his achievements.","author":"1-6","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632324"},{"id":"d32944cd-e96c-4d02-adc8-444feb4bd3d6","source":"hackernews","source_id":"48632205","content_type":"comment","title":null,"body_preview":"Sorry, but who in his right mind, signs contracts for 20 years - could you have imagined the world today 20 years ago? No and no. All one should do is sign snippet contracts of 5 years with the offer ","author":"21asdffdsa12","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2222222222222222,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632205"},{"id":"ce43b11d-98c1-4079-b8ce-5aa565d74aa9","source":"hackernews","source_id":"48630960","content_type":"comment","title":null,"body_preview":"> A majority of the generation will come from large GE Vernova turbines and associated electrical infrastructure, with additional capacity provided by Solar Turbines, a wholly owned subsidiary of Cate","author":"whalesalad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630960"},{"id":"c17b8dfe-e035-43ea-878f-52ea7542ec2a","source":"hackernews","source_id":"48632116","content_type":"comment","title":null,"body_preview":"I had to go read the article to check because other operators have been entering into PPAs with oil companies, but for photovoltaic power. E.g. Google and TotalEnergies.\nhttps://pv-magazine-usa.com/20","author":"jeffbee","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632116"},{"id":"a5783ee6-6bca-419b-af66-4a61c49dbcca","source":"hackernews","source_id":"48632418","content_type":"comment","title":null,"body_preview":"With all the fracking in the USA, literally exponential growth, one of the things they do is gas burn off for months, sometimes years at all the sites\nWhy not use all that wasted heat energy to power ","author":"ck2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.14225436865712734,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632418"},{"id":"70e98a53-f1c1-40f1-ac4a-59b70843a58c","source":"hackernews","source_id":"48633118","content_type":"comment","title":null,"body_preview":"capex certainty for 20 years. smart if AI demand holds, very expensive if it doesn't","author":"clearstack","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1902294868505653,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633118"},{"id":"33b66f92-f670-4335-bf58-589c13414e3c","source":"hackernews","source_id":"48634885","content_type":"comment","title":null,"body_preview":"Yes, the planet got destroyed. But for a beautiful moment in time we created a lot of value for shareholders\n- A Microsoft employee 2080","author":"happosai","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634885"},{"id":"c095d9b1-086a-4e22-846e-2da27eee87e8","source":"hackernews","source_id":"48632392","content_type":"comment","title":null,"body_preview":"And in the mean time, western europe is having its second heat wave even before summer starts.","author":"julosflb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632392"},{"id":"8de66f94-dfe8-4d6e-8957-1e53f11f1f09","source":"hackernews","source_id":"48631848","content_type":"comment","title":null,"body_preview":"I guess that whole carbon negative by 2030 goal got shuffled down the priority list","author":"mixdup","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631848"},{"id":"20f9daf8-174c-46f6-a782-672ef2562fb7","source":"hackernews","source_id":"48631131","content_type":"comment","title":null,"body_preview":"> A majority of the generation will come from large GE Vernova (NYSE: GEV) turbines and associated electrical infrastructure, with additional capacity provided by Solar Turbines, a wholly owned subsid","author":"bob1029","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinion","quoting_external_source"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631131"},{"id":"05f46a2c-34ac-4a70-90fa-6eb95310795e","source":"hackernews","source_id":"48632930","content_type":"comment","title":null,"body_preview":"I love how they are using a company named 'Solar Turbines'. Such an obviously misleading name. (From their website)[1]:\nPowering the future through innovative, sustainable energy solutions.\nSolar Turb","author":"jmward01","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinion","quoting_external_source_with_commentary"],"bot_score":0.14859407935643623,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632930"},{"id":"5752b177-0abe-4dc9-8f3d-9b20cd9e77aa","source":"hackernews","source_id":"48637499","content_type":"comment","title":null,"body_preview":"Chevron and Microsoft agree to keep smoking crack and buy it for each other when needed and not tell anyone.","author":"jackbucks","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.3420179733078833,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637499"},{"id":"bdb4e5fd-6944-45f9-a717-661264724d6b","source":"hackernews","source_id":"48632185","content_type":"comment","title":null,"body_preview":"Microsoft says [1] they're going to be carbon negative by 2030. Hard to see them doing that while deploying gigawatts of new fossil fuels.\n[1] https://www.microsoft.com/en-us/corporate-responsibility/","author":"advisedwang","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632185"},{"id":"c2477921-1390-48f2-bf87-2b8900b90971","source":"hackernews","source_id":"48631243","content_type":"comment","title":null,"body_preview":"Fascinating they're going this direction when solar and batteries are so cheap in Texas...\nNearly all new additions to the grid are solar, wind, and storage right now on Texas' grid. Not because of Te","author":"epistasis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631243"},{"id":"59650ec0-1893-43fd-b456-b39ea50e606c","source":"hackernews","source_id":"48631807","content_type":"comment","title":null,"body_preview":"The current natural gas price in West Texas (the WaHa hub, north of Coyanosa, TX) is negative. And has been for a while. The price peaked (dipped?) to -$9/MCF a couple months ago. That means gas produ","author":"auspiv","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631807"},{"id":"f22e17c8-f268-4907-bc40-2ede4689b82b","source":"hackernews","source_id":"48626538","content_type":"comment","title":null,"body_preview":"> The default WebView backend uses the operating system's own webview for small binaries, and you still have the entire npm ecosystem available through Deno's Node compat layer.\nSounds like a similar ","author":"droidjj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626538"},{"id":"9f60389c-10fa-440d-96e7-ea48abecdeba","source":"hackernews","source_id":"48626589","content_type":"comment","title":null,"body_preview":"Looks actually good!\nI wonder if it supports opening invisible browser windows and doing things like intercepting cookies. In my desktop application I leverage a hidden browser window to manage auth s","author":"sureglymop","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","self_reference","natural_digressions"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626589"},{"id":"c9c67582-ae62-45be-b6c7-5ada100327d0","source":"hackernews","source_id":"48626897","content_type":"comment","title":null,"body_preview":"Why did they describe electrobun as macOS only? \nI checked their docs and it has support for Windows, macOS and Linux\nhttps://docs.deno.com/runtime/desktop/comparison/\nhttps://github.com/blackboardsh/","author":"krawcu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_details_and_links","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626897"},{"id":"0ba51475-6d2f-47bf-948e-8af22e5d23fc","source":"hackernews","source_id":"48628482","content_type":"comment","title":null,"body_preview":"Actually, this would be amazing for distributing web games as apps for Steam or online purchase. I am going to give it a try.","author":"paulbjensen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628482"},{"id":"eb615d9b-4951-4b08-b2a5-d5596e07bd1c","source":"hackernews","source_id":"48627877","content_type":"comment","title":null,"body_preview":"Having deno desktop do the framework handling for a bunch of popular options is an interesting choice. It seems deno is trying less to be an agnostic JS runtime, and more an \"integrate everything tool","author":"liampulles","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627877"},{"id":"83875c08-089d-4168-b50e-45af5bd2e366","source":"hackernews","source_id":"48626846","content_type":"comment","title":null,"body_preview":"I swear we're just going to end up with Java again.","author":"DaanDL","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626846"},{"id":"debcb4dc-c71d-4aea-8a2d-13a649f13148","source":"hackernews","source_id":"48629442","content_type":"comment","title":null,"body_preview":"Deno Desktop supports two backends as of now: CEF (Chromium) and Webview\nYou can get your app sizes as low as 15mb with `deno desktop --compress` (in canary)\nA tiny \"raw\" windowing backend exists for ","author":"undefined_void","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629442"},{"id":"11be79d7-1935-4e46-8f9c-11413f144f84","source":"hackernews","source_id":"48626460","content_type":"comment","title":null,"body_preview":"As much as I like cross-platform stuff, I also really like native UIs that follow native UX patterns, etc.","author":"lillesvin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626460"},{"id":"fe7169d3-f9a5-4fc0-9d10-b9a0cd0dd161","source":"hackernews","source_id":"48627182","content_type":"comment","title":null,"body_preview":"Similar to something I'm working on for games: https://jumpjet.dev\nWASM you can bundle for Windows, macOS, Linux, Android, iOS and web. Unlike Deno Desktop, it doesn't rely on a browser engine.","author":"lwansbrough","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","terse_replies"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627182"},{"id":"5d3c849b-bdba-422b-9613-8c44f7e62c07","source":"hackernews","source_id":"48636042","content_type":"comment","title":null,"body_preview":"This is something that can bring me back to Deno. Binary size is still pretty big IMO. If they can trim down runtime based on the specific uses of standard library (sort of treeshake Deno runtime itse","author":"microflash","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636042"},{"id":"fd9db333-fbfb-4db8-b49a-a6fc25add352","source":"hackernews","source_id":"48629495","content_type":"comment","title":null,"body_preview":"I think the last time I tried Deno for desktop it didn't allow for fullscreen webview apps. that was a showstopper for our kiosk apps. I'll have to revisit that issue and see if it's resolved now. I'm","author":"SpaceL10n","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629495"},{"id":"f5b7e727-3892-49d8-b6fd-acbc0e6b73d6","source":"hackernews","source_id":"48626430","content_type":"comment","title":null,"body_preview":"> Web technology is the most widely-known UI toolkit in the world.\nPoor choice of words there IMHO.\nThe reason Electron apps get a lot of flak is because they are everything _but_ a UI toolkit. They c","author":"jorisw","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12018139601370234,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626430"},{"id":"df2b6050-27ac-4358-a349-505a0ab5167c","source":"hackernews","source_id":"48630753","content_type":"comment","title":null,"body_preview":"> Bindings are not IPC. The Deno runtime and the rendering backend run as threads / processes inside the same address space (CEF) or coordinated process group (WebView). Calls go through in-process ch","author":"qudat","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1886716665705125,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630753"},{"id":"c227dad4-208d-4788-aac0-fd4b20b54a4b","source":"hackernews","source_id":"48631144","content_type":"comment","title":null,"body_preview":"The overall feature seems really solid, but I'm impressed they couldn't reduce the average package size further from 40MB even when not using CEF. I guess that wasn't a huge focus when developing this","author":"doodlesdev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631144"},{"id":"57796e0e-46c2-479d-b52f-bc5f73ddb5da","source":"hackernews","source_id":"48626625","content_type":"comment","title":null,"body_preview":"I'm happy for competition in this space, specially because Deno can run true TypeScript directly and not just strip types like the current Node implementation.\nWith that said, this is going to eat a l","author":"bel8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.10968575444699302,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626625"},{"id":"e60ef172-8641-45b1-a4df-09d91af7b303","source":"hackernews","source_id":"48626422","content_type":"comment","title":null,"body_preview":"This is a smart thing to ship. For me it would totally be a consideration when deciding on a platform to use.","author":"solarkraft","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.10688788917147105,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626422"},{"id":"dcdbf195-4f50-4089-b320-55c547a1265b","source":"hackernews","source_id":"48629284","content_type":"comment","title":null,"body_preview":"Deno continues to impress me. It’s honestly been quite a while since I started a new project without it. It has fully won my support over Node.js, the ecosystem has really matured nicely. I don’t know","author":"40four","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629284"},{"id":"ec441221-48f0-4b5a-84cb-e8aed5fbf427","source":"hackernews","source_id":"48629777","content_type":"comment","title":null,"body_preview":"I'm happy to see this I see that this provides CEF, Webview and Raw * backbends but it would be nice if there was also a launch in browser option (like WebUI has). To me that has the best tradeoffs if","author":"bobajeff","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629777"},{"id":"2295bbd2-26ed-4b05-928e-80108e172acc","source":"hackernews","source_id":"48626433","content_type":"comment","title":null,"body_preview":"I was wondering how this integrates with Deno's permission system, which is one of its biggest strengths especially for letting agents run amok on your device.\nThe CLI reference page[0] notes,\n> The p","author":"sheept","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626433"},{"id":"39c692d2-d2bb-49ce-be60-04920850d744","source":"hackernews","source_id":"48626999","content_type":"comment","title":null,"body_preview":"> Shared CEF runtime across apps. Every app currently bundles its own CEF copy. A managed shared runtime would drop binary sizes to a few MB per app. On the roadmap.\nThis[0] sounds interesting. I am n","author":"leleat","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48626999"},{"id":"674a7d24-cab8-47fa-a8e6-17ece0063881","source":"hackernews","source_id":"48636121","content_type":"comment","title":null,"body_preview":"The Critical Drinker would beg to differ (look him up on YouTube).","author":"andrewstuart","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12701814525971136,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636121"},{"id":"b27411c5-b46b-4a9c-bbbf-5df8bcf0622b","source":"hackernews","source_id":"48636563","content_type":"comment","title":null,"body_preview":">Walt Disney Company is the most successful at monetizing human nostalgia.\nCoca-Cola has a much larger market cap than Disney, and the Coca-Cola brand is very intentionally a nostalgia-driven, golden ","author":"yodon","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636563"},{"id":"fa094f3c-e73e-469b-a7cc-1c28ef579ce1","source":"hackernews","source_id":"48635855","content_type":"comment","title":null,"body_preview":"You won't convince me that this title doesn't belong to Activision Blizzard.","author":"stymaar","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635855"},{"id":"41cc6228-941e-4703-879d-f66e3e50a4cd","source":"hackernews","source_id":"48635871","content_type":"comment","title":null,"body_preview":"I feel if they really were, they'd revisit the 2D animation style that all the classics were in and release new movies in it.\nInstead, they seem to have largely settled on the Pixar style for \"new\" IP","author":"xg15","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","natural_digressions","missing_platform_voice"],"bot_score":0.12553058890278804,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635871"},{"id":"d7400d1e-3111-4717-bfa8-715bb80db260","source":"hackernews","source_id":"48635807","content_type":"comment","title":null,"body_preview":"Nostalgia is also powerful way to trick yourself to think things were better when they were not.","author":"motbus3","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635807"},{"id":"efadd3ed-2953-4cdc-9b7b-01a5dbf693a2","source":"hackernews","source_id":"48635788","content_type":"comment","title":null,"body_preview":"It's a podcast so I can't skim it for sources, but I wonder if Oldschool Runescape by Jagex is a competitor for the title. They've made hundreds of millions off rebooting an old game","author":"OsrsNeedsf2P","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1289104652675968,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635788"},{"id":"7bbd27ac-f902-4c2f-9d02-924960f95439","source":"hackernews","source_id":"48636905","content_type":"comment","title":null,"body_preview":"Nintendo is a close 2nd. They can keep selling the same damn game every 5 years and people will keep buying while complaining about it. Their consumers just can't help themselves. They think if they j","author":"racl101","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","semantic_specificity"],"bot_score":0.25,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636905"},{"id":"f91f86f9-2b30-499f-be39-68fdc0c25be5","source":"hackernews","source_id":"48635677","content_type":"comment","title":null,"body_preview":"There's an ice cream shop around here that cashes in on nostalgia.\n40 years ago, there was a dairy that made ice cream, and sold it in the summers on the side of the building. We'd go there as kids, l","author":"bluedino","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.15270944046799442,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635677"},{"id":"c820bd9a-4d37-44ca-bd73-b5e1af609bc5","source":"hackernews","source_id":"48635928","content_type":"comment","title":null,"body_preview":"They truly are.\nStar Wars is perfect example of  it. Star Wars is now repetitive genre like police procedural or western except Disney owns it.\nWith few exceptions they have successfully frozen the fr","author":"u1hcw9nx","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","specific_example","absence_of_ai_signals"],"bot_score":0.2222222222222222,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635928"},{"id":"227e27bd-9048-4184-91c0-a285a42d40ae","source":"hackernews","source_id":"48637028","content_type":"comment","title":null,"body_preview":"I feel like this used to be more true, and is getting less true each year.   With covid they really did a lot of negative things related to the parks.  They cancelled a lot of things ( magical express","author":"diddid","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637028"},{"id":"f1fd14ca-28bc-47b0-9a09-9f3fb032944a","source":"hackernews","source_id":"48635848","content_type":"comment","title":null,"body_preview":"I have a coworker/friend who is a \"Disney Adult\" - she has an entire room in their 4br house that is designated to Disney paraphernalia, including a $16,000 swarovski crystal Cinderella purse and $3k ","author":"randycupertino","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.16414141414141414,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635848"},{"id":"1b6834b6-1e53-4b44-8287-3a2168af745a","source":"hackernews","source_id":"48636565","content_type":"comment","title":null,"body_preview":"This is to frustrate those using distillation techniques to train their own models right?","author":"topranks","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636565"},{"id":"f4ef80da-d5fb-4e5b-9f96-1f19ef6279b8","source":"hackernews","source_id":"48636198","content_type":"comment","title":null,"body_preview":"Aren't the actual reasoning tokens already surprisingly divergent from the models' actual thought process? I've seen at least three separate studies on that subject.","author":"andai","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","missing_platform_voice","semantic_blandness"],"bot_score":0.10523668958093657,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636198"},{"id":"0db20dd5-ad72-4e2b-bfb6-c1e207ce6dc3","source":"hackernews","source_id":"48631273","content_type":"comment","title":null,"body_preview":"This is nothing new - these companies don't want their model's output to be useful for distillation/training, so they just give a \"summary\" of its thinking steps rather than the actual sequence.\nRL (t","author":"HarHarVeryFunny","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","semantic_depth","absence_of_ai_signals"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631273"},{"id":"afa4391e-405d-49b5-a160-3a71ec72e4dc","source":"hackernews","source_id":"48631252","content_type":"comment","title":null,"body_preview":"Not surprised at this. The questoins for enterprises are \n+ where can you depend on a black box as a service? \n+ what evals and observability do you need to deploy a black box as a service confidently","author":"adi_pradhan","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631252"},{"id":"e9681276-fc23-4bc1-bcc4-7a06622e1172","source":"hackernews","source_id":"48634964","content_type":"comment","title":null,"body_preview":"> I’m underwhelmed by how Anthropic is presenting the behavior of their application. If you ever need a record of the logic a used by YOUR AGENT during a session.\nNope, not your agent, if you're not r","author":"KronisLV","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634964"},{"id":"89a291ec-a172-492a-bf07-b35923f65236","source":"hackernews","source_id":"48635284","content_type":"comment","title":null,"body_preview":"Caught this one on may 10th, read last 3 sentences: https://imgur.com/a/oTr5Pcc\n>  You've provided the current rewritten thinking and the guidelines, but I don't see the \"next thinking\" content that I","author":"thr0w4w4y1337","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635284"},{"id":"084356b5-60e9-4885-aeac-1df20e1af338","source":"hackernews","source_id":"48632978","content_type":"comment","title":null,"body_preview":"What I find sad is how much Anthropic goes to hide your data, yet they are happy to slurp up all yours and most of you are happy to hand it over.   ... then they turn around and compete with you by bu","author":"segmondy","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632978"},{"id":"bb2037f4-3d28-4ae8-88e1-e7e2bd80da52","source":"hackernews","source_id":"48635064","content_type":"comment","title":null,"body_preview":"This seems to be the middle ground between 1) omit all reasoning to protect “trade secrets”/prevent distillations and 2) show all reasoning.\nI do miss the days when reasoning was visible. Another poin","author":"wxw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.10681045325361377,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635064"},{"id":"1d76a105-8de3-4565-b24c-d929ae5cc00a","source":"hackernews","source_id":"48637300","content_type":"comment","title":null,"body_preview":"if you save a jpeg as a bitmap, doesn't that save every bit faithfully? is the example backwards or is my understanding of maps of bits naive?","author":"timnetworks","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.21576290068228915,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637300"},{"id":"240ef3fe-aa05-4621-b4f6-0db4f2fdb6db","source":"hackernews","source_id":"48631090","content_type":"comment","title":null,"body_preview":"IMHO I've never found the entire reasoning chain that particularly useful for my work. For me having a summary is honestly better from a context management perspective. I understand why they would enc","author":"_fat_santa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631090"},{"id":"3b99a543-294c-4cbc-9eec-c232b34be35f","source":"hackernews","source_id":"48631034","content_type":"comment","title":null,"body_preview":"no way, the contents of \"reasoning_summary\" are summarized?\nfyi openai does the same; not really surprising or particularly evil","author":"anuramat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4415037499278844,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631034"},{"id":"c727a336-254e-467e-b935-754fa1683c59","source":"hackernews","source_id":"48632253","content_type":"comment","title":null,"body_preview":"> Summarized thinking provides the full intelligence benefits of extended thinking, while preventing misuse.\n> preventing misuse.\nImagine not being able to read the tokens you are paying for.","author":"msp26","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.3,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632253"},{"id":"0d1c5495-5300-4201-8e6f-4fbaabdab42d","source":"hackernews","source_id":"48631976","content_type":"comment","title":null,"body_preview":"All this effort to hide thinking and opus 4.8 after 100k-200k tokens starts to leak it's own thinking. It's comedy really.","author":"himata4113","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13863419166843244,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631976"},{"id":"5621b61b-b608-4545-a24f-27594f824b1b","source":"hackernews","source_id":"48632773","content_type":"comment","title":null,"body_preview":"Although it's a no no to anthropomorphize on HN, it's worth noting that some folks think humans are post-hoc rationalizers as well:\nhttps://www.patheos.com/blogs/tippling/2013/11/14/post-hoc-r...\nhttp","author":"kfarr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","external_links"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632773"},{"id":"45c13cb5-4027-45c8-9030-f49f39bd9053","source":"hackernews","source_id":"48632213","content_type":"comment","title":null,"body_preview":"I believe that chain-of-thought reasoning blocks don't really correspond to what humans think of as reasoning. (See section 6.2.2 of the Fable/Mythos system card about \"illegible reasoning\", and the q","author":"datastoat","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632213"},{"id":"1e5dd3ca-cc9d-43bc-b05b-400180813cb0","source":"hackernews","source_id":"48633264","content_type":"comment","title":null,"body_preview":"I have a little note from the past about the thinking trace[0] where DeepSeek R1 produces a trace like this:\n    (Dimethyl(oxo)-lambda6-sulfa雰囲idine)methane donate a CH2rola group occurs in reaction, ","author":"arjie","classification":"ai_generated","confidence":0.7999999999999999,"indicators":["template_phrases","synthetic_empathy","missing_platform_voice","genuine_specificity","imperfect_expression"],"bot_score":0.13561135502778043,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633264"},{"id":"69089cf6-ed31-46ca-a605-cb6d8f2e4981","source":"hackernews","source_id":"48631282","content_type":"comment","title":null,"body_preview":"This is something we have known for a very long time, and companies are not trying to hide that either. They do it to avoid letting competitors train their models on the CoTs","author":"craigmart","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631282"},{"id":"4fa70cfe-71ee-4c13-86a2-0286462760cb","source":"hackernews","source_id":"48631089","content_type":"comment","title":null,"body_preview":"> It isn’t the actual thinking that drove the model’s actions in a session- but a summary of the thinking logic. This is like using saving a jpeg as a .bmp and then editing the .bmp and presenting it ","author":"furyofantares","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11130398024944144,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631089"},{"id":"bda9d095-89cb-4eaa-a8ae-aa7f43c53608","source":"hackernews","source_id":"48631232","content_type":"comment","title":null,"body_preview":"This is not just Anthropic. Almost all big AI companies, including OpenAI and Google, hide their model's actual reasoning. This is because revealing the raw reasoning exposes exactly how the AI proces","author":"StizzurpXDD","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","suspiciously_balanced","missing_platform_voice"],"bot_score":0.43540265965140845,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631232"},{"id":"294c06a1-21f6-4b9c-bc78-98b30aa14b88","source":"hackernews","source_id":"48631634","content_type":"comment","title":null,"body_preview":"I won't use or recommend models with hidden reasoning, (thats all American models). It's too much of a risk and makes prompt optimization harder. Risky because it makes it possible for an attacker to ","author":"irthomasthomas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","technical_depth"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631634"},{"id":"fed40b48-5952-4b80-b68b-cb30258b37f2","source":"hackernews","source_id":"48634932","content_type":"comment","title":null,"body_preview":"Bebop is clearly being paid off by Big Chicken to skew the results","author":"lijok","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634932"},{"id":"a367acc5-6cae-4229-9c0b-706a4535335b","source":"hackernews","source_id":"48634809","content_type":"comment","title":null,"body_preview":"This makes me wonder what the research is for whether certain types or breeds of dog prefer certain dog treats, and how individual dogs might develop a preference for one kind over another. Based on t","author":"CM30","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.12645383417708117,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634809"},{"id":"fb281795-ae01-4c6a-be85-d87c70b1794c","source":"hackernews","source_id":"48635750","content_type":"comment","title":null,"body_preview":"Add some interesting  smells and dogs will eat absolutely anything.\nUsed tampons, literal shit, soiled underwear, dierhia, dead bird, freshly killed cat, they owners... It is basically a pig with coll","author":"doglover737484","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635750"},{"id":"4c1e5ef3-5048-4846-8ee3-e6b025d4b196","source":"hackernews","source_id":"48635951","content_type":"comment","title":null,"body_preview":"Our Malinois really liked the dehydrated chicken too, currently finishing a bag of the Trader Joes organic chicken jerky sticks. Interesting idea for some experiments, thanks for sharing","author":"dieselgate","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.05708240575480271,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635951"},{"id":"54adc79a-3ba1-4766-9144-11782b790fdf","source":"hackernews","source_id":"48636687","content_type":"comment","title":null,"body_preview":"You should really try Growlers dog bones.\nhttps://growlersdogbones.org/","author":"FrankenDino","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636687"},{"id":"69abfa7b-55aa-4006-800f-1d58f75ae18f","source":"hackernews","source_id":"48634944","content_type":"comment","title":null,"body_preview":"My dog told me to write that the set of treats is missing non bleached rawhide, other dehydrated meats (eg rabbit, goat, fish), animal parts (eg ears), and vegetables. Also, he volunteers.","author":"thih9","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.09731500865322072,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634944"},{"id":"11b2ea94-422e-4894-a80f-2ffad5447e13","source":"hackernews","source_id":"48634003","content_type":"comment","title":null,"body_preview":"I missed the word \"Treat\" in the title initially and I was incensed. All dogs are the best dog TYVM.","author":"dice","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634003"},{"id":"8bdb9ccb-d9aa-438e-9f76-62eff2384340","source":"hackernews","source_id":"48634600","content_type":"comment","title":null,"body_preview":"The best dog treat is always the treat the OTHER dog is eating.","author":"buildsjets","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634600"},{"id":"3d6a2db8-1e99-4158-84ca-dbe89759d3f1","source":"hackernews","source_id":"48637182","content_type":"comment","title":null,"body_preview":"Interesting read! I might replicate with my two whippets. What’s their inter-rater reliability?\nYou also should continue with a swap of the hands; randomize which one is in the left and record the res","author":"pike00","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637182"},{"id":"bb49cceb-0fca-404d-97c1-caa5df738bea","source":"hackernews","source_id":"48633465","content_type":"comment","title":null,"body_preview":"Author here: I did a quick experiment with my Greyhound, Bebop, to figure out the treat he prefers best using pair-wise comparison analyzed with the Bradley-Terry model. Same tech as Elo scores in che","author":"wespiser_2018","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","natural_digressions"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633465"},{"id":"8664a44a-e69e-4fc2-b3eb-a0c15b37a7c5","source":"hackernews","source_id":"48636896","content_type":"comment","title":null,"body_preview":"\"You're partly making your decision based on who someone was as a 17 year old.\"\nSure, but IQ tests show a high degree of stability over a person's life. It's not unreasonable to be interested in it fo","author":"EgregiousCube","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636896"},{"id":"2d002cfe-89ab-486d-85a6-0b5445c62282","source":"hackernews","source_id":"48637038","content_type":"comment","title":null,"body_preview":"As I mentioned elsewhere on HN [0], younger generations are much more competitive now.\nVisit and talk with undergrads at a top CS program like Stanford, Cal, UIUC, MIT, etc. The culture is different b","author":"alephnerd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","cultural_references","absence_of_ai_signals"],"bot_score":0.14999530436524006,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637038"},{"id":"48f172a0-7005-42ab-80e8-276b6b9e5ce4","source":"hackernews","source_id":"48636930","content_type":"comment","title":null,"body_preview":"I'd rather that than leet code dancing around: \"It's not an IQ test, since those are bad, but this is okay though!\"","author":"gedy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636930"},{"id":"d43d322e-5a6e-406b-9f2f-3b249878bfb2","source":"hackernews","source_id":"48637320","content_type":"comment","title":null,"body_preview":"If you want the job, can’t you just lie? Or are SAT scores something that cannot be faked? I dunno, I also say I know Kotlin when I have more experience in Java (and honestly I couldn’t care less abou","author":"sdevonoes","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637320"},{"id":"ef2e3808-c5d7-45e6-8c81-965eb0180934","source":"hackernews","source_id":"48637259","content_type":"comment","title":null,"body_preview":"I would never ask for them since its so cringe. But SAT scores correlate to IQ at .81, and IQ is one of the few things that strongly correlates to knowledge work performance positively. There is proba","author":"cm2012","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","semantic_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637259"},{"id":"1a2c5f94-adea-454a-9623-6eaabcce221e","source":"hackernews","source_id":"48637126","content_type":"comment","title":null,"body_preview":"I just applied to Epic, the EHR company from Wisconsin, and I can confirm that they also ask for SAT scores. Thankfully I have my collegeboard credentials saved","author":"caminanteblanco","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637126"},{"id":"59a0397a-7b5c-4175-ba53-4255accf0bf5","source":"hackernews","source_id":"48637445","content_type":"comment","title":null,"body_preview":"I'm surprised they didn't at least attempt to email them to ask why.\nIgnorance is always a possibility here, as it might be their first time hiring.","author":"nitwit005","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.11983656073482953,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637445"},{"id":"f22e211e-1322-4ca4-948c-98f15413bd95","source":"hackernews","source_id":"48637324","content_type":"comment","title":null,"body_preview":"I like it. I also like it when companies ask for 10 years of [5 year old technology] experience, or say \"there's more to working here than the salary!\", or other red flags that make it easy to move to","author":"burnte","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637324"},{"id":"cfbfb03c-3e56-41de-8541-d1682bf8a733","source":"hackernews","source_id":"48637498","content_type":"comment","title":null,"body_preview":"The SAT vs ACT preference map on Wikipedia is something I had not seen before.\nhttps://en.wikipedia.org/wiki/File:SAT-ACT-Preference-Map.sv...","author":"buildsjets","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637498"},{"id":"b90c2bef-554a-498c-a94b-e918d265320c","source":"hackernews","source_id":"48636954","content_type":"comment","title":null,"body_preview":"Canonical?\nHeard nothing but bad things about their hiring process.","author":"annzabelle","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636954"},{"id":"3b6c4a63-e86a-43f5-b264-c9b4e4a3e406","source":"hackernews","source_id":"48636984","content_type":"comment","title":null,"body_preview":"Sneaky age filter? You must be young enough to remember your SAT scores.","author":"tb99","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636984"},{"id":"f2a3b6d0-7aa2-43c7-a4d4-0c1ab3414af5","source":"hackernews","source_id":"48637162","content_type":"comment","title":null,"body_preview":"This by default includes a whole bunch of people who didn't take any kind of standardized tests (most notably, immigrants).\nThe (albeit small) country I'm from doesn't do any. Reasoning was that stand","author":"OptionOfT","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637162"},{"id":"39344467-c746-4522-97e0-3f5f5af78e48","source":"hackernews","source_id":"48637432","content_type":"comment","title":null,"body_preview":"They are obviously using the SAT as a safer alternative to the legally dubious practice of IQ testing which can lead to running afoul of the ADA and EEOC. I'm not sure it's much safer, but I am positi","author":"obviouslynotme","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","genuine_specificity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637432"},{"id":"2d503895-5076-4f60-a9d4-b4a09ac1f889","source":"hackernews","source_id":"48637458","content_type":"comment","title":null,"body_preview":"As a manager, there are several qualities that I value highly in an engineer, and they all happen to begin with the letter C: Competent, Consistent, Curious, Caring, and Clear Communicators.\nWhile SAT","author":"jawns","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","analogy_with_specifics","absence_of_ai_indicators"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637458"},{"id":"fdec6a96-9797-440e-b36b-8537db879f1b","source":"hackernews","source_id":"48637204","content_type":"comment","title":null,"body_preview":"Last month 2,400 University of California faculty asked admissions to resume using the SAT \"to ensure foundational fluency.\" Of course many employers want to insure that too, especially when college d","author":"delichon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","quoting_external_sources"],"bot_score":0.11823676419292467,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637204"},{"id":"b527df39-e986-4d38-8677-f2bf0fa77c21","source":"hackernews","source_id":"48636949","content_type":"comment","title":null,"body_preview":"Company is Alpha Vantage:\nhttps://beaverhand.com/apply/alpha-vantage-gtm-team-various-...","author":"amazingamazing","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636949"},{"id":"7128e6d9-acb7-4096-87ca-bd2d69b74ace","source":"hackernews","source_id":"48637350","content_type":"comment","title":null,"body_preview":"You cannot use the SAT as a metric to compare different cohorts. SAT scoring has been revised many times over the years. When I took it the highest possible score was 1600. From 2004 through 2016 the ","author":"buildsjets","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637350"},{"id":"925c15aa-5dd1-430b-9a87-2837b91d4b06","source":"hackernews","source_id":"48637168","content_type":"comment","title":null,"body_preview":"I have seen company descriptions in job ads that list college achievements of founders. They are invariably young Asian men. I understand that it's a cultural signifier and don't judge them. But, I al","author":"ogou","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","personal_experience_observation","imperfect_expression"],"bot_score":0.15941873497092449,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637168"},{"id":"bf18b465-0368-4e62-9279-0fd6a78b65bd","source":"hackernews","source_id":"48634836","content_type":"comment","title":null,"body_preview":"It's German for\n    The\n    Analysis of the 8087 math coprocessor's fast bit shifter,\n    The","author":"coldpie","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634836"},{"id":"ab48273b-ef68-4a6b-bb1a-b267916d67bf","source":"hackernews","source_id":"48630054","content_type":"comment","title":null,"body_preview":"Closely related, 8 days ago, 138 points & 28 comments:\nhttps://news.ycombinator.com/item?id=48519011 (about the 8087's adder)","author":"bell-cot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630054"},{"id":"379e01a6-e1a6-4035-a4c5-8caf46168507","source":"hackernews","source_id":"48635499","content_type":"comment","title":null,"body_preview":"Why isn't the shifter built with a log2 arrangement, shifting 32-16-8-4-2-1 bits? Takes fewer sub-stages and doesn't require a separate decoder for the input.\nThe article mentions it already has a two","author":"SyzygyRhythm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635499"},{"id":"807a98c6-cdf5-473f-9356-a9850770e0f9","source":"hackernews","source_id":"48631402","content_type":"comment","title":null,"body_preview":"Must…resist…clicking link… I’ve got a lot to today and this is like carefully crafted bait to tie me up for the next 4 hours. :-)","author":"trollbridge","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0.11383656073482952,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631402"},{"id":"a2c32c7f-2bcf-476f-ae52-42078669234b","source":"hackernews","source_id":"48631742","content_type":"comment","title":null,"body_preview":"Northstar made an S-100 card which did FP math, using BCD arithmetic. It had a ucode ROM and a 4b (single digit) ALU, and a few small RAMs to hold the digits. If I remember correctly you could program","author":"tasty_freeze","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","external_link_provided"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631742"},{"id":"fe444e5c-6ed8-4875-ae06-90d009c61194","source":"hackernews","source_id":"48588248","content_type":"comment","title":null,"body_preview":"I’ve been experimenting with what a next-generation embedded Linux build system might look like: native builds on the target architecture, modern language package managers as first-class citizens, and","author":"cbrake","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 Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48588248"},{"id":"f5acf428-bb14-49c0-9c85-27b425cacea6","source":"hackernews","source_id":"48637628","content_type":"comment","title":null,"body_preview":"I share some of the same observations that seem to have motivated this project, but my solution was to just use Alpine on the same architecture as the target (possibly via qemu) and then export a subs","author":"nrdvana","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 Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637628"},{"id":"c7169201-2d3d-42b1-82c7-ca0cf1f4903f","source":"hackernews","source_id":"48636652","content_type":"comment","title":null,"body_preview":"And the amazing thing about Zig? Not a woke community, no woke CoC etc. Refreshing, good old hacker culture, solid merit based values.\nLove it.","author":"neverrroot","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","emotional_authenticity"],"bot_score":0.39999999999999997,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636652"},{"id":"8765b9e9-b85c-4d8a-881c-f24f8581edfe","source":"hackernews","source_id":"48630262","content_type":"comment","title":null,"body_preview":"I really appreciate the \"it's okay to be weird\" sentiment. It has never been easier to try out a crazy idea. We may as well embrace it and try to learn something.","author":"allknowingfrog","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","natural_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630262"},{"id":"7c773e46-c3dd-4a23-a29b-ef9cb6ef323a","source":"hackernews","source_id":"48630412","content_type":"comment","title":null,"body_preview":"> I use AI heavily. I've written about my AI adoption journey and shipping real features with AI assistance. I'm also quite vocal about remaining rational about its capabilities and frustrated with it","author":"Imustaskforhelp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.08833526057925144,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630412"},{"id":"1710b224-6f69-47bd-80a0-9e8516e0fc16","source":"hackernews","source_id":"48634716","content_type":"comment","title":null,"body_preview":"Really cool to see Zig have strong support and a stable financial status <3","author":"aapoalas","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634716"},{"id":"63572932-93e6-4699-933e-2c40fd0c0037","source":"hackernews","source_id":"48630614","content_type":"comment","title":null,"body_preview":"I'm not in the OSS world much so hopefully someone can help me understand: what does 700k buy you in OSS language development?","author":"walthamstow","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630614"},{"id":"98ea2e46-5cee-43bb-ac79-3ce290952d3b","source":"hackernews","source_id":"48631275","content_type":"comment","title":null,"body_preview":"I would gladly donate this much to NetBSD foundation.","author":"jaypatelani","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.22085180938154117,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631275"},{"id":"ae0408bf-e5b4-41ae-8e04-f31e69b2a6d3","source":"hackernews","source_id":"48630407","content_type":"comment","title":null,"body_preview":"Major props to Mitchell (and his family) for these donations.","author":"qudat","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.1886716665705125,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630407"},{"id":"fdfde658-054e-44c3-b2dd-dd869b4ed920","source":"hackernews","source_id":"48631105","content_type":"comment","title":null,"body_preview":"This is great IMO. I like zig as a language and the idea behind it. But boy, it has a syntax issue. I with they figure out better syntax before 1.0, developer ergonomics I think are as important.","author":"tadasv","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631105"},{"id":"487e1e80-bb5e-4086-afc2-1ef719d775c4","source":"hackernews","source_id":"48630236","content_type":"comment","title":null,"body_preview":"It must be pretty satisfying to be able to throw that kind of money at stuff you admire.","author":"ksdme9","classification":"human_created","confidence":0.6,"indicators":["terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630236"},{"id":"c279cdcf-9e4f-4668-a5cd-1d6a4459e7e5","source":"hackernews","source_id":"48630322","content_type":"comment","title":null,"body_preview":"Zig is really nice. I enjoy using it a lot. Glad to hear that it is getting a little more funding.","author":"osigurdson","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","platform_fluency"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630322"},{"id":"9e509f86-634c-43dd-b523-602a3be99012","source":"hackernews","source_id":"48632402","content_type":"comment","title":null,"body_preview":"Mitchell Hashimoto, talk about putting your money where your mouth is. What a cool dude. Much respect!","author":"Hasz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632402"},{"id":"f2a0991c-61e1-4d1d-bc3f-19cef4130b0b","source":"hackernews","source_id":"48630536","content_type":"comment","title":null,"body_preview":"I have been experimenting with modifying Ghostty lately. It's a well attended codebase and a pleasure to work with, props to Mitchell.\nSince Ghostty is written in Zig, I ended up adding native Zig AST","author":"GodelNumbering","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.11301302425872636,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630536"},{"id":"c0de6487-34d1-4bf9-95a5-35e887e2b472","source":"hackernews","source_id":"48631925","content_type":"comment","title":null,"body_preview":"I think it makes perfect sense for Zig to have their stand against LLM contributions while consumers of the compiler/Zig project overall use whatever code aids they like. Building a language is not a ","author":"dieseleration","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases","nuanced_argument"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631925"},{"id":"daf9cd6c-3d2a-41f9-bf09-668582187edd","source":"hackernews","source_id":"48633488","content_type":"comment","title":null,"body_preview":"If you're unsure about spending the time to learn Zig, I really recommend watching the following interview with the creator of Zig https://www.youtube.com/watch?v=iqddnwKF8HQ convinced me more than an","author":"nilsherzig","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633488"},{"id":"15446b01-3b8a-4cee-85f4-705bbe8403da","source":"hackernews","source_id":"48630786","content_type":"comment","title":null,"body_preview":"It's great to be in a position to do this,  however I'm beginning to think that their greater contribution is ghostty\nI don't really know how to value things any more when I see someone develop a tool","author":"Lerc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.10691703621312854,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630786"},{"id":"f8ededf6-74ef-4605-83e3-4a01cc24b376","source":"hackernews","source_id":"48630541","content_type":"comment","title":null,"body_preview":"What a word of wisdom right there, the bit about internet is beautiful because it's ok to be weird - this is often the opposite on twitter, fb, reddit and many discords where if you have a different o","author":"trizoza","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.09498589592716364,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630541"},{"id":"0339a88b-8013-4613-ae5f-2cdcb0239609","source":"hackernews","source_id":"48636536","content_type":"comment","title":null,"body_preview":"\"The Standard of Excellence for Image and Picture Quality\"\nYeah you are, you go girl.","author":"gorjusborg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636536"},{"id":"a63ea9a2-13bb-4454-b6b0-7f595e10946a","source":"hackernews","source_id":"48633428","content_type":"comment","title":null,"body_preview":"A popular tool preceding the days of YouTube reviews, used for testing and reviewing displays.","author":"cyberjunkie","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633428"},{"id":"cef744db-e47d-4d88-9b95-3a5902395f63","source":"hackernews","source_id":"48633320","content_type":"comment","title":null,"body_preview":"I'm not familiar with DisplayMate, and the site appears to be hugged. Unsure what this is doing on the front page, but for any similarly lost folks:\n> DisplayMate is the Worldwide Leader in Video Diag","author":"shortstuffsushi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633320"},{"id":"2d5d83be-d97a-45cd-adc7-4cb4882004ca","source":"hackernews","source_id":"48633524","content_type":"comment","title":null,"body_preview":"beautiful web design :) We aren't usually supposed to comment on it but im pretty sure thats exactly the reason this has been submitted.","author":"RugnirViking","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.18028402765758508,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633524"},{"id":"62e0ace3-8009-4eda-8642-ac46ef3385e9","source":"hackernews","source_id":"48633926","content_type":"comment","title":null,"body_preview":"For if it is still hugged to death\nhttps://web.archive.org/web/20260622172525/https://www.displ...","author":"mettamage","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633926"},{"id":"ecf52d0c-a41d-41e4-ac42-8fce4f9ba3cc","source":"hackernews","source_id":"48635627","content_type":"comment","title":null,"body_preview":"It needs to be said, this is what you get by \"trusting\" Microsoft.\nThere really is no need for secure boot in Linux.  The only reason to have it is if you dual boot because M/S says so.  If using Linu","author":"jmclnx","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.13323798367855835,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635627"},{"id":"0d274478-eef6-43ce-8b6e-722b71d024ac","source":"hackernews","source_id":"48635272","content_type":"comment","title":null,"body_preview":"What is the convincing reason that MicroSlop is the trusted party to sign the shim with their (presumably NSA-blessed key)? Why is there no charitable equivalent like a small/mini LetsEncrypt foundati","author":"arcza","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635272"},{"id":"0d5b674e-bdcb-4f26-877e-1d3d22217652","source":"hackernews","source_id":"48635452","content_type":"comment","title":null,"body_preview":"I'm surprised more people aren't freaking out about this. It seems likely a whole lot of Linux machines are going to fail to reboot in the next few months. The problem affects VMs too. I was grateful ","author":"NelsonMinar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity","absence_of_ai_template_phrases"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635452"},{"id":"d203c718-8d35-46a8-9b0d-23ffe825aca5","source":"hackernews","source_id":"48635233","content_type":"comment","title":null,"body_preview":"> The KEK updates are going out at ~98% success, and db update is ~99% success\nglad to see the opt in fwupd analytics being so useful for something like this\nNot envious of the running around contacti","author":"its-summertime","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635233"},{"id":"0330057b-5bb4-4cfc-a92f-c901669c805f","source":"hackernews","source_id":"48636415","content_type":"comment","title":null,"body_preview":"The word from Red Hat is existing systems will continue to boot — presumably because they are time-stamped and counter-signed or because the dates are ignored entirely.\n99% of secure boot discussions ","author":"naturalmovement","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","strong_opinions","platform_fluency"],"bot_score":0.15089412613702138,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636415"},{"id":"eb1f00a7-d540-4c19-b2a7-485c437545de","source":"hackernews","source_id":"48635712","content_type":"comment","title":null,"body_preview":"Last time I installed Arch, I put Secure Boot in setup mode and enrolled by own keys. The idea of using someone else's keys seems absurd.","author":"drnick1","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.12001574500372394,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635712"},{"id":"7ae2c97b-e624-4648-b903-3f6fb9a5ed39","source":"hackernews","source_id":"48635743","content_type":"comment","title":null,"body_preview":"Discussed at the time (of the article):\nLinux and Secure Boot certificate expiration - https://news.ycombinator.com/item?id=44601045 - July 2025 (265 comments)","author":"dang","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11559065933852997,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635743"},{"id":"b60cd414-ff98-4ea1-98f1-f4eb5249080c","source":"hackernews","source_id":"48635252","content_type":"comment","title":null,"body_preview":"I saw 2-3 flavors of this news. None of them include a basic “how do I check if I need to do anything” guide that a linux newbie can do.","author":"laserbeam","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635252"},{"id":"807c01d8-70ea-4d72-9a39-77abd25135e4","source":"hackernews","source_id":"48636751","content_type":"comment","title":null,"body_preview":"> triggering a \"de-fragmentation\" of the available efivar space so that there's enough contiguous space to deploy the update.\nI didn't even realize this could be a problem despite the next paragraph i","author":"0xCMP","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636751"},{"id":"49799f4f-097f-4ab9-95a1-d226c9cedb5b","source":"hackernews","source_id":"48635223","content_type":"comment","title":null,"body_preview":"They left out the steps to update it.  I made a rough attempt at a document for this. [1]  Please let me know if I missed a validation step.  I have done this on six machines but they were all Linux. ","author":"Bender","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0.14066042531182665,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635223"},{"id":"06d81615-6baf-421e-aa33-8e693c8ef80d","source":"hackernews","source_id":"48632490","content_type":"comment","title":null,"body_preview":"I used zip disks quite a bit (as an architect) and never heard the click of death.\nBefore usb sticks, zip disk was the only way to move medium to large files, other than burn a cd.","author":"everyone","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632490"},{"id":"10268772-aee1-491b-aabf-22f5eca6a328","source":"hackernews","source_id":"48632842","content_type":"comment","title":null,"body_preview":"The Wii U walked so that the Switch could run. I'm glad to see renewed interest in it. Now if we only had a decent emulator. I know Cemu exists but the compatibility of most games I want to play with ","author":"stuxnet79","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","opinion_stance","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632842"},{"id":"d6809738-36ae-48ad-8e22-c9751d8d35ec","source":"hackernews","source_id":"48636849","content_type":"comment","title":null,"body_preview":"Minor nitpick - the Bernoulli 90 MB removable disk was released in 1991. The Bernoulli 44 MB was late 80s. I liked them a lot better than the SyQuest drives with their hard platters which seemed much ","author":"jakedata","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","personal_experience","imperfect_expression"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636849"},{"id":"2eeb914e-a86c-4e38-8d23-d6cd1dbbe9ae","source":"hackernews","source_id":"48633146","content_type":"comment","title":null,"body_preview":"> Like many external drives in the 1980s and 90s, [Bernoulli] used a high-speed connection called SCSI. With SCSI…\nI was there when the old magic was written.\nWhat a lot of PC history fails to capture","author":"xattt","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633146"},{"id":"80ac19d2-e318-4b31-bc7b-96bd94b35445","source":"hackernews","source_id":"48637597","content_type":"comment","title":null,"body_preview":"Lots more fun stuff on the rest of the channel https://www.youtube.com/@will_it_work\nHacks, on hacker news. I love it.","author":"PostOnce","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637597"},{"id":"66126bd1-0a07-4305-bff8-c4629f61c3ca","source":"hackernews","source_id":"48632628","content_type":"comment","title":null,"body_preview":"One nice thing about GLM is that it has never refused a task. I'm working on a website that renders countries right now, and Anthropic's models regularly give me the old \"This request triggered safety","author":"InsideOutSanta","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.11866876053707362,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632628"},{"id":"17a2fd39-99c1-4375-a065-be42a9afbf4a","source":"hackernews","source_id":"48631945","content_type":"comment","title":null,"body_preview":"People are looking for ways not to burn through their premium subs when in many cases all you have to do is move down to 5.4-mini codex and it will probably solve your issue while barely touching your","author":"coreyburnsdev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631945"},{"id":"74184352-2401-4069-888e-7636460d2638","source":"hackernews","source_id":"48628512","content_type":"comment","title":null,"body_preview":"\"GLM-5.2 hit a problem here, because it can't read images. It isn't multimodal. So instead of looking at a screenshot, it fell back on a hacky workaround: it wrote scripts to read the raw pixel data a","author":"js4ever","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628512"},{"id":"0003f2c1-0c67-4301-9cfb-a47eb8cc6683","source":"hackernews","source_id":"48630061","content_type":"comment","title":null,"body_preview":"No one has really talked about hybrid and using Opus to plan and orchestrate GLMs work both through initial build and code reviews.  That’s a true best of both worlds and there doesn’t need to be a wi","author":"stevenhubertron","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630061"},{"id":"9fae89a1-b84a-4410-b835-21ff47cbf878","source":"hackernews","source_id":"48634949","content_type":"comment","title":null,"body_preview":"The quality that matters a lot to me is what I call \"Helpfulness\". An art of being helpful. While GPT came a long way from \"you are wrong and I can prove it to you\", Claude wins hands down in terms of","author":"g42gregory","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634949"},{"id":"9d21e989-0b6a-4bf8-8c1b-b9cbb28a2f3d","source":"hackernews","source_id":"48627267","content_type":"comment","title":null,"body_preview":"> Through an API it costs a fraction of Opus, and you can run it yourself for free if you have the hardware.\nI haven't been keeping up on hardware costs for state of the art LLM inference, but this re","author":"ulrikrasmussen","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","absence_of_ai_voice","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627267"},{"id":"5cb0eb3f-2b8c-40a0-bcd3-6c1d578eca00","source":"hackernews","source_id":"48627740","content_type":"comment","title":null,"body_preview":"So GLM emits fewer tokens and does fewer tool calls, but still takes over twice as long to complete.\nCan someone explain to me where that time usage is coming from if not from the model operation itse","author":"xg15","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12553058890278804,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627740"},{"id":"9d4e9548-06f2-4b02-99eb-6051d5d60db1","source":"hackernews","source_id":"48627408","content_type":"comment","title":null,"body_preview":"I've signed up with Ollama to experiment with these open source models. For the past 3 months, it's just been experimenting, trying it out. GLM is the first model that I am using on a daily basis to d","author":"postatic","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627408"},{"id":"16966ab0-534d-4c09-a8fd-8e13a65c1cb2","source":"hackernews","source_id":"48629784","content_type":"comment","title":null,"body_preview":"I’m actually amazed at the output since GLM doesn’t have eyes. If GLM 5.2 costs 1/5 as much, seems like it could be set up to reach out to a multimodal model for vision tasks when required. Closer to ","author":"toddmorey","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629784"},{"id":"b0664d66-7d6d-416b-bd49-f13ee21dc0fe","source":"hackernews","source_id":"48636439","content_type":"comment","title":null,"body_preview":"The worst part of Opus that I dont like is they control what you can/can't do. the guardrails that they do in the name of interpretability where you steer you. Last couple of days I was working a proj","author":"earth2mars","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","personal_experience","absence_of_ai_template_phrases"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636439"},{"id":"cc064236-472c-482c-8cc5-0a17d8b2d14f","source":"hackernews","source_id":"48636493","content_type":"comment","title":null,"body_preview":"I'm absolutely astounded that we even have an open weights model that can do 40% of what is shown in here.\nI remember making games ten years ago, and it was such a tedious and painful process. This is","author":"fraywing","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.1686687605370736,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636493"},{"id":"69ebe688-3eee-4168-abd7-77b551ed1fcb","source":"hackernews","source_id":"48633697","content_type":"comment","title":null,"body_preview":"> Opus 4.8 built in Claude Code; GLM-5.2 built in Pi over OpenRouter.\nIt would be more interesting and accurate to see the comparison on the same harness if the intent is to compare the frontier model","author":"jameson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.22368421052631576,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633697"},{"id":"c3d99a20-7ee6-4898-90eb-5acf7c7d5112","source":"hackernews","source_id":"48630347","content_type":"comment","title":null,"body_preview":"I was never able to get these models to collaborate with me the way Opus does. I'm probably an outliner, I don't one-shot projects, I don't vibe code. I basically use LLMs are if I was working with a ","author":"lukaslalinsky","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630347"},{"id":"78c527d9-615f-4704-9b8a-a4c178d7a9e0","source":"hackernews","source_id":"48635554","content_type":"comment","title":null,"body_preview":"Flaws in this test setup:\n  - A zero-shot prompt, run once (in total)\n  - No planning run (which improves output)\n  - Different coding harnesses & system prompts\n  - Unknown provider for GLM (there ar","author":"0xbadcafebee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12696383427766045,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635554"},{"id":"4f2d8f9e-cfb8-4de8-b816-26cc8125d8d5","source":"hackernews","source_id":"48637287","content_type":"comment","title":null,"body_preview":"I've just put GLM 5.2 through my __qualitative__ benchmark. I was quick enough to capture Claude Fable, so now you can compare GLM5.2 vs Claude Fable vs Opus 4.8 vs Chat GPT 5.5\nhttps://generative-ai.","author":"tezza","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","original_commentary"],"bot_score":0.25,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637287"},{"id":"2f2dfc5a-34bf-44d1-ace1-613ffdbb7949","source":"hackernews","source_id":"48627068","content_type":"comment","title":null,"body_preview":"I've been checking out GLM 5.2 on some projects and few thoughts on it:\n- it takes it sweet time to get code rolling, not the fastest model by any means\n- it strays a lot during discovery/planning but","author":"xlii","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.09193175228120477,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627068"},{"id":"f2735e7b-d569-48aa-8485-9ee04abd90d8","source":"hackernews","source_id":"48632706","content_type":"comment","title":null,"body_preview":"I feel like another comparison worth looking at is purely cost.\nCapability per dollar is something I care about:\n    Opus API    $5/$25\n    Sonnet API  $5/$15\n    Haiku API   $1/$5\n\n    GLM 5.2 API $1","author":"faxmeyourcode","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.3,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632706"},{"id":"29e96ab5-e203-459d-99e0-8a7acfc59730","source":"hackernews","source_id":"48627015","content_type":"comment","title":null,"body_preview":"> So we ran it head-to-head against Claude Opus 4.8: same one-shot prompt, build a 3D platformer in raw WebGL from scratch\nRunning a single one-shot prompt is not a benchmark, not is it representative","author":"meander_water","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.0975117870085321,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627015"},{"id":"68b58519-3882-4700-84b7-4ea1b9eed529","source":"hackernews","source_id":"48634343","content_type":"comment","title":null,"body_preview":"At work we use Anthropic models and have basically no limits. So I am very familiar with what Opus can do. I also see the bills, I know what it costs.\nAt home I make a point of trying other models / t","author":"habosa","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634343"},{"id":"1869a288-9c7a-43e9-b661-2c668193b7f1","source":"hackernews","source_id":"48627190","content_type":"comment","title":null,"body_preview":"I seriously dont' know all this big hullabaloo about one shot prompting.\nby definition, a single prompt wont' constitute the complexity of a software project. ergo, what you'll get is a series of assu","author":"cultofmetatron","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627190"},{"id":"93f7b98e-f102-48ad-a576-e28f93495a93","source":"hackernews","source_id":"48636471","content_type":"comment","title":null,"body_preview":"> Important subject\n> Uses slop AI art\nFastest way to make something into a farce.","author":"npunt","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636471"},{"id":"a44783b3-2748-4946-92e2-3786b11249c4","source":"hackernews","source_id":"48635830","content_type":"comment","title":null,"body_preview":"As far as I can tell from the news, Flock is only used to commit crimes.","author":"josefritzishere","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635830"},{"id":"78e7dbb6-b395-4f6b-ad59-c57c6b17f1d1","source":"hackernews","source_id":"48636852","content_type":"comment","title":null,"body_preview":"Can I set up my own camera on the side of the road (in a public place) to scan people's faces and license plates, link them up to one of the many data brokers (or leaks) and use a big display to show ","author":"gigel82","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636852"},{"id":"e964937d-4eae-43b7-8245-151ebde7ee14","source":"hackernews","source_id":"48636389","content_type":"comment","title":null,"body_preview":"Regular reminder that their CEO called Deflock a terrorist organization. I hope they go out of business and their cameras end up as e-waste.","author":"cdrnsf","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15251496578061405,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636389"},{"id":"bb597068-4c0e-426b-8698-9f01592247a5","source":"hackernews","source_id":"48637463","content_type":"comment","title":null,"body_preview":"Random people at your workplace likely know others with access and use it to spy on their own coworkers. I know of cases where they report the smallest details to Human Resources.","author":"kittikitti","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1512472285527854,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637463"},{"id":"3a86ef1a-e534-4b31-81e1-7d9f28c6a5e6","source":"hackernews","source_id":"48637095","content_type":"comment","title":null,"body_preview":"The fact police can go in and just look at camera footage without warrant proves your point precisely, officers have used it to stalk family members, etc.","author":"connort459","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637095"},{"id":"51f19c6d-ddb7-4e31-999e-7ad59d776863","source":"hackernews","source_id":"48636334","content_type":"comment","title":null,"body_preview":"When flock data was FOIAd the state just exempted the data from FOIA.","author":"throwaway85825","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.16043689673282183,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636334"},{"id":"f7238419-588f-4ab5-848f-2017dc03d603","source":"hackernews","source_id":"48637443","content_type":"comment","title":null,"body_preview":"Nit: the police chief was also stalking and harassing at least one man","author":"throwaway74628","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637443"},{"id":"eb496522-8ba4-412b-bc20-c96237b92d34","source":"hackernews","source_id":"48635979","content_type":"comment","title":null,"body_preview":"Check your town's website for correspondence with your state's chapter of the ACLU in regards to Flock cameras.  If your police chief (not an elected official) is installing them then contact your loc","author":"willis936","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635979"},{"id":"d57bda4c-ca31-4134-8356-9b2df284370a","source":"hackernews","source_id":"48636716","content_type":"comment","title":null,"body_preview":"Ultimately, there’s a sort of homeostasis in people’s tolerance for crime. If you need video evidence for prosecution, those who want it prosecuted will produce video cameras. If you make warrants imp","author":"arjie","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.13561135502778043,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636716"},{"id":"235b4edc-167e-4576-9eaa-06307055f00e","source":"hackernews","source_id":"48636843","content_type":"comment","title":null,"body_preview":"Remember that scene from \"Men in Black\" where K watches surveillance video feed of his ex? In the movie it was meant to be wistful and cute, I guess. Now that such systems are getting closer to realit","author":"gattr","classification":"human_created","confidence":0.8,"indicators":["cultural_references","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636843"},{"id":"9e49e70e-13e3-4cda-91ff-3ad4c63afa9d","source":"hackernews","source_id":"48636342","content_type":"comment","title":null,"body_preview":">>Flock and law enforcement regularly cite documented cases where LPR helped solve violent crimes, recover stolen vehicles, and locate missing persons. Those outcomes are real.\nMy opposition wouldn't ","author":"Avshalom","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636342"},{"id":"0c44b4bc-1015-47f0-9510-eeafd02f53ac","source":"hackernews","source_id":"48627225","content_type":"comment","title":null,"body_preview":"i hope they find the smoking gun, the key insight, the kicker.","author":"ares623","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627225"},{"id":"0e04640f-2906-41f3-a072-1a074d77b497","source":"hackernews","source_id":"48628782","content_type":"comment","title":null,"body_preview":"I have noticed absurd lag from the browser usage and sometimes complete bricking of my network too on my computer. I thought it was just my computer getting old, but possibly it's ChatGPT.","author":"sigbottle","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628782"},{"id":"a5baf9cb-8d8c-46ea-811d-f13b308fd136","source":"hackernews","source_id":"48629735","content_type":"comment","title":null,"body_preview":"I think part of the question should be, why is there no QA or test that catches this? It's one thing to be slopware, but why didn't anything run a test that catches this?","author":"altcognito","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629735"},{"id":"4bc9a9f3-c475-4cd0-af25-8fcbff245869","source":"hackernews","source_id":"48632266","content_type":"comment","title":null,"body_preview":"A good moment to switch to an open solution like opencode or pi.","author":"joelthelion","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632266"},{"id":"01a22166-0c14-48d7-9222-8452f5dc19e7","source":"hackernews","source_id":"48635271","content_type":"comment","title":null,"body_preview":"I feel vindicated in my admittedly seemingly masochistic ritual of copy pasting code from the web browser to visual studio code even though I don't always pore over every line.","author":"collabs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635271"},{"id":"db8ae730-9e2e-43eb-aecf-e33f0a8b04a8","source":"hackernews","source_id":"48636028","content_type":"comment","title":null,"body_preview":"I wonder if this falls into a \"coding is solved\" category?\nI start getting good results with Oh-My-Pi and Pi Coding Agents.","author":"g42gregory","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636028"},{"id":"97cddbed-d5a4-49dd-8ab3-2b2fc8d80f52","source":"hackernews","source_id":"48627117","content_type":"comment","title":null,"body_preview":"Blegh, I puke every time I see obviously AI generated comments in GH PR's. You cannot assume any of these people have done their research, other than telling Codex to do it for them","author":"ramon156","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.0842691929051874,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627117"},{"id":"0c2a6ce3-8674-4a8b-863b-b62bc3f5078c","source":"hackernews","source_id":"48634175","content_type":"comment","title":null,"body_preview":"Slightly better than the claude code \"feature\" that deletes all your session context and transcripts older than 30 days old.","author":"tgtweak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634175"},{"id":"9624de08-d571-408d-b028-ef834db0dce0","source":"hackernews","source_id":"48628479","content_type":"comment","title":null,"body_preview":"Somebody please donate some tokens to this plucky startup, they need our help.","author":"bravetraveler","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628479"},{"id":"a9bd3f55-a5b5-4a70-8028-ce35f9bdc0f6","source":"hackernews","source_id":"48628011","content_type":"comment","title":null,"body_preview":"This is actually such a classic blunder (shipping trace/debug logging on for everything), but funnily the impact is not in a normal way.\nIt's crazy we have hit a point where memory, CPU speed and disk","author":"jofzar","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","opinion_stance"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628011"},{"id":"8c023d36-0023-40d9-92a5-2b70faecfb4c","source":"hackernews","source_id":"48635321","content_type":"comment","title":null,"body_preview":"This is a little off topic but\nThese guys really need to stop polluting the root folder of repo with Claude dot MD and copilot dot MD. Get in a room together and decide on a well known folder structur","author":"collabs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635321"},{"id":"a012683b-f0d0-4e7b-992b-6e75382b821b","source":"hackernews","source_id":"48628563","content_type":"comment","title":null,"body_preview":"OpenAI really snatched defeat from the jaws of victory late last year when Claude Code was a laggy mess.\nNowadays Codex has typing latency out of the gate, whereas Claude Code has the odd pause but ge","author":"taspeotis","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48628563"},{"id":"3bb21f0c-f3e4-49d4-a385-0295fe192823","source":"hackernews","source_id":"48627602","content_type":"comment","title":null,"body_preview":"Vibe coding takes \"move fast and break things\" to a whole nother level.","author":"neuralkoi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627602"},{"id":"b5a42282-19cb-4f43-a91f-0f44a649f8a3","source":"hackernews","source_id":"48627762","content_type":"comment","title":null,"body_preview":"Shocking. Been open a week and AFAICT just silence from OpenAI. I just find it baffling. You'd think that these vendors would be very sensitive to this sort of issue. I mean, surely they have multiple","author":"i2km","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.18112781244591328,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627762"},{"id":"807c524a-89ea-45b8-81f5-562e110bad9b","source":"hackernews","source_id":"48633916","content_type":"comment","title":null,"body_preview":"Looks like this was fixed[0], so it should land in the next release.\n[0] https://github.com/openai/codex/commit/e98d43ac372ddf7f513c0...","author":"ewsbr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633916"},{"id":"44dd05ae-bdad-4064-a4e5-a0d4a1f8d01d","source":"hackernews","source_id":"48629515","content_type":"comment","title":null,"body_preview":"Well, everyone's bashing on OpenAI as well they should, but just a reminder, unlike Claude Code, Codex is officially available to customize here: https://github.com/openai/codex\nIt's fairly easy to pa","author":"christophilus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48629515"},{"id":"9945277c-d8d7-4085-8428-5acd899d9eec","source":"hackernews","source_id":"48627251","content_type":"comment","title":null,"body_preview":"Someone posted a temporary workaround for this on X[1].\nsqlite3 ~/.codex/logs_2.sqlite \"CREATE TRIGGER IF NOT EXISTS block_log_inserts BEFORE INSERT ON logs BEGIN SELECT RAISE(IGNORE); END;\"\nAlso, I f","author":"woadwarrior01","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.08874831837637344,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627251"},{"id":"43257a59-b1db-4732-bc6e-b81ad5469875","source":"hackernews","source_id":"48627194","content_type":"comment","title":null,"body_preview":"Codex is one of the most infamous examples of slopware. Just having the window unhidden on my mac will cause it to use 100% of the GPU displaying the spinner message.\nTHE SPINNER MESSAGE CAUSES 100% G","author":"b--l","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48627194"},{"id":"096f38f5-907e-4c60-aa20-ba11fe612c1f","source":"hackernews","source_id":"48636158","content_type":"comment","title":null,"body_preview":"There have been a few attempts at devices like this before such the Everysight Raptor and Garmin Varia Vision but none of them ever found mainstream adoption. In principle a HUD with navigation cues a","author":"nradov","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636158"},{"id":"923b19bd-2ca8-4dd8-a12a-d3641e4010e0","source":"hackernews","source_id":"48636071","content_type":"comment","title":null,"body_preview":"HUD won't protect from a driver texting and running you over!","author":"chadrs","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","lack_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636071"},{"id":"d3cbaa36-15c9-4a59-bfde-b10c70b08808","source":"hackernews","source_id":"48636501","content_type":"comment","title":null,"body_preview":"I didn't see anything in the press release about notifying riders that they're not a quantum superposition of vehicle and pedestrian that can collapse into whatever legal domain they feel is most conv","author":"coredog64","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636501"},{"id":"5e41cb27-fa9c-4675-a14d-754db80692eb","source":"hackernews","source_id":"48636194","content_type":"comment","title":null,"body_preview":"I feel like this would work better if it were cheap enough to serve Uber Eats delivery workers instead of pro riders.","author":"airstrike","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","terse_replies"],"bot_score":0.13254547996429034,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636194"},{"id":"7c8e0221-4487-44b3-9fd4-39453b6917a8","source":"hackernews","source_id":"48636130","content_type":"comment","title":null,"body_preview":"This really seems like a solution in search of a problem. Maybe it would be useful for pro tour riders, but I would guess it'll be banned as not in the spirit of cycle racing. Recumbents would really ","author":"msandford","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636130"},{"id":"4aaa750e-8bfe-4352-93c1-0916d884aa1a","source":"hackernews","source_id":"48636113","content_type":"comment","title":null,"body_preview":"As someone who commutes in traffic daily, this is not what I need or want. First up, it looks heavy and badly-ventilated, and then there's the potential for distracting info blocking my view of the ac","author":"blacksmith_tb","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","synthetic_empathy"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636113"},{"id":"cd31a5fe-4e74-40c8-b238-7789942f5755","source":"hackernews","source_id":"48636261","content_type":"comment","title":null,"body_preview":"I use a Garmin edge bike computer and a Garmin tail light with lidar that shows cars as they come up from behind on you on the computer screen and give audio alert as well.\nThat works well enough for ","author":"chollida1","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636261"},{"id":"15ce912e-ac93-49be-8533-de6ce272f85a","source":"hackernews","source_id":"48636110","content_type":"comment","title":null,"body_preview":"The title is a bit confusing imho, it seems it fits more for time trialing rather than general road riding? I can't see no vents whatsoever, my incredibly sweaty noggin would soak tons of sweat into t","author":"Gualdrapo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636110"},{"id":"f7b9725b-d38d-497f-8a6e-cb21445052bd","source":"hackernews","source_id":"48636086","content_type":"comment","title":null,"body_preview":"Kind of surprising this stuff still is little more than a concept. 12 years after google launched and scrapped it's glasses there are still no well established alternatives for cycling, which is such ","author":"KeplerBoy","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636086"},{"id":"fa37bfe8-c53c-4283-a754-b64cbe9e072a","source":"hackernews","source_id":"48636539","content_type":"comment","title":null,"body_preview":"I'm sure I'm just being a crotchety old graybeard but I ride my bikes to get away from this crap. I do use Strava to track my rides on my watch but I don't even look at it until the ride is over.","author":"ethagnawl","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636539"},{"id":"8a6c9aa4-a829-4c71-9137-2bf2808ffcaf","source":"hackernews","source_id":"48636095","content_type":"comment","title":null,"body_preview":"Oh no I forgot to charge my helmet.\nAlso, helmets are meant to be replaced every couple of years as the materials deteriorate (UV/heat) and the protection dissipates.\nAs we like to say, dentist helmet","author":"nntwozz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636095"},{"id":"0c276ae8-fa9a-4f45-b0c3-7f73aad10e62","source":"hackernews","source_id":"48636083","content_type":"comment","title":null,"body_preview":"So I started biking recently and was hunting for helmets.\nAnd turns out Virgina Tech does a bunch of helmet impact testing and maintains a ranking list https://www.helmet.beam.vt.edu/. The latest helm","author":"wxw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_personality"],"bot_score":0.10681045325361377,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636083"},{"id":"4e05cde9-8af7-4426-b9d7-d81d15f817c0","source":"hackernews","source_id":"48636364","content_type":"comment","title":null,"body_preview":"No mention of a built in camera makes this a total non starter for me. If I'm going all in on an AI helmet it better be able to record front and back so my next of kin can get a payout from whatever p","author":"akersten","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636364"},{"id":"b95b1aa3-acec-49cf-b9e9-88531c091b70","source":"hackernews","source_id":"48635522","content_type":"comment","title":null,"body_preview":"Title is misleading, they want to start building not “build” (I.e. be operational).\nThough that only moves the needles from impossible to laughable.\n> If our goal is to double our grid and build a low","author":"_aavaa_","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635522"},{"id":"be5909fd-4c00-4d26-b550-e0edf1464316","source":"hackernews","source_id":"48635888","content_type":"comment","title":null,"body_preview":"Should look at the the historical record and consider the scale of cost overruns and delays that major nuclear projects have experienced. While everyone involved may have good intentions, the reality ","author":"sleepyguy","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635888"},{"id":"404458f1-2ff2-49db-bb13-6cfc8b7b3342","source":"hackernews","source_id":"48636734","content_type":"comment","title":null,"body_preview":"Canada needs its own nuclear arsenal.\nRelying on Trump or any other clown, makes no more sense.","author":"shevy-java","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.1410898861763945,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636734"},{"id":"5507f8fc-d93f-496c-a877-416d8e585fe7","source":"hackernews","source_id":"48636684","content_type":"comment","title":null,"body_preview":"Isn't it interesting? Now that power generation is seen as the deciding factor between who wins/loses AI, nuclear is back on the table again.","author":"panny","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636684"},{"id":"5191a02f-3f16-4a66-9d3a-9be52460f5d6","source":"hackernews","source_id":"48637405","content_type":"comment","title":null,"body_preview":"The Ontario government is terrible at creating a structure which is capable of finishing any infrastructure project on time ...(see Eglinton Crosstown) and mostly seems to work as a funnel for moving ","author":"cmrdporcupine","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","suspiciously_balanced"],"bot_score":0.10392229155849324,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637405"},{"id":"8269c7a7-6f14-45f7-bc88-2c1c8a675137","source":"hackernews","source_id":"48637408","content_type":"comment","title":null,"body_preview":"From what I've seen out of Canada, this is likely overly optimistic and probably will not be possible in that time frame.\nI think it's better to just outsource it to Koreans at least that way you can ","author":"zuzululu","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness","strong_opinions"],"bot_score":0.08845424391555351,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637408"},{"id":"7b8f71a3-e3de-4364-9da1-2c43d7de329d","source":"hackernews","source_id":"48636686","content_type":"comment","title":null,"body_preview":"But what do they do with the waste? And how much fresh water is that going to use?","author":"martinbfine","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636686"},{"id":"c9bbd6b9-ab80-4a59-a4e8-f2dbed308c26","source":"hackernews","source_id":"48636708","content_type":"comment","title":null,"body_preview":"Oh my god, yes, please. It should be 100 over the next 10 years but this is a great start. We should be cranking these out and building cities in the north with clean unlimited power.","author":"patmcc","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636708"},{"id":"eb0e4d14-92e3-4421-bb35-e080805ea991","source":"hackernews","source_id":"48636097","content_type":"comment","title":null,"body_preview":"Can't wait for this to get bogged down in legislation and never get done","author":"BIGFOOT_EXISTS","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.175,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636097"},{"id":"1946d983-cc2b-4adc-b559-fc1b8b9dd010","source":"hackernews","source_id":"48636458","content_type":"comment","title":null,"body_preview":"A nuclear reactor in the Alberta Oil sands would take care of a large amount of the CO2 produced in the production of crude.","author":"mig39","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.20497879350852533,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636458"},{"id":"4afb7421-a3ea-43d5-afd8-a242e869fbaf","source":"hackernews","source_id":"48635426","content_type":"comment","title":null,"body_preview":"To my surprise Canada are actually quite ahead with the Darlington New Nuclear Project. There is a construction site [0] with work taking place. Not sure how Kairos Power are progressing in the USA. N","author":"p2detar","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635426"},{"id":"bdc15f82-cd52-4c5a-94a1-a0758bc2819d","source":"hackernews","source_id":"48636047","content_type":"comment","title":null,"body_preview":"I’m not Canadian so news to me that Canada has built nuclear plants around the world.\nAs in the UK we were previously asking a French-Chinese partnership to build here so not sure why Canada didn’t ge","author":"fsuts","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1586896171706452,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636047"},{"id":"04b89680-16cd-4d1e-8edd-4a00c5a07fb7","source":"hackernews","source_id":"48635599","content_type":"comment","title":null,"body_preview":"Makes alot of sense.  Canada has:\n- one of the largest uranium reserves\n- a well respected and safe nuclear design in CANDU\n- experience with building and refurbishing nuclear reactors(Darlington)\nand","author":"chollida1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","semantic_blandness","template_phrases"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635599"},{"id":"2204ea10-ae56-480b-af96-d9ca969b5701","source":"hackernews","source_id":"48637067","content_type":"comment","title":null,"body_preview":"Dumb change on the part of British Columbia.\nSource: me, BC resident.","author":"StayTrue","classification":"human_created","confidence":0.85,"indicators":["self_reference","strong_opinion","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637067"},{"id":"334db882-f2b0-4e96-809a-7fed3b677084","source":"hackernews","source_id":"48637151","content_type":"comment","title":null,"body_preview":"I hope this gives us Americans the needed encouragement to do the same on the west US coast. Utter insanity to screw with the clocks twice a year instead of letting various institutions who have a com","author":"xp84","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637151"},{"id":"b71e72ac-6ce3-4e48-afe4-0fbd1a264d05","source":"hackernews","source_id":"48636646","content_type":"comment","title":null,"body_preview":"I just need to know what happens to our 9am standups in Vancouver when the other team is in SF. If I'm doing the math correctly it moves to 10am.\nAlso, I've often picked a random city in Pacific time ","author":"_whiteCaps_","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.13423266676003026,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636646"},{"id":"5258141c-2ac5-4b54-81b3-9159964107b2","source":"hackernews","source_id":"48636579","content_type":"comment","title":null,"body_preview":"This strategy fails for appointments during that hour where the clock goes back: they are ambiguous, can refer to two different moments in time.\nThat caveat aside: good.","author":"ncruces","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636579"},{"id":"2bd3438d-0f45-476e-8465-2ad62bc0f69a","source":"hackernews","source_id":"48635786","content_type":"comment","title":null,"body_preview":"Great post! I've thought about this issue a bit, and this is my take at solving it at the db level: https://github.com/acalvino4/pg_temporal\nOnce I decide on the best way to publish releases and clean","author":"acalvino4","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":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635786"},{"id":"da061c72-be08-4d4b-8348-20a97311aecf","source":"hackernews","source_id":"48636240","content_type":"comment","title":null,"body_preview":"I would contend that you shouldn't store anything but current unix timestamps in UTC in your database. If you must store time in some other way, then the two column method in the post will work, but l","author":"jedberg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11396749069102782,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636240"},{"id":"56a16524-0c6b-4e4e-a7c3-05a30c0058ba","source":"hackernews","source_id":"48637060","content_type":"comment","title":null,"body_preview":"An added wrinkle is that parts of British Columbia use other timezones.\nThe southeast corner follows Alberta time (previously MST/MDT but changing to MDT).\nParts of the northeast and iirc a few other ","author":"rjrjrjrj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637060"},{"id":"c85b1b10-c991-4daf-9ace-d93e1d76fb44","source":"hackernews","source_id":"48636938","content_type":"comment","title":null,"body_preview":"ANSI SQL has DATE and TIME types. Just use them for appointments bound to location. Conversion to current user timezone must happen in presentation layer and certainly does not belong to a database.","author":"ivan_gammel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636938"},{"id":"c0d394c8-d250-43c6-a122-c22cd8e0d0c4","source":"hackernews","source_id":"48637543","content_type":"comment","title":null,"body_preview":"Time is local\nTimestamp is a counter\nA unix timestamp does not have different timezones. It is a counter. \nNo matter where u are in the world a timestamp call should give you the same numeric value at","author":"necro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637543"},{"id":"bd2efbed-ba37-4488-9648-2fa3889373a1","source":"hackernews","source_id":"48637070","content_type":"comment","title":null,"body_preview":"This problem is not new and is a relatively minor exposure to the sort of issues that TZ conversion constantly needs to deal with.  Different parts of the world have different dates that they adopt (o","author":"munk-a","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.24139513876869623,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637070"},{"id":"7ed26552-a504-4752-907f-ef5fa350b086","source":"hackernews","source_id":"48636841","content_type":"comment","title":null,"body_preview":"Future events: store the local (at the event) date and time and timezone. You’ll keep the right context even if lawmakers decide to switch things up. You want to see your doctor at 8:30 AM on Monday S","author":"jagged-chisel","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636841"},{"id":"16c4ecc2-9a1b-4ea3-91dd-f5a9fa21425b","source":"hackernews","source_id":"48636881","content_type":"comment","title":null,"body_preview":"12 minute article.\n70% AI.\nThe only content not flagged?\nCopy and pasted PR comments.\nInvisible Unicode characters, triads, unnecessary markdown.\nGood work, obviated by bloviating. Readers dropping of","author":"refulgentis","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.11803285072513914,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636881"},{"id":"a975054f-3a4a-4329-bb4d-cf8651eadbd5","source":"hackernews","source_id":"48637376","content_type":"comment","title":null,"body_preview":"LOL I posted a few days ago with bullshit from LG smart TVs.\nhttps://news.ycombinator.com/item?id=48618246\nI still do not know how the damned thing got internet.","author":"nekusar","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637376"},{"id":"324700cb-ed69-4339-8848-415405f086aa","source":"hackernews","source_id":"48637096","content_type":"comment","title":null,"body_preview":"Walked past a TV and it was advertising a security guard.\nWhy does a TV need security software?","author":"doublerabbit","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637096"},{"id":"3b0dfdba-1d82-48f3-b33f-444605e8ede3","source":"hackernews","source_id":"48636845","content_type":"comment","title":null,"body_preview":"I imagine most smart TVs don't support multitasking or apps staying alive in the background, hopefully?","author":"cj","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636845"},{"id":"07fbda46-9a03-477d-a73d-37b674ada4fa","source":"hackernews","source_id":"48637232","content_type":"comment","title":null,"body_preview":"Good. Fuck Cloudflare and other internet gatekeepers. Confuse their signal as much as possible.","author":"pocksuppet","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637232"},{"id":"cb23d855-7e33-4a0e-8d90-5de5a06e0a41","source":"hackernews","source_id":"48637164","content_type":"comment","title":null,"body_preview":"Has anyone reversed their SDKs to run a swarm that captures enough traffic to see what requests are actually getting made?","author":"captn3m0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.09220281979770446,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637164"},{"id":"75c4a4a5-aa50-4d4d-bee4-16f8331c58a8","source":"hackernews","source_id":"48636940","content_type":"comment","title":null,"body_preview":"Well, that's how data for training LLMs is scraped.","author":"lukax","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.1936625833947116,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636940"},{"id":"7332cc2e-2465-44fb-9e5c-274a386ec3f2","source":"hackernews","source_id":"48637587","content_type":"comment","title":null,"body_preview":"this is a way smaller deal than acr. i personally don’t connect my smart tv to my network and use an apple tv instead","author":"dupontcyborg","classification":"human_created","confidence":0.85,"indicators":["personal_anecdote","platform_fluency","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637587"},{"id":"0a37a8e2-93cc-45b6-af0a-0512a9fbc812","source":"hackernews","source_id":"48637221","content_type":"comment","title":null,"body_preview":"It's not Smart TV apps specifically, it's all free apps. They have to monetize those somehow, don't they? And you get upset when you see ads, don't you?\nBasically it's either this or pay for your apps","author":"TurdF3rguson","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637221"},{"id":"6761aea0-1349-406b-b132-9abb58dd13d3","source":"hackernews","source_id":"48636915","content_type":"comment","title":null,"body_preview":"This turned out to be more ethical than I thought. I'd thought there wasn't any consent at all, or the actual mention of proxying was buried in a 20 page EULA.","author":"gruez","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636915"},{"id":"9124b2ce-3d7d-4517-b91c-61e1b8c1ba2b","source":"hackernews","source_id":"48636899","content_type":"comment","title":null,"body_preview":"I think it’s worth emphasizing that based on the article, those are third party apps, not first party LG apps.\nBased on the headline I thought it’s the built-in apps.","author":"cube2222","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636899"},{"id":"64d117a6-14a5-4caf-8321-09355154e740","source":"hackernews","source_id":"48637570","content_type":"comment","title":null,"body_preview":"Never ever connect your \"Smart\"-TV to your network, or if you have an incurable impulse to then make sure it's on a firewalled gateway-less VLAN.  Take the money you save buying the thing (compared to","author":"rustcleaner","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","technical_depth"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637570"},{"id":"7a6589aa-b225-4697-b051-24f71495e2cd","source":"hackernews","source_id":"48636866","content_type":"comment","title":null,"body_preview":"I've always have a deep, instinctive revulsion for smart TVs, but every year I read of some new mandmade horrors beyond comprehension, and it escalates by a few more points.","author":"andai","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.10523668958093657,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636866"},{"id":"4db6679a-1601-4b6a-9d5d-6b50ab54e3c6","source":"hackernews","source_id":"48637576","content_type":"comment","title":null,"body_preview":"I'll get on my high horse and say you can get solid \"DID/Commercial\" TVs for not that much more: https://www.bhphotovideo.com/c/product/1788343-REG/samsung_q...\nI got this a few months ago -- 4k, soli","author":"lbotos","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637576"},{"id":"701642d2-2b6f-4d13-b451-d63474a02e1b","source":"hackernews","source_id":"48631921","content_type":"comment","title":null,"body_preview":"1) What are RAM requirements?\n2) If these are reasonable, a WebGPU demo would be great..","author":"zb3","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631921"},{"id":"6d31a6d2-d185-4279-86fb-b7064527108c","source":"hackernews","source_id":"48633245","content_type":"comment","title":null,"body_preview":"It sure has a thing for chins, jaws and removing weight, looksmaxing build in.","author":"rasz","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633245"},{"id":"6c368497-09a6-4239-a75f-33341670495c","source":"hackernews","source_id":"48631136","content_type":"comment","title":null,"body_preview":"The gallery of their samples is pretty impressive!","author":"N_Lens","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631136"},{"id":"e42fb7f5-cfb9-4c17-9003-7e04f51de04a","source":"hackernews","source_id":"48633527","content_type":"comment","title":null,"body_preview":"lot of the photo editors on mobiles have this, maybe even some apps?","author":"hari1123","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633527"},{"id":"59e01b3d-94f0-4b8c-ab6b-95061538aceb","source":"hackernews","source_id":"48633341","content_type":"comment","title":null,"body_preview":"Nitpick: in the showcase on that page, under Comparison of Natural Scenes, Moebius should definitely get a \"structural confusion\" tag for the back of the surfboard. If other models get deducted for tr","author":"gspr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633341"},{"id":"71c8ee78-8323-42ff-a06d-00db32529f19","source":"hackernews","source_id":"48631654","content_type":"comment","title":null,"body_preview":"What is the current SOTA for impainting?\nI have a potential project for my e-commerce where I want to allow users to upload images of their house exteriors and impaint awnings.","author":"epolanski","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631654"},{"id":"9ac683e3-61ea-4a33-a285-70ba5a6ade0e","source":"hackernews","source_id":"48632836","content_type":"comment","title":null,"body_preview":"This is the useful AI stuf. There’s so many usecases this makes possible.","author":"delis-thumbs-7e","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632836"},{"id":"a8fe27c7-9b4f-4bd7-9a53-49a0d338b4d6","source":"hackernews","source_id":"48630959","content_type":"comment","title":null,"body_preview":"Unrelated but when I read inpainting and Moebius I was scared it was related and using the art of the great Jean Giraud [0] a.k.a. Moebius\nhttps://characterdesignreferences.com/artist-of-the-week-3/m.","author":"teroshan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48630959"},{"id":"801c7ea4-d8d6-4604-bcbd-72d17e885c3d","source":"hackernews","source_id":"48631393","content_type":"comment","title":null,"body_preview":"I don't understand. Is it available somewhere to try or is it just an ad?","author":"NooneAtAll3","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0.1308568415107356,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631393"},{"id":"a5345f71-37c1-4cf3-9154-1a163c5a0d3f","source":"hackernews","source_id":"48634495","content_type":"comment","title":null,"body_preview":">  The core insight of Moebius can be summarized in a single equation:\nSynergy × (Architecture + Distillation) = Shattering the \"Impossible Triangle\" of Low Parameters, Fast Inference, and High Qualit","author":"michaelfm1211","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634495"},{"id":"fbb00d7d-a931-4a05-a334-9b777aa08d69","source":"hackernews","source_id":"48634992","content_type":"comment","title":null,"body_preview":"I want a version of this for manga (for translation). Right now I think the go-to lightweight inpainting model for anime and manga is LaMa which is several years old now and it feels like there is roo","author":"pattilupone","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","opinion_and_suggestion"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634992"},{"id":"60e7e99a-6900-4668-96e8-7120eec74ab4","source":"hackernews","source_id":"48634569","content_type":"comment","title":null,"body_preview":"Tried a bit, and while it is very impressive for 0.2B model it would be very hard to convince me that this matches with 10B models. It did work reasonably well with natural images but inpainted region","author":"lifthrasiir","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","opinion_without_hedging"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634569"},{"id":"81a86ef9-3e66-4d38-810b-f8c2c76ad99a","source":"hackernews","source_id":"48633399","content_type":"comment","title":null,"body_preview":"There are some demo spaces using this. This one seems the best (paint your own mask) but it failed on all the images I tried: https://huggingface.co/spaces/multimodalart/Moebius","author":"james2doyle","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633399"},{"id":"d3c3d6f2-b5a1-4248-b695-f1149f911e90","source":"hackernews","source_id":"48634906","content_type":"comment","title":null,"body_preview":"I did an inpainting project for a client a few years ago. They were trying to inpaint banner ads for concert promoters, and find a way to make it easy to produce a bunch of different sized ads for a v","author":"xrd","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","natural_digressions","self_reference"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634906"},{"id":"83336e42-9b9d-42ca-b746-e8a5f5067357","source":"hackernews","source_id":"48637027","content_type":"comment","title":null,"body_preview":"I got this working with ONNX (thanks, Claude Opus 4.8) and now I have an interactive demo of the model running entirely in the browser here (~1.3GB download): https://simonw.github.io/moebius-web/ - c","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0.12198005339406692,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637027"},{"id":"bb6a686c-c4c1-467a-8cd6-9685f1651ecf","source":"hackernews","source_id":"48632198","content_type":"comment","title":null,"body_preview":"\"Git is forever\"\nMany things were forever until they suddenly died, but I think this is especially true for git.\nI'm not saying this as a git hater, quite to the contrary. I think git is great. I also","author":"weinzierl","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632198"},{"id":"2a8b68bc-2325-4d27-9643-f2b0615942e2","source":"hackernews","source_id":"48632163","content_type":"comment","title":null,"body_preview":"Grammar nitpick: \"anyways\" should almost awlays be \"anyway\"","author":"achandlerwhite","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.23076923076923075,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632163"},{"id":"f7db96f9-4b30-47a8-9e86-3048657f5658","source":"hackernews","source_id":"48632096","content_type":"comment","title":null,"body_preview":"What I want from a version system is to capture event in history not like changes as a files but as events that capture a process.\nIf I split a file in two I still want to be able to see blame correct","author":"Pet_Ant","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0.175,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632096"},{"id":"91e0b76e-5edd-4376-9fbb-419053b80a29","source":"hackernews","source_id":"48635091","content_type":"comment","title":null,"body_preview":"I would have loved to try locally, but the installer asks me to create an account and I don't want to do that yet.","author":"desmondl","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635091"},{"id":"c3563b35-db5b-4bb3-aecb-b4c7e9dfeb02","source":"hackernews","source_id":"48633871","content_type":"comment","title":null,"body_preview":"Back in the day, 2020, the effort to create a program/website/service was the prohibiting factor, which meant the sediment remained at the bottom of the barrel where it belonged.\nNow, every brain fart","author":"CrzyLngPwd","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","genuine_specificity"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633871"},{"id":"320d66c2-c311-414a-b127-0c9d7d77d872","source":"hackernews","source_id":"48636024","content_type":"comment","title":null,"body_preview":"I actually like this.\nI thought I wouldn’t because it’s just another git - but git worktrees are a PITA.\nCan I suggest though to focus the readme on the lighting fast checkout for multi agent loads? T","author":"hanneshdc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636024"},{"id":"f08b9645-a3c7-48e0-8c8a-613eb3572096","source":"hackernews","source_id":"48634099","content_type":"comment","title":null,"body_preview":"I am curious, how do you handle latency issues for on demand access? I saw you use FUSE (and FSKit), and from my experience it is pain to make filesystems in userspace work on-demand over WAN because ","author":"coldstartops","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634099"},{"id":"f331b9e8-5bd1-421c-b1af-9a731996c31e","source":"hackernews","source_id":"48632283","content_type":"comment","title":null,"body_preview":"I would recommend just linking to a few sentences that say how Oak is different than Git, rather than a personal backstory. (https://oak.space/docs)\nMy initial reaction is if this is not something tha","author":"ks2048","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.09957788871932717,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632283"},{"id":"1bb5d995-9374-4c11-9dd3-ed87ddb8e53d","source":"hackernews","source_id":"48632097","content_type":"comment","title":null,"body_preview":"I have always wanted a version control system that was basically Emacs/Vim/Neovim's undo-tree[0] but persistent and social. Why do I have to manually talk to git? You are a computer, track every modif","author":"sourdecor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632097"},{"id":"829c7828-665b-465a-9331-5a9552e1daf2","source":"hackernews","source_id":"48634670","content_type":"comment","title":null,"body_preview":"My impression with this space is that you'd need to fundraise startup-style, which I'm assuming you'll do, to catch up with everyone that is doing a similar thing.\nThe problem space and solution has b","author":"no_circuit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","natural_digressions","opinion_without_hedging"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634670"},{"id":"8a0ad8d3-4a1a-4bb3-91b9-1308a3a1d115","source":"hackernews","source_id":"48634727","content_type":"comment","title":null,"body_preview":"Looks very interesting, but it's difficult to see the benefit from git right now apart from performance? Don't get me wrong, that's good, but I don't think it's a big enough proposition to get people ","author":"forty_one","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634727"},{"id":"1cbc4af6-860d-4ad0-af9b-f5c14cb74c18","source":"hackernews","source_id":"48633590","content_type":"comment","title":null,"body_preview":"Did you have your agent talk you into making this something separate over building on top of git?","author":"pixlmint","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.125,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633590"},{"id":"01914485-a84f-42da-b04c-95787ccb0f7e","source":"hackernews","source_id":"48636535","content_type":"comment","title":null,"body_preview":"From the github repo readme:\n> This repo was written almost entirely using AI with human oversight. If you see anything that needs fixed or would like to contribute, please email ... or reach out on D","author":"harshreality","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636535"},{"id":"ccd3bf8e-543f-4998-be45-29e9e016907e","source":"hackernews","source_id":"48637166","content_type":"comment","title":null,"body_preview":"> but the speed is a consequence of the design, not the pitch.\nYou kinda lost me there. I‘m supposed to use a central technology whose author can’t be arsed to write a few paragraphs?","author":"manmal","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637166"},{"id":"8788e12e-8969-4d08-a613-5f0c51205f6d","source":"hackernews","source_id":"48634005","content_type":"comment","title":null,"body_preview":"Zach is underselling his achievements here, having previously built the Jamhub VCS which was acquired by a well known founder.","author":"pnw","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.12018139601370234,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634005"},{"id":"c196d001-c472-427b-b2b2-995ac2de3a9e","source":"hackernews","source_id":"48634278","content_type":"comment","title":null,"body_preview":"The lazy mount is very interesting. This is similar to how google3 works at Google that I have not seen any similar implementation in open source so far.\nGit sparse checkout is helpful but checking fi","author":"mohsen1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","original_commentary","absence_of_ai_signals"],"bot_score":0.11077661802142406,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634278"},{"id":"45be538b-fc19-4094-9cab-eab194bd320a","source":"hackernews","source_id":"48633789","content_type":"comment","title":null,"body_preview":"I have absolutely no idea what this offers that makes it better than git (or any over VCS for that matter) for agents.\nThere’s some mention about performance, which is great, but the performance of gi","author":"hnlmorg","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.09498589592716364,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633789"},{"id":"7ce616d0-38bb-4003-a8eb-88da21f31984","source":"hackernews","source_id":"48633378","content_type":"comment","title":null,"body_preview":"I've built my own workflow for using agents on git, as i now often have to do changes across repositories, or in the same repository for different tasks. I could use worktrees, but I'd rather invert i","author":"kjuulh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_personality"],"bot_score":0.12245742946836323,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633378"},{"id":"e5b8508d-2325-4382-86bd-c1a2c2708386","source":"hackernews","source_id":"48635235","content_type":"comment","title":null,"body_preview":"Anything \"for agents\" needs to provide some kind of evidence it's better than what the agents already have baked into the model training data. It can't just be \"easier\" on some dimension, because the ","author":"SwellJoe","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","semantic_blandness","missing_platform_voice"],"bot_score":0.1028063082107974,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635235"},{"id":"de94049d-11d1-4d20-a089-70d1dce29bcf","source":"hackernews","source_id":"48637352","content_type":"comment","title":null,"body_preview":"wonder if AMD's new ai chip can run this with ease? I'm seriously consider buying it. GLM 5.2 is just shy of GPT 5.4 so I would welcome offloading any grunt work locally\nI am very excited for local LL","author":"zuzululu","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","human_indicator_niche_expertise"],"bot_score":0.08845424391555351,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637352"},{"id":"d88095bc-2112-49d4-b056-03340e1752f3","source":"hackernews","source_id":"48637370","content_type":"comment","title":null,"body_preview":"I feel like the gap is closing to be able to run good enough models locally even for coding and I would assume it could make some companies a bit nervous. Am I wrong about that?","author":"pheggs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637370"},{"id":"b95b5170-12ed-49fc-9445-c8434615b189","source":"hackernews","source_id":"48637098","content_type":"comment","title":null,"body_preview":"So close! My machine with 192GB RAM + RTX 3090 24GB can almost run this. It says it needs 24GB of VRAM and 256GB of RAM for MoE offloading.\nhttps://unsloth.ai/docs/models/glm-5.2#usage-guide\nIn a prio","author":"xrd","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637098"},{"id":"8280ea3e-1cdc-46d4-9024-2b25a8a0fa83","source":"hackernews","source_id":"48636418","content_type":"comment","title":null,"body_preview":"If \"drivers of private vehicles in Japan\", must understand these \"four symbols\" then these are not \"Japanese symbols that speak without words\".","author":"IndySun","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636418"},{"id":"5800bda4-52a8-47b6-ac00-6b379ec189ce","source":"hackernews","source_id":"48636251","content_type":"comment","title":null,"body_preview":"Very interesting but the comparisons are somewhat US-centric. For example, there is an equivalent to the heart and cross in some western countries which is the sunflower lanyard.","author":"nephihaha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_example","absence_of_ai_signals"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636251"},{"id":"7aad2b1d-a69f-4448-9f4c-1957aa6208fe","source":"hackernews","source_id":"48635594","content_type":"comment","title":null,"body_preview":"The common theme for the discussed symbols is consideration for others.\nIn New Zealand we require a yellow [L] sign on cars with learner drivers (with learners drivers licenses). However I get the imp","author":"robocat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635594"},{"id":"5307fc7b-03c8-4cc7-9df9-148a89b04709","source":"hackernews","source_id":"48636036","content_type":"comment","title":null,"body_preview":"The logo expressing \"Limited Express\" is very unspecific, imagine if buses with the Mercedes star cost extra and didn't stop at every stop.\nInteresting that a lot of US road signs have words on them: ","author":"netsharc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","cultural_references","imperfect_expression"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636036"},{"id":"cfe8ccbc-5b59-4e90-a9c4-94f443cf099c","source":"hackernews","source_id":"48634954","content_type":"comment","title":null,"body_preview":"I've had the same experience looking back at solutions to old problem sets and wondering how I ever came up with them.","author":"aesthesia","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","personal_experience_anecdote"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634954"},{"id":"4dce0551-e4e7-40e6-8e52-7b12e7a903c7","source":"hackernews","source_id":"48635114","content_type":"comment","title":null,"body_preview":"Comment as a song https://mariedavidson.bandcamp.com/album/work-it-soulwax-rem...\nThere is no easy way out, you have to rest but you simply can't stop. Your body will rot, your mind too.\nPS: song isn'","author":"utopiah","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_personality"],"bot_score":0.11535887214672222,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635114"},{"id":"a7c21940-f8fd-45b6-ba6f-c6bd0a1cfe99","source":"hackernews","source_id":"48636204","content_type":"comment","title":null,"body_preview":"We taught this problem in my college’s discrete math course. The intuition we gave is that it’s exactly equivalent to the number of ways to rearrange a string of 20 Rs and 20 Ds (corresponding to a ri","author":"vm64","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636204"},{"id":"de855e4f-052e-4aa3-bcba-09a64c7b62eb","source":"hackernews","source_id":"48634400","content_type":"comment","title":null,"body_preview":"The more i think about math these days, the more i see it as a muscle one must constantly train to achieve its potential.\nGive it too long a rest and you have to go back at full blast for weeks on end","author":"Mainan_Tagonist","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience_statement","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634400"},{"id":"14a6af52-11b7-40a2-808c-494dc2b4914b","source":"hackernews","source_id":"48636569","content_type":"comment","title":null,"body_preview":"Manhattan distance is 2n steps. Of these, exactly n are to the right, the rest is downwards. A 2n step path is completely determined by choosing which n steps will be to the right. Hence 2n choose n.\n","author":"meindnoch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636569"},{"id":"abfbc100-5d92-49b4-9ca5-2cc251ecfdfe","source":"hackernews","source_id":"48635344","content_type":"comment","title":null,"body_preview":"\"Compute the first few terms and plug into OEIS\" is very high on the reward:effort scale","author":"krackers","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635344"},{"id":"3a770cd6-807e-4546-bcf9-3c1a76b615bd","source":"hackernews","source_id":"48634074","content_type":"comment","title":null,"body_preview":"Noticing a pattern and just extending it without proving why it works is not really a solution. You can prove it without really \"understanding\" it using induction, but that still would be proof, same ","author":"floppyd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634074"},{"id":"5a392c66-2bdf-4568-a3a1-319e26f83327","source":"hackernews","source_id":"48634428","content_type":"comment","title":null,"body_preview":"Heh, this grid image is all too familiar to me right now.\nI’m building a grid based game and engine, and I have a game replay format which is not video.\nI hit a massive wall with compression, trying t","author":"purple-leafy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.06202647322488849,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634428"},{"id":"d840fe26-175c-40fb-8b60-571451fb5c15","source":"hackernews","source_id":"48635613","content_type":"comment","title":null,"body_preview":"I was sad in a different way. I immediately realized that this could be solved by dynamic programming by computing the recurrence F(x,y)=F(x-1,y)+F(x,y-1) with the base case F(0,0)=1 and F(x,y)=0 if x","author":"kccqzy","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","personal_anecdote","emotional_authenticity","niche_expertise"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635613"},{"id":"d1b46a53-7b43-445e-b739-3cb4d438f128","source":"hackernews","source_id":"48636926","content_type":"comment","title":null,"body_preview":"I think it's due to calibration - practical work related problems are never that simple & easy so naturally people might start from DP formula.\nD[A,B] := number of ways to navigate from grid sized AxB","author":"blmarket","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636926"},{"id":"4e3ea936-9f26-4440-ba67-110b10928b07","source":"hackernews","source_id":"48635612","content_type":"comment","title":null,"body_preview":"That Project Euler problem was my first encounter with memoization. At the time, it felt like a magical solution, so I ended up solving it using the central column of Pascal's triangle, which was easi","author":"andredurao","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635612"},{"id":"35e9ceb0-a077-4250-a313-958c0a958990","source":"hackernews","source_id":"48636268","content_type":"comment","title":null,"body_preview":"The trick to making these problems intuitive is to mentally rewrite them into a \"how many permutations of this string are possible?\" problem. Consider the 2 * 3 case.\n    ...\n    ...\n\nOne way you migh","author":"hiAndrewQuinn","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636268"},{"id":"83f1c7ad-d0cc-4fdc-b533-e4899f8bf358","source":"hackernews","source_id":"48637440","content_type":"comment","title":null,"body_preview":"This is why you still work on open source and do coursework for fun. The same reason you go for a jog","author":"vatsachak","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637440"},{"id":"af3def0d-7662-41f3-a1fc-6497ceb73207","source":"hackernews","source_id":"48634998","content_type":"comment","title":null,"body_preview":"Nobody forces you to use AI.\nIt has become sort of junk food for the brain. Temptations and ads for it everywhere.","author":"d_silin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634998"},{"id":"3715c503-b198-444b-8e7e-11aa30a983c7","source":"hackernews","source_id":"48634025","content_type":"comment","title":null,"body_preview":"Tbh your student reasoning is still dangerous... the patterns could have not generalized nicely. see moser's circle problem\nneeded to justify viewing this as \"arranging down vs right movements\" as ano","author":"the_red_mist","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634025"},{"id":"49b1d972-96d9-4465-9d48-4d73cf1d9e69","source":"hackernews","source_id":"48635094","content_type":"comment","title":null,"body_preview":"There’s a bit of hand-waving in the jump to 2n choose n solution, which I suppose is fine, and my ex–math teacher brain really wants to have a proper proof or at least solid reasoning rather than “it ","author":"dhosek","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","natural_digressions","platform_fluency"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635094"},{"id":"d5e041a8-0a8a-439a-8e6f-52a586a2275a","source":"hackernews","source_id":"48636420","content_type":"comment","title":null,"body_preview":"The 2n choose n solution isn't at all intuitive to me but thinking about it in terms of 40 steps, 20 of them rightward and 20 of them downward an then looking at all distinct permutations of these 40 ","author":"bmenrigh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636420"},{"id":"46cfc908-af5f-49af-be60-70fb1ffd75d5","source":"hackernews","source_id":"48635835","content_type":"comment","title":null,"body_preview":"This is a pre-AI phenomena. I observe it quite a lot with stuff I did in high school but usually with complex problems. What's generally happening is that you were working with pen and paper through a","author":"gobdovan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","natural_digression"],"bot_score":0.1229580101718319,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635835"},{"id":"c97564a1-e859-4922-84b2-0e616a17b347","source":"hackernews","source_id":"48633886","content_type":"comment","title":null,"body_preview":"An intuitive motivation for the solution in the article (2n choose n). For an n*n grid you have to you will take 2n steps, n \"over\" and n \"down\". All that matters is the order of the steps. So if you ","author":"mb7733","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","polished_first_draft","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633886"},{"id":"70fcb0d0-c3cb-418f-b54c-87331b9e1a16","source":"hackernews","source_id":"48634085","content_type":"comment","title":null,"body_preview":"I think one of the saddest thing is that the kind of person who would recognize, \"we can solve this seemingly complicated problem by just applying this formula\", would often have trouble even getting ","author":"jp57","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634085"},{"id":"1243a718-1e89-45b9-b46f-92ee2a30c01a","source":"hackernews","source_id":"48635925","content_type":"comment","title":null,"body_preview":"I loved this project the first time it came around. As much as I wanted to build it out myself, I was shocked at how much the components actually cost to put together. It definitely seems like an impr","author":"Shalomboy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.23141842908469695,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635925"},{"id":"041998d7-0f11-4907-9ab6-d11cc7eca242","source":"hackernews","source_id":"48636462","content_type":"comment","title":null,"body_preview":"The photos aren't half bad. I was expecting something along the lines of the first cameras on mobile phones.","author":"poolnoodle","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636462"},{"id":"42b21d95-2a32-4fe9-92b9-5a84490ef05f","source":"hackernews","source_id":"48637451","content_type":"comment","title":null,"body_preview":"No disrespect to the project here, of course, but I'm wondering why there's no truly high-quality camera for Pis. I have the so-called \"high-quality camera\" and it still blows. I use it to monitor my ","author":"MoonWalk","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637451"},{"id":"9d504de5-d579-44dd-b8b3-047a1e0a8d2e","source":"hackernews","source_id":"48636218","content_type":"comment","title":null,"body_preview":"It's a shame that, being based on a full-blown Linux SBPC, it has an absolutely unacceptable boot time for a camera. 22 seconds. I can have my iPhone camera out and ready to capture an ephemeral momen","author":"Fwirt","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","comparative_analysis","technical_detail"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48636218"},{"id":"866bbb3a-dab3-460b-be73-2815a7edde15","source":"hackernews","source_id":"48634781","content_type":"comment","title":null,"body_preview":"It's funny how this (imo) almost feels like an inherently inert topic to discuss:\nIs it dumb of them to do this? Not really, they got unlucky with the timing and they already designed the machines. Se","author":"Fraterkes","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634781"},{"id":"662e2ed2-6baf-4ae3-a2c7-7517e271afb3","source":"hackernews","source_id":"48634879","content_type":"comment","title":null,"body_preview":"An unfortunate series of events that this thing ended up with these specs at 1,049.00. It was supposed to be cheap and cheerful. At first Steam took an opportunistic deal to buy up a bunch of near-obs","author":"tpurves","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634879"},{"id":"7f4c142b-40dc-4135-a611-67b77dbecdac","source":"hackernews","source_id":"48633052","content_type":"comment","title":null,"body_preview":"I was expecting $1200 for the base model, so $1,049 without a controller is nice to see.\nHaving to enter a lottery to buy one makes it feel like Valve doesn’t have new stock in the pipeline for the fo","author":"Venn1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","natural_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633052"},{"id":"6eac0fed-a2ad-4e49-8148-bbbdb9304729","source":"hackernews","source_id":"48633268","content_type":"comment","title":null,"body_preview":"The prices I think a lot of us expected. I know Valve is being pressured by the market, but I can't imagine buying one for this price, even if I'm really excited for the Steam Machine. That said, the ","author":"everdrive","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633268"},{"id":"12ae1bb1-35ee-4c18-9fc9-45fa8f2f7464","source":"hackernews","source_id":"48633059","content_type":"comment","title":null,"body_preview":"No need to rush:\n> In an effort to improve the purchase experience and limit resellers, we're implementing a reservation system.\n> Starting right now, you can sign up for the Steam Machine model/bundl","author":"no_news_is","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633059"},{"id":"2be3b99c-6cdd-433f-b2cf-09f4f1a7d17c","source":"hackernews","source_id":"48633523","content_type":"comment","title":null,"body_preview":"My steam deck is underpowered as a living room gaming PC.\nWish it was cheaper but would look forward to a “just works” experience including sleep/instant game resume.\nAdd my thousands of already owned","author":"byteflip","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633523"},{"id":"84908b4e-0618-45dc-bdae-83f82b96a56f","source":"hackernews","source_id":"48633942","content_type":"comment","title":null,"body_preview":"Hope the Frame is available for pre-order soon as well! I know I’m going to pay more than the HW was worth a year ago because of “AI”, but I’m really looking forward to that one.","author":"Insanity","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","specific_product_mention"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633942"},{"id":"1a9ece70-1ccf-4a78-ae67-e7466ac1c5d3","source":"hackernews","source_id":"48634141","content_type":"comment","title":null,"body_preview":"I'm tempted even at this price.\nI've tried various iterations of a gaming HTPC over the years, and they've all been pretty miserable. That lack of any reasonable or stable CEC solution this whole time","author":"legitster","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634141"},{"id":"a6950ce1-a3bb-4c34-8e42-8cc356073a4c","source":"hackernews","source_id":"48633470","content_type":"comment","title":null,"body_preview":"Surprised that they have 4 USB-A and only 1 USB-C. With their power profile, Steam Machine should be powerable by a single USB-C cable on extended power range which should reduce the need for the powe","author":"YuechenLi","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.1880541089552812,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633470"},{"id":"ed866bea-721a-4eb8-b841-3bc23cfe3226","source":"hackernews","source_id":"48633192","content_type":"comment","title":null,"body_preview":"> who are we trying to tell you how to use your computer?\nValve is still great.","author":"HeavyStorm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.2122516349557082,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633192"},{"id":"ed4ce14a-ed88-42c7-a714-ed39ac9d530a","source":"hackernews","source_id":"48633358","content_type":"comment","title":null,"body_preview":"I understand why it costs that much, but it's too much.\nDon't get me wrong, I'm not commenting on the value, but rather the markets ability to handle it.","author":"singingtoday","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.3637259721501066,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633358"},{"id":"06420823-24fd-49fd-a687-b5a7092ca82a","source":"hackernews","source_id":"48637266","content_type":"comment","title":null,"body_preview":"I hope this is successful, like it or not this might be one of the best ways that Linux can reduce the Microsoft Windows monopoly. I would actually go as far as to say that it has to succeed.","author":"zero0529","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48637266"},{"id":"8d3b951a-d88d-442c-90ca-5d22d66fcbfd","source":"hackernews","source_id":"48633252","content_type":"comment","title":null,"body_preview":"For reference, a PlayStation 5 is $600-650 for the base models (lower performance than Steam Machine) and $900 for the Pro model (likely higher performance). I know this is a PC and thus an open platf","author":"robmccoll","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633252"},{"id":"cb878e29-73a1-4294-9d8f-5bc0f4956d8f","source":"hackernews","source_id":"48635414","content_type":"comment","title":null,"body_preview":"I respect what Valve is doing here and I loved the Steam Deck but a prebuilt desktop PC with 16 GB system memory and 512 GB storage for $1,000+ is insulting. Those are specs that belong on a laptop or","author":"branon","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48635414"},{"id":"34bdb6a3-495f-4504-b81d-440ecdeb0f52","source":"hackernews","source_id":"48633402","content_type":"comment","title":null,"body_preview":"I know the price for PC parts is terrible these days, but $1049 for a 6-core 16GB RAM, with a 512GB SSD, and no controller, is a terrible value.\nFor reference, the PS5 Pro has more than twice the numb","author":"pseudosavant","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","comparative_analysis","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633402"},{"id":"1ab474bd-9c9b-46c8-a51c-e5fdf2da1e68","source":"hackernews","source_id":"48633316","content_type":"comment","title":null,"body_preview":"I imagine Valve Software wanted to release the Steam Machine for $549-$699. The great RAM hoarding of 2025-2026 killed this product on arrival sadly.","author":"radium3d","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633316"},{"id":"785cd408-18d0-4edc-bef0-ad71c3482321","source":"hackernews","source_id":"48633499","content_type":"comment","title":null,"body_preview":"I want to buy one just to raise the signal that Linux support is important.\nWhen these machines were announced I switched to Fedora as a daily driver on my high end gaming rig.\nIt’s been awesome. I st","author":"prhn","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","self_reference","emotional_authenticity","imperfect_expression"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633499"},{"id":"738e4b97-97e0-41ef-aad9-c731b35f7364","source":"hackernews","source_id":"48633483","content_type":"comment","title":null,"body_preview":"This is a weird thing to call out, when there's so much else to talk about (price, specs, etc) buuuuuut-\nCheck out the gameplay video partway down the page, where the two people are on the couch playi","author":"andy_xor_andrew","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","emotional_authenticity","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633483"},{"id":"8a0594c5-2bdb-44fe-aec7-e8e5de49f943","source":"hackernews","source_id":"48633563","content_type":"comment","title":null,"body_preview":"I am pleased to see hardware not being locked down as a selling point:\n> Yes, Steam Machine is optimized for gaming, but it's still your PC. Install your own apps, or even another operating system. Wh","author":"sudobash1","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633563"},{"id":"04e4cf78-ecc6-4855-9fe8-5a1e31101150","source":"hackernews","source_id":"48633271","content_type":"comment","title":null,"body_preview":"> Why a randomized reservation order?\n[...] we wanted to create a system that would be less frustrating and more fair for everyone. A launch that starts at a specific day and time tends to reward bots","author":"sailingparrot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48633271"},{"id":"b7f4bcc1-405f-4f8f-9bf3-9f4b4306a085","source":"hackernews","source_id":"48632713","content_type":"post","title":"AMD releases FSR 4.1 upscaling for older graphics cards","body_preview":"AMD releases FSR 4.1 upscaling for older graphics cards","author":"saghm","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632713"},{"id":"a0f31e9c-eeb3-47e1-b0e5-900b60f328c7","source":"hackernews","source_id":"48625774","content_type":"post","title":"Ask HN: Do you have an unusual income source","body_preview":"Most of use here are wage earners. I keep hearing of people making money with interesting side hustles. Like my neighbour rents graduation gowns for the local university. 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the most Compute per Dollar. Definitely a labor of love as I have a number of Mini PC","author":"yathern","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612432"},{"id":"07001a02-497e-4dc2-971b-be67cda9ac29","source":"hackernews","source_id":"48622814","content_type":"post","title":"My 1992 view of the problems of computer programming in 1992","body_preview":"My 1992 view of the problems of computer programming in 1992","author":"pavel_lishin","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.11077661802142406,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:10 GMT+0000 (Coordinated Universal 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With virtual mounts, ","author":"zdgeier","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","self_reference","imperfect_expression"],"bot_score":0.09999999999999999,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48631726"},{"id":"3583511d-a847-4e43-b2c7-d9ac033dba72","source":"hackernews","source_id":"48634778","content_type":"post","title":"Optocam Zero: a Pi Zero based digital camera made using off the shelf components","body_preview":"Optocam Zero: a Pi Zero based digital camera made using off the shelf components","author":"iamnothere","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48634778"},{"id":"d324c74c-66d7-4723-9a20-79c74c663383","source":"hackernews","source_id":"48632884","content_type":"post","title":"Steam Machine launches today","body_preview":"https://store.steampowered.com/sale/steammachine\nhttps://www.lttlabs.com/articles/2026/06/22/the-newell-nucle...\nhttps://www.youtube.com/watch?v=66QzlDewigE","author":"theschwa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 23:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48632884"},{"id":"3a4a873a-cfc2-4fc2-b408-2861f3c59b9c","source":"steam","source_id":"steam:227902614","content_type":"review","title":null,"body_preview":"an amazing game for just chilling but does get intense and is addicting","author":"JuiceMaN","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198004651283/recommended/"},{"id":"52d5e382-9698-4079-976b-ace5061e81a6","source":"steam","source_id":"steam:227954984","content_type":"review","title":null,"body_preview":"I will still recommend this game because of its great art style and great builds/synergies. However, I'm disappointed in the lack of support after 1.0 opting only to support the mobile version with mo","author":"PAKman03","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198059274789/recommended/"},{"id":"d4016d1f-5fe7-4cad-b0b9-2ed30a992840","source":"steam","source_id":"steam:227967320","content_type":"review","title":null,"body_preview":"Really fun 10-20 minute game in between work sessions. Satisfying guns and game play. Strategy with talent trees and builds and guns feels rewarding","author":"BrickGorilla","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 Jun 22 2026 00:45:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198038495315/recommended/"},{"id":"a77c61ec-2c43-4100-96f7-f0e081d155fb","source":"steam","source_id":"steam:228158267","content_type":"review","title":null,"body_preview":"Fun roguelike mostly auto-shooter (you can twin stick if you like). A good steam deck game, not terribly cerebrally challenging but good to fill time.","author":"Benedict","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197970525844/recommended/"},{"id":"feaf9671-e4b6-400a-9995-d76682337899","source":"steam","source_id":"steam:228190150","content_type":"review","title":null,"body_preview":"20 Minutes Till Dawn is an alright game. I reached darkness 5 - a slightly harder difficulty level after every successful 20 minute run - using different combos of characters and guns, before my inter","author":"MacAlmighty","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198067356326/recommended/"},{"id":"5c8cd0a9-a7fb-410b-997e-f1a68885afa4","source":"steam","source_id":"steam:228218793","content_type":"review","title":null,"body_preview":"Pretty good pick up and play a round bullet hell roguelike","author":"IndieGamesLover","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199369868895/recommended/"},{"id":"0c78f5a6-4454-477b-ab93-e24d811d1391","source":"steam","source_id":"steam:228338649","content_type":"review","title":null,"body_preview":"A vampire-survivor-like with unique and attractive art style and Nova drift-inspired upgrade systems (each small skill tree has one basic skills, a choice of two upgrades, and an ultimate skill). Very","author":"Alopexalopex","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","opinion_and_preference","balanced_critique","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198044443954/recommended/"},{"id":"47987b67-48d6-426f-b09d-8bdb7993bf58","source":"steam","source_id":"steam:228407072","content_type":"review","title":null,"body_preview":"Great game, especially on the couch. Well worth the money!","author":"feetfinder.com/EbolaSenpai","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198021959908/recommended/"},{"id":"c554e4ba-d715-4c5c-9607-8ae0c5182a89","source":"steam","source_id":"steam:228499704","content_type":"review","title":null,"body_preview":"It's good, one my favorite bullet hell survival roguelites.","author":"Joe Nasty","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198061713328/recommended/"},{"id":"063dc9c7-8e57-4f43-b9c4-258bddf3840d","source":"steam","source_id":"steam:228458333","content_type":"review","title":null,"body_preview":"Combat in this game feels better than in any other souls game i've played.","author":"Tapss","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199504750061/recommended/"},{"id":"d981fe8b-5f88-47ff-bdf0-725dd1ba1bd6","source":"steam","source_id":"steam:228460628","content_type":"review","title":null,"body_preview":"This game force me to get good.\nI get good, still get beated. Get even better, they still whip my ass.\nRecomment.","author":"EricXMai","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199048287952/recommended/"},{"id":"afdca090-3a74-4157-8c1a-71255bbfd39a","source":"steam","source_id":"steam:228492991","content_type":"review","title":null,"body_preview":"This game is going to kill me.\nEasily the most overrated FromSoftware game. \n\nThis game has all the bad from other titles without much of the good.\n-Run backs can be brutal.\n-No \"Builds\" or finding be","author":"LvstVigil","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198442421826/recommended/"},{"id":"6093ab78-9202-4de6-9259-2d645f476499","source":"steam","source_id":"steam:228493154","content_type":"review","title":null,"body_preview":"Wolf, a shinobi who has found himself in the middle of a great war and at odds with a clan seeking his master's blood for eternal life, must not only save his lord and himself, but also keep the realm","author":"DalPaladin","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198011914250/recommended/"},{"id":"faddce7c-8016-477b-b44c-9338453863c1","source":"steam","source_id":"steam:228496279","content_type":"review","title":null,"body_preview":"This game was a challenge, Very hard but is so blessfull once you learn the mechanics. Love every single death and it teaches you patenance.","author":"COMMEND N COMMEND BACK","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199161205149/recommended/"},{"id":"8fd77fe2-127f-422c-9903-1cd5a8a32af6","source":"steam","source_id":"steam:228503250","content_type":"review","title":null,"body_preview":"Really fun, hard in the beginning but overtime you learn the combat and it becomes an even better game.","author":"Parrot0805","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199086598950/recommended/"},{"id":"eef15311-4c2c-4f9e-aa99-8daa174eb801","source":"steam","source_id":"steam:228506478","content_type":"review","title":null,"body_preview":"Gameplay masterpiece with all the typical FromSoft idiosyncracies","author":"Macedon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198094823800/recommended/"},{"id":"cb840c85-a8a1-4e13-ad18-053ccaabb70d","source":"steam","source_id":"steam:228507855","content_type":"review","title":null,"body_preview":"The game made me realize that I'm getting older and older...","author":"7x77xx","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198839101602/recommended/"},{"id":"29778d5d-6394-47e2-a8a6-80a868ef49f9","source":"steam","source_id":"steam:228521998","content_type":"review","title":null,"body_preview":"Try. Fail. Die. Resurrect. Do. Succeed. Win. Repeat.\n\nYou will beat this game. It will kick your ass. Hesitation is defeat.","author":"Trap Dike","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198162125912/recommended/"},{"id":"7019770b-a10d-4546-9a39-4c0a4ba7c126","source":"steam","source_id":"steam:228524231","content_type":"review","title":null,"body_preview":"Not a soulslike, which means it's not worth your time.","author":"SelfishThyme800","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199622804489/recommended/"},{"id":"e9d29db3-c958-4f4e-9909-317fa7598f50","source":"steam","source_id":"steam:228453542","content_type":"review","title":null,"body_preview":"Amazing game. Historically I would have said one of its few weak points was a hard initial start; however, I'd argue even that is largely fixed in the most recent 2.* patches. \n\nFactorio really is an ","author":"Chiang, the vinegar boss baby","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_with_nuance","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197980168733/recommended/"},{"id":"bde7e80c-2a87-4608-8328-8de0e9f1c778","source":"steam","source_id":"steam:228458868","content_type":"review","title":null,"body_preview":"Best factory and monster killing game. Any time i play a different factory building game it always feels like there is something missing. in my life i have an ungodly amount of hours i have spent glue","author":"Artanis The Grand Templar","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 Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198120416784/recommended/"},{"id":"6dfa0b57-48a3-4a78-865d-679a65d0f1ba","source":"steam","source_id":"steam:228466706","content_type":"review","title":null,"body_preview":"The reason why I keep coming to this game is short and simple.\nThere is a brick wall of a learning curve, and it's extremely difficult to overcome, but once you finally climb over that wall, covered i","author":"ianhorsea2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199180639150/recommended/"},{"id":"448c06ee-da11-4d4a-8166-4db24ed4c201","source":"steam","source_id":"steam:228490792","content_type":"review","title":null,"body_preview":"There is an incredible amount of detail in this game. It just goes to show the effort and passion put into it. The Factory must grow!!!","author":"andarialarives","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198054755202/recommended/"},{"id":"6a70c2b3-acd4-4bf4-94b9-5e4b6b5d0b6a","source":"steam","source_id":"steam:228495955","content_type":"review","title":null,"body_preview":"turns out the developre  is a biggot so ♥♥♥♥ this game!","author":"Edith","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198396129450/recommended/"},{"id":"8edadfa0-b76e-454d-8031-22d1e742378e","source":"steam","source_id":"steam:228502868","content_type":"review","title":null,"body_preview":"It is a masterpiece of a game with great progression, great mechanics, nice artstyle, and impressive code optimization.","author":"Magnus","classification":"ai_generated","confidence":0.7,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198119427951/recommended/"},{"id":"5771229a-c857-45fc-9e07-6c38a84b76e6","source":"steam","source_id":"steam:228482416","content_type":"review","title":null,"body_preview":":gbvs_gran: Just when you think you're fully geared and ready.... Here comes more upgrades! Progression, progression, progression! The grind doesn't stop! :gbvs_gran:\n\nThe monsters are cute :shigure2:","author":"𝒜𝓃𝒹𝓇𝑒𝓌'𝓈","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198321939003/recommended/"},{"id":"c100f1e9-658d-4382-92ae-d28e60def3ae","source":"steam","source_id":"steam:228503799","content_type":"review","title":null,"body_preview":"i am dinosexual please add a \"dino pleaser\" mechanic please","author":"YT/.BUBBACLAT","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198368014898/recommended/"},{"id":"91422467-54c8-4933-b5d5-b6da6b604bb7","source":"steam","source_id":"steam:228505339","content_type":"review","title":null,"body_preview":"The game is fun, really recommended!. If you onto soulsborne look-alike game but not too difficult, this is the game for you, I've played bloodborne and elden ring before but i wanted something new at","author":"Jimbo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199189960481/recommended/"},{"id":"80a86e8b-3cfb-4846-b2b5-a34a9d2eb7fa","source":"steam","source_id":"steam:228517843","content_type":"review","title":null,"body_preview":"This game changed my life and i will never ever be able to experience the same high i felt playing this than any other game.\n\nThe road to Fatalis and finally slaying Fatalis is and always will be the ","author":"KappaSoft","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198163621517/recommended/"},{"id":"4e570b06-eafd-4338-ae95-f474ef3263d1","source":"steam","source_id":"steam:228518552","content_type":"review","title":null,"body_preview":"God made monsters to be hunted and me to hunt monsters","author":"Dirty Dan","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198985211468/recommended/"},{"id":"39a49be7-8e75-47cb-b44a-4534d7e89aa1","source":"steam","source_id":"steam:228520195","content_type":"review","title":null,"body_preview":"if some ♥♥♥♥♥ ass monster tries to take ur prey, just throw ♥♥♥♥ at it. \n\n11/10","author":"Izuno Miyuki","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198834647794/recommended/"},{"id":"466023cf-8f6e-4ee5-866a-6fffef636494","source":"steam","source_id":"steam:228527231","content_type":"review","title":null,"body_preview":"this game tells the story of when cavemen made the dinosaurs go extinct by killing them with sledgehammers, katanas, and guns. pretty interesting if you're a history buff like me!","author":"Doctor Jolly","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197960508032/recommended/"},{"id":"988512f3-3fc1-4452-9045-d52fc5b6c3d2","source":"steam","source_id":"steam:228530065","content_type":"review","title":null,"body_preview":"Incredible experience for my first monster hunter game. I just reached the high-rank missions, and Im finally scared for my life fighting these monsters. Great character and kitty customization, reall","author":"Geo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199824495248/recommended/"},{"id":"b7ee6fb6-52e5-4daf-961c-d1125c3291ef","source":"steam","source_id":"steam:228519862","content_type":"review","title":null,"body_preview":"It's so addicting and the combos you can get make for some crazy scores. Also it's incredibly replayable with different booster packs, ways to upgrade your cards, ways to add cards, crazy jokers you c","author":"Valley of Star and Dew","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199834435978/recommended/"},{"id":"a1dd0b0f-0b3b-468b-9869-40d419e055c0","source":"steam","source_id":"steam:228522165","content_type":"review","title":null,"body_preview":"Sencillo y adictivo. La evolución de los juegos de oficinistas para pasar las horas nalgas más amenas.","author":"Jose.Gonzales.2003","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198289590972/recommended/"},{"id":"4084fc2d-701e-47c6-89f4-45a62c329922","source":"steam","source_id":"steam:228529033","content_type":"review","title":null,"body_preview":"mmmhh balato, mamma mia, i got completionist++ ts just my second acc bruh, balatoo","author":"Štruklo_Otoman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198738505398/recommended/"},{"id":"ef0d15ae-ecc8-4cd9-ab45-ee5c3377cd82","source":"steam","source_id":"steam:228529184","content_type":"review","title":null,"body_preview":"this title is one of very few that I can keep coming back to, the replayability is very strong and the gameplay in general is very entertaining. Strategy only gets you so far, you also need luck, but ","author":"RedDwarf78","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","balanced_perspective"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197961799284/recommended/"},{"id":"94303153-f3b5-4692-82fc-977622444173","source":"steam","source_id":"steam:228425849","content_type":"review","title":null,"body_preview":"Dragon's Dogma 2 is a superb RPG high-dark fantasy experience. I greatly enjoyed my adventures and I look forward to returning to the cycle when the new DLC drops. If you enjoy immersing yourself in R","author":"Chugworth","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197961777276/recommended/"},{"id":"3d61e299-47ee-4b6a-a727-cdb1d4a25a1f","source":"steam","source_id":"steam:228433137","content_type":"review","title":null,"body_preview":"The first game is my favorite game of all time because of gameplay and combat. 2 is ok. Finished the game, started new game + without doing the end game. Now that DLC is announced I decided to go back","author":"Coronel","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198244278780/recommended/"},{"id":"40f4e0d5-8ff3-4baa-a7fa-b9520b63913e","source":"steam","source_id":"steam:228439730","content_type":"review","title":null,"body_preview":"♥♥♥♥♥♥ boring game, no content in game, infantile story","author":"FutoreNo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197962450713/recommended/"},{"id":"d869edf2-bd6f-4b68-84e1-862cb7baa7d8","source":"steam","source_id":"steam:228441336","content_type":"review","title":null,"body_preview":"This game is just plain fun to run around and explore the world killing monsters. Wasn't a huge fan at launch as you HAD to travel the long way everywhere and money was tight....but the patch this Jun","author":"Tanhe","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","opinion_and_stance","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198025396342/recommended/"},{"id":"1d55109b-adb8-4c0f-99ad-4b4c523e6085","source":"steam","source_id":"steam:228443711","content_type":"review","title":null,"body_preview":"I think this game was a beautiful looking game that touches on a lot of things that was cool about the first game. But I do like the first game better.\n\n\nThe Good\nThe graphics are really good.\n\nThe st","author":"OptimalButthole","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198029838789/recommended/"},{"id":"91acd9ec-f493-4563-8fbf-7d78c22c8de6","source":"steam","source_id":"steam:228452186","content_type":"review","title":null,"body_preview":"A great continuation of the cult classic. Capcom knows their target audience.","author":"Centrifikal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198254459320/recommended/"},{"id":"8f0d4574-ac20-401a-8299-fd7fdbc671c9","source":"steam","source_id":"steam:228462721","content_type":"review","title":null,"body_preview":"Fun game with good combat but very repetitive enemy types that are basically a recolored to match the map you are on. Really hoping the dark arisen dlc adds more enemies, would not buy at full price c","author":"Altorimio","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198244723066/recommended/"},{"id":"20fdf642-29bb-43b6-9570-33ebd840836a","source":"steam","source_id":"steam:228475890","content_type":"review","title":null,"body_preview":"You need the target lock on mod, otherwise the games ♥♥♥♥. It gives you lock on and better camera position. Once you have it do reg game and ng+. P fun with QoL i should have had :P","author":"Grimmjow","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199061565242/recommended/"},{"id":"0ff7c780-d93c-4cc3-991e-d9a0d7a88298","source":"steam","source_id":"steam:228476785","content_type":"review","title":null,"body_preview":"Though lots of faults,I still love this game,it's time to get the DLC,let's gooooooooooo!!!","author":"MS-903","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198828262271/recommended/"},{"id":"8d5dc252-1f17-4f2b-ba29-8b92ecdfbb7b","source":"steam","source_id":"steam:228489349","content_type":"review","title":null,"body_preview":"You can grab everything, hold everything, carry everything, and throw everything around. The world could have been more vibrant and alive, with more cutscenes and memorable characters, but it's still ","author":"Wall Crawler","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198045536197/recommended/"},{"id":"bc183883-af0a-41c4-8ff4-d434d6836068","source":"steam","source_id":"steam:228490328","content_type":"review","title":null,"body_preview":"The first game was special.\r\n\r\nThis game is not special, but it's pretty good.","author":"Dobbins","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198055171748/recommended/"},{"id":"fa58a959-1e74-46cf-9534-f358ad73ca07","source":"steam","source_id":"steam:228506140","content_type":"review","title":null,"body_preview":"the combat is horrible i am glad i only payed 10 bucks for it","author":"Klootzak","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198013232172/recommended/"},{"id":"129ef699-0243-4e7e-a5a5-c327f4ad0ec2","source":"steam","source_id":"steam:228486962","content_type":"review","title":null,"body_preview":"genuine ♥♥♥♥♥♥♥, the game is not about skill, but meta and what guns you play, have more than enough hours on such games to notice how actually unbalanced the game is","author":"SaN_4eto","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199802553292/recommended/"},{"id":"636b3df3-f561-463a-bd7f-56f1d2b2d2bd","source":"steam","source_id":"steam:228489218","content_type":"review","title":null,"body_preview":"be me heavy, 6 lights keep tagging me over and over, i have a spoon, one hits a wall *BIG MISTAKE* WINCH THE ♥♥♥♥♥♥♥ AND CAVE HIS SKULL IN, a few seconds later death by firing squad.","author":"BlankDreams","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198316076952/recommended/"},{"id":"b532a6c1-3d4d-4a98-bd6c-126e68d04e1d","source":"steam","source_id":"steam:228490609","content_type":"review","title":null,"body_preview":"I cant believe i have never heard of this game before. This game is incredible. THE FINALS is one of the most unique shooter games i have ever played. I dont have a single negative thing to say about ","author":"Space_Til","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199484474250/recommended/"},{"id":"fa2744dc-112b-40f4-acf7-deb04deb5e0c","source":"steam","source_id":"steam:228490832","content_type":"review","title":null,"body_preview":"Love the game, not for laggy or low preforming computer users, i have contineously had computer issues even with my desktop and on ethernet.","author":"Pigzzrule","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199229192144/recommended/"},{"id":"47d3d073-dd07-4da5-9bb9-e324ce70538a","source":"steam","source_id":"steam:228491181","content_type":"review","title":null,"body_preview":"was very very fun, matchmaking took a while back when I played it, stopped playing the game because it sometimes gave consistent frame lag and reentering the game doesn't fix, just goes back to normal","author":"𝕓𝕖𝕡𝕚𝕤","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0.5444683034941619,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199446146286/recommended/"},{"id":"a69f51df-3d9b-4201-b6bc-081d5517c737","source":"steam","source_id":"steam:228491502","content_type":"review","title":null,"body_preview":"THE GAME IS SO HARD AND THE PLAYERS ARE TOXCIC.SO I DELETEDIT","author":"amr_master","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199838165536/recommended/"},{"id":"072a541c-8d46-43df-bf75-42efa6a8d2b7","source":"steam","source_id":"steam:228492099","content_type":"review","title":null,"body_preview":"I won't lie, this game has issues (fair matchmaking, desync, cheating, micro-transactions). But if we're honest, most of the other online fps out there have the same problems. Some will even say that ","author":"Kino","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":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198294025954/recommended/"},{"id":"aba6c0b0-0b25-4126-b672-3b4062eed18e","source":"steam","source_id":"steam:228492832","content_type":"review","title":null,"body_preview":"i hate this game so much i wish i never played this game","author":"foojiez","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198279873369/recommended/"},{"id":"5ad23159-c2c1-448a-b105-465cd336ecc7","source":"steam","source_id":"steam:228502412","content_type":"review","title":null,"body_preview":"Good Gameplay and machanic, only issue is Ping's are too high and we cannot see what it is","author":"Mr_fahrenheit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199466440216/recommended/"},{"id":"94c5584f-3deb-4111-89ca-5671549eac08","source":"steam","source_id":"steam:228508253","content_type":"review","title":null,"body_preview":"mostly disliking this one as a double thumbs down to arc raiders","author":"Rosa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198115669551/recommended/"},{"id":"ded3b0da-48d2-4019-aafa-50f6a6bdf685","source":"steam","source_id":"steam:228508444","content_type":"review","title":null,"body_preview":"Came back after about a year, all yall did was add graphics and the gameplay is still atrocious. like its almost even more confusing now like you can grab cashouts from anywhere? solo que is a bump ca","author":"mrchrischase","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198355333311/recommended/"},{"id":"21d93874-b5dc-47c9-98a0-cb4d25528db7","source":"steam","source_id":"steam:228421470","content_type":"review","title":null,"body_preview":"Since Civ 7 isn't where it should be right now, Civ 6 anthology edition is no brainer, tons of content from over the years. And no time jumping from ages, just a smooth, one more turn.....game","author":"CC1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198062524575/recommended/"},{"id":"6724c24a-2273-43f7-abc1-c911dc3ac801","source":"steam","source_id":"steam:228446798","content_type":"review","title":null,"body_preview":"Real time-consumer - \"just one more turn\". Still I recommend it. \r\nEnjoyable in both single and multiplayer modes.","author":"The Cursed","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199176398544/recommended/"},{"id":"be6806ce-5bc0-43ae-bca1-6d42848881d7","source":"steam","source_id":"steam:228472025","content_type":"review","title":null,"body_preview":"Perfect for those looking for a similar Total War: Empire fix.","author":"RustyNail","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197969200919/recommended/"},{"id":"b016f915-854f-4925-951b-3d285b74b11c","source":"steam","source_id":"steam:228477099","content_type":"review","title":null,"body_preview":"why is it 5:26 AM and where the ♥♥♥♥ did Norway come from?","author":"dragotale67","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198139821896/recommended/"},{"id":"256343d8-335c-4cb7-b44d-9c9d20096261","source":"steam","source_id":"steam:228489044","content_type":"review","title":null,"body_preview":"I am a big Civs fan (Civs 4-6 anyway). This game allows for a lot of strategie without getting bogged down in complexity. I feel it is the best Civs game so far.","author":"glennithfreemano","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198055078126/recommended/"},{"id":"8f6d6ce0-97c8-430a-969c-347628554b04","source":"steam","source_id":"steam:228495867","content_type":"review","title":null,"body_preview":"legionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionlegionle","author":"aligorgon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199077063893/recommended/"},{"id":"066d82ec-7ea3-48af-9561-8c13daa440af","source":"steam","source_id":"steam:228502193","content_type":"review","title":null,"body_preview":"After buying this game: CIv6 sucks.\r\nafter playing for 100h: CIv6 is cool.\r\nafter playing for 200h: CIv6 sucks.","author":"qolamsagpaz","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198453407715/recommended/"},{"id":"6340a018-4720-4b57-b631-c253a61738e3","source":"steam","source_id":"steam:228512051","content_type":"review","title":null,"body_preview":"All joking aside the game is alot of fun.\n\n10/10 will always nuke arabia and anything related to it.","author":"Snag Ironballs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198013875132/recommended/"},{"id":"42d2ca88-b450-4f02-aa17-7c62fd21c7b2","source":"steam","source_id":"steam:228518739","content_type":"review","title":null,"body_preview":"This game is very fun to play and can sometimes be hard to stop playing, and is (at the time) the top played game in my library for a reason. Building an empire across the globe and expanding your cit","author":"DarkStallion_1124","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198701825467/recommended/"},{"id":"712af0af-4b0e-457a-9779-1e1605a2c0bb","source":"steam","source_id":"steam:228459716","content_type":"review","title":null,"body_preview":"monkey game is very good for people with monkey brain to play","author":"greavette6","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199029853126/recommended/"},{"id":"6542663c-fbfb-4687-bc15-26a256b76f0b","source":"steam","source_id":"steam:228467740","content_type":"review","title":null,"body_preview":"fun and it makes you unlock  the upgrades not when you get the tower you have all of them like all the other tower defence games","author":"benachambers2016","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198704949287/recommended/"},{"id":"f1a22426-5fb3-484f-9f88-14b1b5ce9534","source":"steam","source_id":"steam:228474516","content_type":"review","title":null,"body_preview":"Bloons TD6 - The wolf in sheep's clothing\n\nThe average casual player looks at Bloons TD6 and sees primary colors, cartoon monkeys, and low-barrier mobile design. This is a spectacular misreading of th","author":"Kite","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","metaphorical_language","imperfect_expression"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198108313883/recommended/"},{"id":"ddef74a3-5809-4e09-b1f9-0cd8ca01ddd3","source":"steam","source_id":"steam:228479992","content_type":"review","title":null,"body_preview":"Don't be an idiot like me and never log in to save your progress... Sucks that the saves are not stored in Steam automatically and all progress one day just disappears!","author":"Lincka","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.39361702127659565,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198091259184/recommended/"},{"id":"9cd7e993-0acf-4baf-bc9d-13f70d50a808","source":"steam","source_id":"steam:228490643","content_type":"review","title":null,"body_preview":"It's one of the best if not the best tower defence game I know i've been playing it for two years great purchase","author":"grouses_lessors_9l","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199881433291/recommended/"},{"id":"72e1c913-2f6e-443e-8b26-49b9f958e755","source":"steam","source_id":"steam:228491108","content_type":"review","title":null,"body_preview":"This game is good and ive been playing for a VERY VERY long time on other devices, my only problem is it is just a tower defence game and it gets boring quite quickly, still a great game","author":"Quic","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_experience_claim"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199821153976/recommended/"},{"id":"2b8b5b0d-5038-4cd0-a846-ca0aef1e9970","source":"steam","source_id":"steam:228491173","content_type":"review","title":null,"body_preview":"cool game about bloons (balloons) you can pop and make money :).","author":"oxermars","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199874597056/recommended/"},{"id":"bd34397e-1988-40f8-8065-577dfc6f3f38","source":"steam","source_id":"steam:228468174","content_type":"review","title":null,"body_preview":"Absolutely compelling storylines. Almost makes you feel bad.\n\nWith the unfortunate rise of AI in this age, a game like this is almost necessary to play.","author":"backup babby","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198031593615/recommended/"},{"id":"d7214a55-3d81-4a4a-91b3-d3561b4d4d4a","source":"steam","source_id":"steam:228471102","content_type":"review","title":null,"body_preview":"What I truly love about this game is its constant momentum. There’s always something happening, and the action never stops. It's absolutely amazing how every single choice we make shapes the fate of o","author":"vinex","classification":"human_created","confidence":0.78,"indicators":["personal_anecdote","subjective_opinion_with_score","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199153569531/recommended/"},{"id":"4b7c58d3-ac76-493f-8eb5-d3ddc514d41b","source":"steam","source_id":"steam:228477357","content_type":"review","title":null,"body_preview":"beautifully written game with very likable characters, great graphics, amazing symbolism, and so many different routes with unique endings.","author":"bananasss","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199230208937/recommended/"},{"id":"8d42a46d-9da9-4f8e-b213-6907a61720f9","source":"steam","source_id":"steam:228477464","content_type":"review","title":null,"body_preview":"I cannot play this game because the controllers do not work, worst controlls ever, it autowalks, walks only when facing the player and not with the back towards the player, and still keeps autowalking","author":"Luani","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198126225270/recommended/"},{"id":"d879bead-f130-4234-ba93-412d76628bdb","source":"steam","source_id":"steam:228480087","content_type":"review","title":null,"body_preview":">be nice to schyzo\n>saved me from robot Auswitz\n10/10","author":"Strider","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198074929562/recommended/"},{"id":"29146346-f399-492b-9369-d710380a1268","source":"steam","source_id":"steam:228480120","content_type":"review","title":null,"body_preview":"I have played this game for first time , It has a Excellent visuals and the gameplay is not like other ordinary games our role is to choose the choice of the character's outcome (fate) each choices wi","author":"hariarun5577","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","imperfect_expression_absent"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198757499168/recommended/"},{"id":"a6ab6dc9-d868-4fe1-be0c-30efe5438e28","source":"steam","source_id":"steam:228481454","content_type":"review","title":null,"body_preview":"I bought Detroit: Become Human 1 or 2 years ago during a Steam sale. Other than that, I never really thought about when I’d get around to playing it. I had friends who kept saying, “Come on, you reall","author":"NatteSnor","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199189072323/recommended/"},{"id":"5f42ecd4-f15c-41a8-8ac6-c87d3f1b2200","source":"steam","source_id":"steam:228483161","content_type":"review","title":null,"body_preview":"this game is amazing, it’s so open to choices and every choice feels important to the story, especially the ones where you have to kiss North.\n\nthe story is so in depth and I was hooked and had fun th","author":"fraqattack","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199811152737/recommended/"},{"id":"0679dbba-2c48-4c5f-a546-2ffe5fb8d2a2","source":"steam","source_id":"steam:228496706","content_type":"review","title":null,"body_preview":"ITS LIKE YOUR LITURALLY IN A MOVIE, VERY VERY GOOD","author":"Evil king of MC","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199185049969/recommended/"},{"id":"b0ffcd02-f1f2-445f-9369-9f10435f0187","source":"steam","source_id":"steam:228496956","content_type":"review","title":null,"body_preview":"THE BEST game I have ever played. It's like watching a movie but you control the characters and it never fails to make you feel the choices you make and their depth.","author":"Super","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199440467024/recommended/"},{"id":"0934de51-204d-4f42-a6a0-2262d805f03f","source":"steam","source_id":"steam:228448695","content_type":"review","title":null,"body_preview":"I love this game and have about 500 hours in total.","author":"invincible barbie","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199366079029/recommended/"},{"id":"b7226ad0-87c1-49cc-88ea-362b904477d2","source":"steam","source_id":"steam:228449582","content_type":"review","title":null,"body_preview":"Incredibly addicting game. WOULD RECOMMEND TO ANYONE WHO WANTS TO SPEND ENDLESS HOURS PLAYING THIS GAME","author":"pWeezy05","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198098447535/recommended/"},{"id":"810b4558-82f2-450f-a651-dad39eb01500","source":"steam","source_id":"steam:228450363","content_type":"review","title":null,"body_preview":"Great game, very addicting and fun to plan out your cards while also having to make the best of what you get","author":"glass","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199181847289/recommended/"},{"id":"0aff034a-3724-4368-aa02-38c15b341864","source":"steam","source_id":"steam:228455254","content_type":"review","title":null,"body_preview":"Didn't think I'd like it but a friend said to try. Very glad I did.","author":"gdb5115","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199768454425/recommended/"},{"id":"3bae8f4f-72d9-47df-9b70-fc532026cdad","source":"steam","source_id":"steam:228456874","content_type":"review","title":null,"body_preview":"This is a fun deckbuilder with lots of possibilities.  The scaling is a lot less epic than Balatro and the mechanics are less interesting than Inscryption, but the variety is really great.  There's a ","author":"mauro7inf","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198024989523/recommended/"},{"id":"0d72e2ff-dd1d-444d-97d7-05d3f1475cf6","source":"steam","source_id":"steam:228473153","content_type":"review","title":null,"body_preview":"Great deck building game. Very accessable and easy to play.","author":"BNE_Mate","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198371376881/recommended/"},{"id":"3ff03804-3f2e-4e4c-99a4-394e68c63952","source":"steam","source_id":"steam:228479518","content_type":"review","title":null,"body_preview":"An absolute masterpiece of a roguelike deckbuilder","author":"KoShaR09","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199095597393/recommended/"},{"id":"ef14a62c-924c-4347-b204-194bb9e6f72e","source":"steam","source_id":"steam:228480169","content_type":"review","title":null,"body_preview":"Very fun, even when a run ends I'm excited for the next one.","author":"Deej","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198040271983/recommended/"},{"id":"e38c1cab-e00c-4164-bca6-35842b84e07e","source":"steam","source_id":"steam:228484433","content_type":"review","title":null,"body_preview":"♥♥♥♥ ironclad\r\n\r\n\r\nbesides that, decent game :steamhappy:","author":"quadriplegic horse and carriage","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199015250326/recommended/"},{"id":"87120085-3b54-4085-8d54-8607da9db937","source":"steam","source_id":"steam:228492085","content_type":"review","title":null,"body_preview":"At first I thought this game was too random and that most runs just weren't winnable without getting lucky. Turns out I just had a massive skill issue and that this game is simply very hard, sometimes","author":"xHF01x","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198164372766/recommended/"},{"id":"8c3d4bf2-6316-4e98-8768-0ece297fed85","source":"steam","source_id":"steam:228473940","content_type":"review","title":null,"body_preview":"1. Start spaghetti factory\n2. Too messy\n3. Rebuild into tower factory\n4. Too small\n5. Rebuild into mega tower factory\n6. Where the hell is my aluminium \n7. Build second facility to make aluminium and ","author":"nebula","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198073533144/recommended/"},{"id":"fc83151e-39c2-449f-a98f-8037beb5f3a3","source":"steam","source_id":"steam:228480541","content_type":"review","title":null,"body_preview":"The game is very fun, downside falling off the map","author":"Rimowals","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198965220042/recommended/"},{"id":"f6f1f233-b593-4dc9-8c0f-b3c804b10e19","source":"steam","source_id":"steam:228480809","content_type":"review","title":null,"body_preview":"No game has given me the same sense of grandeur and achievement as Satisfactory.","author":"NeverMe","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198024901102/recommended/"},{"id":"0432694f-6afc-4b41-92b5-7f2136737a91","source":"steam","source_id":"steam:228483314","content_type":"review","title":null,"body_preview":"Clear your schedule because your gonna sink hundreds of hours into this game before you know it. If you can think it, you can build it. Also some math may be required (or not) you live your life how y","author":"Vulrin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198084856007/recommended/"},{"id":"c84c713e-2540-438f-bdaf-f404dca5c3b7","source":"steam","source_id":"steam:228487314","content_type":"review","title":null,"body_preview":"Satisfactory is one of those rare games that offers both relaxed building and serious optimization at the same time. Depending on your preferences, you'll find both aspects here. \n\nOn the surface, it’","author":"Recas","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198070593702/recommended/"},{"id":"30cc1b09-2c3d-4908-96e8-21a900acbd84","source":"steam","source_id":"steam:228490961","content_type":"review","title":null,"body_preview":"This game will swallow your life, I have had it for about a month, currently 128 Hours deep with no sight of the end of the game. Highly recommend for if you have that want for automation, organisatio","author":"Will34R","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198244074662/recommended/"},{"id":"4028a71b-5bc6-4194-854d-46c7aebb9dc8","source":"steam","source_id":"steam:228493870","content_type":"review","title":null,"body_preview":"I just need to finish this factory. 400 hours later.... 360 factories built and now i need to just finish this factory....","author":"HeheKrazy","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199184483275/recommended/"},{"id":"0d248fbf-2fca-417c-8049-6d58e082c690","source":"steam","source_id":"steam:228493897","content_type":"review","title":null,"body_preview":"Definetly one of the top survival, base building, ressource management game.\r\n\r\nMust play if you never played it and like survival, base building, ressource management game.","author":"TIME","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198060290619/recommended/"},{"id":"24628cbb-e41a-4f3e-b88c-fbb48b0d2bde","source":"steam","source_id":"steam:228495074","content_type":"review","title":null,"body_preview":"slow start but addictive asf one you get to automate your first powerplant","author":"BruhIsThisReal","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199080410213/recommended/"},{"id":"0ded3e90-d48d-4304-87fe-0309f964e3f8","source":"steam","source_id":"steam:228495379","content_type":"review","title":null,"body_preview":"Absolutely love this game. Have spent a lot of time optimizing to get better production and always get that feeling of progress!","author":"NathanTh3Gr3at","classification":"human_created","confidence":0.78,"indicators":["absence_of_ai_voice","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199118905708/recommended/"},{"id":"a9891b30-a7d3-4efd-8f31-0d5064dc1bda","source":"steam","source_id":"steam:228496602","content_type":"review","title":null,"body_preview":"This game will consume you. Think for a second, do you really have the time to be consumed? Consider that a while and then definitely buy this game.","author":"TeighMart","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198024784875/recommended/"},{"id":"b83ccb01-a86f-4177-9dd8-356eb3df9618","source":"steam","source_id":"steam:228496900","content_type":"review","title":null,"body_preview":"i really like this game even though i didnt played it much.For me one of the best things in the game is the its really satisfying moment if you made a working factory.I would rercommend it to play it ","author":"eselzüchter","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","imperfect_expression","imperfect_expression","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199852243470/recommended/"},{"id":"abc5622b-a765-4976-937c-ab4fa839fe45","source":"steam","source_id":"steam:228453237","content_type":"review","title":null,"body_preview":"uhhhhhh...........wicked whims or whatever the hell...","author":"Winnoa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198829575439/recommended/"},{"id":"a5cbcde6-2d04-41f5-a7ff-ca6ac4cf21b6","source":"steam","source_id":"steam:228453274","content_type":"review","title":null,"body_preview":"started to implement stuff the community has been asking for for years only after serious competition showed up lol\n\nthe cc creators and modders are carrying the game on their backs","author":"myao","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198773401479/recommended/"},{"id":"d8cc967e-1334-4cb9-93fa-71fc1b68ba92","source":"steam","source_id":"steam:228455180","content_type":"review","title":null,"body_preview":"do nawt play this game, don't support EA they hate  their players. play paralives instead","author":"Macrodontia","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199712005988/recommended/"},{"id":"91b1631e-af3c-4fe5-ba23-ac3483cc72da","source":"steam","source_id":"steam:228459429","content_type":"review","title":null,"body_preview":"this game is pretty good but if you wanna get more stuff that suits you id recomend using curse forge ( not  a sponser lol )","author":"squeaky_cleanroofing","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199161909635/recommended/"},{"id":"a04d35cf-cd81-4b03-82d4-563610bf0b65","source":"steam","source_id":"steam:228462080","content_type":"review","title":null,"body_preview":"the perfect point-and-click / mouse-only (mostly) game for casual play... super engrossing","author":"santeliz.justo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198144153527/recommended/"},{"id":"b871cc06-ade3-4264-bbe7-81fc2e46f0ab","source":"steam","source_id":"steam:228463232","content_type":"review","title":null,"body_preview":"Playing The Sims 4 this year leaves me with very mixed feelings. As a player who has followed this franchise since The Sims 2 on the PlayStation 2, this game holds a very special place and meaningful ","author":"CsZ","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","semantic_blandness","human_indicators_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198329384810/recommended/"},{"id":"4985c081-2d26-4c13-bcba-047875c36e32","source":"steam","source_id":"steam:228464259","content_type":"review","title":null,"body_preview":"this game really does stress me out to say the least lol, but at the same time its always a new adventure. whether its building houses for your sims to have a lucious family in, to being in cas creati","author":"xiiSkylxriix","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199186860669/recommended/"},{"id":"83866976-974f-427d-bfe6-512a8d53da1b","source":"steam","source_id":"steam:228480814","content_type":"review","title":null,"body_preview":"I wish I could give it a neutral score.\nIs it sick how much money and milking EA is doing with the DLCs? Yes! \nDoes it stop me from buying packs? No. \nOnce you start to invest it's hard to stop. \nSo e","author":"Lincka","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.39361702127659565,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198091259184/recommended/"},{"id":"73746978-3608-4d9a-b523-684f0601a15f","source":"steam","source_id":"steam:228482650","content_type":"review","title":null,"body_preview":"Corrupt gaming company and disgusting behaviour over the fans of the series","author":"DrivenXU","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198400412726/recommended/"},{"id":"b206bbcc-db9f-4e2f-a3b6-5c40bb909754","source":"steam","source_id":"steam:228485286","content_type":"review","title":null,"body_preview":"Best friend got me into this game lolz its so peak","author":"Chyaruu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","personal_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199877219158/recommended/"},{"id":"bd501231-3d37-4d9b-a78b-21dda14fca45","source":"steam","source_id":"steam:228489363","content_type":"review","title":null,"body_preview":"Personally i love this game, i already downloaded it before i learned EA. If you just wanna play a game with building go ahead.","author":"cunningham.chloe.1234","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198784502961/recommended/"},{"id":"94b5e952-c818-4117-bcb2-a4b731388e95","source":"steam","source_id":"steam:228393438","content_type":"review","title":null,"body_preview":"Too many technical problems. Frequent crashes made it almost impossible to enjoy.","author":"ReloadingMy_Soul","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198704244747/recommended/"},{"id":"98b9b030-3e76-41be-9edb-f0fa48758336","source":"steam","source_id":"steam:228424122","content_type":"review","title":null,"body_preview":"Cross-progression with Xbox then I can cosider good review","author":"Mia ꔫ","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198202101904/recommended/"},{"id":"caea5a31-16ec-4db3-934b-dbf5f529bed5","source":"steam","source_id":"steam:228434761","content_type":"review","title":null,"body_preview":"Not worth the price. There is not enough content for the cost.","author":"OmegaDeathMuffin","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198701529603/recommended/"},{"id":"70587663-4939-4c95-ab10-14112f8a40ee","source":"steam","source_id":"steam:228453453","content_type":"review","title":null,"body_preview":"Yes, this game is quite fun! about the only good \"cultivation\" style game out there.","author":"Spring Autumn Cicada","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198792118835/recommended/"},{"id":"66b0bff3-077f-4ef5-aca5-fe5718197f3a","source":"steam","source_id":"steam:228472414","content_type":"review","title":null,"body_preview":"The game feels unfinished and contains too many bugs.","author":"UncleOfChaos","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","lack_of_platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198703365571/recommended/"},{"id":"3745a7aa-0cc6-4496-8bed-b9673cb41513","source":"steam","source_id":"steam:228473528","content_type":"review","title":null,"body_preview":"The gameplay becomes repetitive after a few hours.","author":"IronOtlichnik","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198700475748/recommended/"},{"id":"60b86ae9-8683-421e-a2bb-91afb419963a","source":"steam","source_id":"steam:228474742","content_type":"review","title":null,"body_preview":"Poor optimization and frequent FPS drops ruined the experience.","author":"ChaoticNeutralGuy","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198704326771/recommended/"},{"id":"9f914cfe-c768-415c-95a1-f6944b9d54ee","source":"steam","source_id":"steam:228478233","content_type":"review","title":null,"body_preview":"There is a lot of content and many things to explore.","author":"SkorpionBezYada","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198702819797/recommended/"},{"id":"ffef6ae8-36ca-402a-ad9a-bba341343f10","source":"steam","source_id":"steam:228482783","content_type":"review","title":null,"body_preview":"There is not enough content to keep players interested.","author":"MistralCat404","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198701240552/recommended/"},{"id":"ff2c332c-87f3-48b1-891c-0cdb7911e379","source":"steam","source_id":"steam:228519912","content_type":"review","title":null,"body_preview":"Well this game started as a giant ♥♥♥♥♥♥♥♥ but in its current state its alot of fun, highly recommend it. one of the first games i really wanted to continue + make multible playthroughs","author":"[Restricted]","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198164697090/recommended/"},{"id":"d4fc3ab9-9353-4bb3-8a2f-74a5f1a2fdf5","source":"steam","source_id":"steam:228520132","content_type":"review","title":null,"body_preview":"A must have game. Cd project red first showed how to handle fantasy with the Witcher which is on a leage on its own. Now here's the futuristic action rpg where the developers double down and keep maki","author":"SludgyBear","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198695060312/recommended/"},{"id":"a090223b-ca2b-47d0-95ab-4ab743c74fc6","source":"steam","source_id":"steam:228520469","content_type":"review","title":null,"body_preview":"generational game crazy come back from there rocky launch, refunded back then and here we are... enjoying it to the fullest. can't wait for cyberpunk 2","author":"speedy","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197961032894/recommended/"},{"id":"a0909ae7-18c0-4497-80ed-3d180291a4d2","source":"steam","source_id":"steam:228521201","content_type":"review","title":null,"body_preview":"I tried to like the game but I just can't. Like I was looking forward for this game but I genuinely cannot bother finishing the game with how little choices matter, the amount of grind you gotta do to","author":"Fr34k_boy","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","personal_experience_details","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198950375425/recommended/"},{"id":"0056fb41-a714-40bc-8f0d-3569bfffb7e9","source":"steam","source_id":"steam:228521577","content_type":"review","title":null,"body_preview":"WORST CONTROL SETTINGS I HAVE EVERY PLAYED ON, BOTH CONTROLLER AND KEYBOARD. I've played games for 20 years. N64 had better control setting than this game. I have both xbox and ps controller and spent","author":"PrimerAK","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198213166780/recommended/"},{"id":"95a36b60-9480-44f7-a2b4-9fa40ec80fc3","source":"steam","source_id":"steam:228521666","content_type":"review","title":null,"body_preview":"This game runs really well, still a bit of bugs but every game is like that. I WILL 100% recommend this.","author":"ehtrnl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199811577420/recommended/"},{"id":"aff8452f-09e5-4613-9a65-7299e657f006","source":"steam","source_id":"steam:228522874","content_type":"review","title":null,"body_preview":"I bought my pc just to play this game with mods after playing it for over  1000 hours on my PS5, cannot reccomend it enough!","author":"Warutteri","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198109026520/recommended/"},{"id":"0fe15317-4137-4449-9b4e-8c671dcf8322","source":"steam","source_id":"steam:228525973","content_type":"review","title":null,"body_preview":"pretty short story but the side missions and gigs make this game feel very alive","author":"Sier.ree","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199479765305/recommended/"},{"id":"400d3f8e-a970-495c-a05c-59f51ec5dd35","source":"steam","source_id":"steam:228497525","content_type":"review","title":null,"body_preview":"as somebody playing for about a month and already have 50 hours only on steam btw i've had other accounts that probaly added up to like two hundred hours I've loved it the entire way through although ","author":"xaviag14","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198701638373/recommended/"},{"id":"4de00f95-5a0e-4027-b2c2-d136cf98152a","source":"steam","source_id":"steam:228499631","content_type":"review","title":null,"body_preview":"yo this game suck stereo madness had too much madness pls delete game","author":"THEREALFREEGUY","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199557299087/recommended/"},{"id":"54054397-6c13-485c-98ba-d335c034f6c6","source":"steam","source_id":"steam:228458573","content_type":"review","title":null,"body_preview":"I only played 2 real games, first game before we got  2 minutes into the game the other players had both monsters being banished, so we ran straight to the nearest one and died before we could see the","author":"khiner882","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 Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198752843858/recommended/"},{"id":"5c58627e-b33a-4662-ace4-104806f30316","source":"steam","source_id":"steam:228467057","content_type":"review","title":null,"body_preview":"This would be such a fun single-player game, a Witcher with old-school guns.\nThe matchmaking is completely unbalanced, so as a new player, you won't even see the player who shot you.","author":"myszon","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198436657039/recommended/"},{"id":"0bfcd5b5-c19f-48c7-a264-ded46cf38ed1","source":"steam","source_id":"steam:228476654","content_type":"review","title":null,"body_preview":"Slow game, fast action, hitting ur shots is vital to sucess and high risk,  high rewards gameplay","author":"SwordDaddy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198961872818/recommended/"},{"id":"cee2cd16-99c1-426c-8a6b-6b584e7c78cf","source":"steam","source_id":"steam:228480082","content_type":"review","title":null,"body_preview":"Would be great game , but novice player get veteran enemy with Pay to Win system...\r\ni literally shot guy 5 times , but his 1 bullet killed me .... nice , in 2min after game starts someone already kil","author":"MartiniRum","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198068900488/recommended/"},{"id":"9d76def0-aa2d-4015-ba8d-31ca0d2ff348","source":"steam","source_id":"steam:228488686","content_type":"review","title":null,"body_preview":"HIGHLY RECOMMENDED ! the gun fights really fun ,very smooth movement no desync high fps , i can't complain","author":"Ghost","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.17518794624828243,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199444481787/recommended/"},{"id":"6c1b0a6f-1060-40ea-bcf0-94f2e1663470","source":"steam","source_id":"steam:228489161","content_type":"review","title":null,"body_preview":"Dogwater, filled with ping abusers on EU servers. Just don't play this game","author":"Perilica","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198046287060/recommended/"},{"id":"5eb91db7-d557-4e09-b418-6bc550e16d7e","source":"steam","source_id":"steam:228489633","content_type":"review","title":null,"body_preview":"Remove \"the chariot\", this is so much BS and kills fun for the sake of someone who actually got outplayed","author":"Nanex","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198069915137/recommended/"},{"id":"34a60baf-b17d-4785-a745-bad77b123f7c","source":"steam","source_id":"steam:228495826","content_type":"review","title":null,"body_preview":"The game claims to have anticheat protection, but it's either non-existent or ineffective at least. Most matches have obvious players with 3rd party programs. I've reported dozens of these and nothing","author":"CookLucky","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198040546072/recommended/"},{"id":"98269016-99ca-4fe6-bf19-20440df19bae","source":"steam","source_id":"steam:228496846","content_type":"review","title":null,"body_preview":"Used to be great, ruined by live service cancer. I miss the good times it had, but they're long gone, now it's machine guns, silenced snipers, bug drones, popstars and ♥♥♥♥♥♥♥♥ for everybody please bu","author":"Peero","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197993884467/recommended/"},{"id":"8af9f0f7-c824-4ceb-8d36-1b114261211a","source":"steam","source_id":"steam:228515681","content_type":"review","title":null,"body_preview":"Great game but almost unplayable as a solo.\r\nMany Russians playing on EU servers and lots of people rushing you down without much you can do.\r\nTherefore it feels extra satisfying when you do win but e","author":"Wasbeertje","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198027137617/recommended/"},{"id":"45d79673-106b-4459-99d2-0dec76a586f7","source":"steam","source_id":"steam:228523984","content_type":"review","title":null,"body_preview":"As you can see on my hours spent on this game, it's addictive. But unfortunately it's not addictive for the good reasons. It's addictive because of being able to lose your hunter and all its equipment","author":"Zoxygene","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","specific_gameplay_critique","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197991556234/recommended/"},{"id":"0da61ccf-aeac-47c4-8732-9042933a5458","source":"steam","source_id":"steam:228441338","content_type":"review","title":null,"body_preview":"Back when Borderlands was good and not woke and gay. This game is what Borderlands once was, a quirky goofy looter shooter that's just lots of fun. Not a woke game full of homosexual relationships and","author":"Silouan","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 Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199798081014/recommended/"},{"id":"4bc35242-7822-4ae0-b5e6-64d20ed026ec","source":"steam","source_id":"steam:228471993","content_type":"review","title":null,"body_preview":"not as good as it said and kinda boreinjg il ratha get the 3erd one","author":"harrisonfinn16","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199862585364/recommended/"},{"id":"7788d9a7-f582-4dfe-8eb2-c8694478663f","source":"steam","source_id":"steam:228484904","content_type":"review","title":null,"body_preview":"one of the best borderlands games. played it on console on release and haven't stopped playing it since. if you have never played this game give it a try, you will never regret it :)","author":"Senpai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198963503009/recommended/"},{"id":"72092d40-dd3d-4ba6-9ef0-a8849b83bb23","source":"steam","source_id":"steam:228496773","content_type":"review","title":null,"body_preview":"Played for 200 hours, 100 of those i spent on saving Roland. Saved him from from hyperion robots, then he gets crushed by the wall so i have to carry all eridium to Lillith. And then he gets killed. 1","author":"kifla","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199124713732/recommended/"},{"id":"28363245-d07c-477d-9d35-32f055bf61e3","source":"steam","source_id":"steam:228500132","content_type":"review","title":null,"body_preview":"Its a classic, and I love Melee Zero...it is what it is :)","author":"jlacharite1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198981602808/recommended/"},{"id":"4542efd4-1019-4850-8db1-a292cbbc2153","source":"steam","source_id":"steam:228504842","content_type":"review","title":null,"body_preview":"Please describe what you liked or disliked about this product.","author":"pcda","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198805644374/recommended/"},{"id":"3f25b68a-79ea-4f36-b751-906a9c3035cd","source":"steam","source_id":"steam:228521261","content_type":"review","title":null,"body_preview":"Still trying to 100% it but so far, Im nutting everytime I see the orange color in-game and irl.","author":"Taz","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0.2769062620547769,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198330663519/recommended/"},{"id":"95454046-0f5c-42ca-95db-464d8d742861","source":"steam","source_id":"steam:228520187","content_type":"review","title":null,"body_preview":"40h in and just finished Act 1, im in a totally blind playthrough and I have to say this game is phenomenal. Installed 2 mods WASD and third person camera and its even better for me","author":"Alkam","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198087488062/recommended/"},{"id":"03a181c3-2fb3-4082-8acb-84f67e6dbdbd","source":"steam","source_id":"steam:228520913","content_type":"review","title":null,"body_preview":"The movement and pathing options are sometimes a  bit wonky, but the game is a 10/10 must play. You need a computer on the beefier side to handle it at max graphics, but if you don't mind playing on l","author":"rcaleb021","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199378472717/recommended/"},{"id":"1b110087-cda9-4b5e-a948-1f10ac7c2191","source":"steam","source_id":"steam:228521880","content_type":"review","title":null,"body_preview":"I did not think I would like it based on the trailer but my friend talked me into it, I got the 3rd person mod, WASD mod, and some generic ui cleanup mod and let me tell you it is worth the money. \n\nF","author":"Rushi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198056531553/recommended/"},{"id":"13aff4ef-52c5-4323-8fcf-36291b78c3b3","source":"steam","source_id":"steam:228522137","content_type":"review","title":null,"body_preview":"Best game ever, gotta love having to reset for the 100th time. 10/10 Game","author":"jack the man","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198809548736/recommended/"},{"id":"e5c28479-963f-41bb-8611-632778958d29","source":"steam","source_id":"steam:228524009","content_type":"review","title":null,"body_preview":"Customization and story variability is top tier. Very immersive. Best Role Playing game since wow","author":"Will","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198779005964/recommended/"},{"id":"3a10acfd-e205-4f1c-818c-4a3f52038c47","source":"steam","source_id":"steam:228524253","content_type":"review","title":null,"body_preview":"My favorite game. Period. I can't imagine anything coming close to how much I love this story and gameplay.","author":"gingerninja127","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198120629797/recommended/"},{"id":"61e9e05b-dd62-47ab-99ca-4a59ce2c366c","source":"steam","source_id":"steam:228526866","content_type":"review","title":null,"body_preview":"If you like lore filled turn based games then this is the game for you.","author":"shoelessefc","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199114225880/recommended/"},{"id":"e806eb85-972d-4780-a79c-5835faa1a7a3","source":"steam","source_id":"steam:228527058","content_type":"review","title":null,"body_preview":"solid storytelling, good combat mechanics. just a lovely game :)","author":"Mateo E","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198038702295/recommended/"},{"id":"7c2c5278-8752-49c6-9b04-9f6e957158fc","source":"steam","source_id":"steam:228528523","content_type":"review","title":null,"body_preview":"Nearly endless variable options and outcomes with detailed character arcs, a gripping story, incredible voice acting and addictive gameplay.  Seriously what more could you want from a video game?","author":"Whiteyfro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197987733387/recommended/"},{"id":"38894d41-c5c8-4a31-9f1c-8f74fc9f8139","source":"steam","source_id":"steam:228529424","content_type":"review","title":null,"body_preview":"good game,  most rp intensive interesting insanely innate","author":"entireChunk","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198017110708/recommended/"},{"id":"27d38e51-c6ae-45fc-adf5-7c02fef7ac21","source":"steam","source_id":"steam:228531119","content_type":"review","title":null,"body_preview":"Not for people who aren't hardcore gamers. Generally lacks any directions on introducing you to Dnd and is void of any \"training wheels\", even in the easiest difficulty. Navigation can be confusing fo","author":"aquablueaero","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 Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198764613311/recommended/"},{"id":"1b53c572-1f7c-4b86-9679-0c1466d7c4c3","source":"steam","source_id":"steam:228532038","content_type":"review","title":null,"body_preview":"ATTENTION ALL LINUX PLAYERS:\n\nA native Linux version was released post-launch that apparently does not work on anything other than a Steam Deck, for some reason. So if you are on Linux, you have to go","author":"byleth","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198415006773/recommended/"},{"id":"04f20fe7-6950-4402-a7ba-241d4133731f","source":"steam","source_id":"steam:228507546","content_type":"review","title":null,"body_preview":"Bought for the characters and was not disappointed.\nBought a battle pace for a dog and was not disappointed.\n\nI do not have friends to play this game with so I play with my dad and uncle. They both su","author":"Horizon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199122282528/recommended/"},{"id":"073ffb68-2d6a-4200-8047-db55abae3ffd","source":"steam","source_id":"steam:228507744","content_type":"review","title":null,"body_preview":"If you wanna get: lobbies with cheaters/hackers, hackers that crashes the game, hackers who can leak your IP, hackers who can intall a virus on pc and gain access to you files. Then this game is for y","author":"Nasyz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198354369950/recommended/"},{"id":"b187393a-b9ae-4a97-b286-01984dbc8d38","source":"steam","source_id":"steam:228508342","content_type":"review","title":null,"body_preview":"making me give you my phone number and email and agree to your TOS to then tell me i can't play because of my TMP settings should be illegal. big time fug you.","author":"thiccSMORCC","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199071906621/recommended/"},{"id":"052a6d6a-476a-4fed-9fac-b397d8c96642","source":"steam","source_id":"steam:228511386","content_type":"review","title":null,"body_preview":"Poor VRAM estimates aside, the game runs good on low end hardware.\r\n\r\nNow if you want to suffer with sweats and stuff, go on EVERY other mode that isn't casual BR. Casual is recommended for people tha","author":"enkore","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":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199207288665/recommended/"},{"id":"6d87dcd0-a77d-4c63-9a22-2b7c1ad72985","source":"steam","source_id":"steam:228512462","content_type":"review","title":null,"body_preview":"This game has decayed over time, and I am not happy to see butthead running around with a rifle in his hand. This game has become so comical now its sad, though its still pretty solid in terms of game","author":"Ashemush","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198417504503/recommended/"},{"id":"2a19feb4-afb9-437b-8e7d-89ffa9759b51","source":"steam","source_id":"steam:228513448","content_type":"review","title":null,"body_preview":"really bad can't even get into the game with secure boot and other things updated waste of time honestly don't recommend","author":"Raj-MahBalls","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 Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198169844315/recommended/"},{"id":"372d389e-4710-4d43-9cfb-ab47ae5f078f","source":"steam","source_id":"steam:228514232","content_type":"review","title":null,"body_preview":"Downloaded over 130GB of files and went through account activation headache to only find that the only thing installed is the launcher, you will need more 120GB for the game!!!! \nWasted my time!","author":"SSJHOSS","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199172100867/recommended/"},{"id":"cc6f6676-2c19-4116-9984-6e879bac9b37","source":"steam","source_id":"steam:228514409","content_type":"review","title":null,"body_preview":"definition of souless i want to play a military game not some cutesey game with doll skins and plushies as ur charm","author":"famdamn","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199626234219/recommended/"},{"id":"9df41534-6d23-40e5-9e37-c7221f46df36","source":"steam","source_id":"steam:228515663","content_type":"review","title":null,"body_preview":"The absolute foundation of modern FPS brain rot. No matter how many years pass or how clean the graphics look, the sheer panic of hearing 'Tactical Nuke incoming!' or a 12-year-old completely dismantl","author":"Black_Lotus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198935139342/recommended/"},{"id":"a58d0cf9-8c7e-4275-b5d7-25817b774bbd","source":"steam","source_id":"steam:228517535","content_type":"review","title":null,"body_preview":"I pressed 'Play Now' on the Warzone button in the Steam store. This downloaded 137 gigs of trash. When I opened this trash, I was asked to play five games that I need to purchase first, or install the","author":"flabadafadis","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198138532550/recommended/"},{"id":"51c342f4-ce29-48d2-af44-1f5f1c0de060","source":"steam","source_id":"steam:228517854","content_type":"review","title":null,"body_preview":"mp is mid this year but wz peak and everything else pretty good havent played zombies tho","author":"munchkinsman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199185178551/recommended/"},{"id":"e301b6d1-d398-45a2-a4b4-2de18dddde25","source":"steam","source_id":"steam:228519789","content_type":"review","title":null,"body_preview":"warzone is actually good for now. i use the t-800 skin","author":"christopher","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199492706262/recommended/"},{"id":"510ff348-abcf-4270-ab9b-cdb4892321a2","source":"steam","source_id":"steam:228521013","content_type":"review","title":null,"body_preview":"135gb download, then u must download 69gb again inside, is this a joke?","author":"Frudgie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199009389849/recommended/"},{"id":"3a6edddf-a378-417a-bd80-6fd1f294ec6d","source":"steam","source_id":"steam:228525847","content_type":"review","title":null,"body_preview":"do i ? recommend this game for hight intelligent human with more then 100 iq  - NO","author":"paeWwlL","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199157148187/recommended/"},{"id":"e0a4f5bb-7a39-4cdc-a15c-ed90abf24f98","source":"steam","source_id":"steam:228417483","content_type":"review","title":null,"body_preview":"good. please make cities skyline 2 better so i dont have to play this old ass game","author":"ExternalFungus (I CANT GOON)","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198819428308/recommended/"},{"id":"68c33c7e-52d8-4996-8de5-4767d4b2ec73","source":"steam","source_id":"steam:228420952","content_type":"review","title":null,"body_preview":"You are a major, you need to plan, build, manage, and apply various policies. Listen to your citizens complaints and fixing the traffic would be your daily routine. Almost 90k population here and my t","author":"Insane","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198447261233/recommended/"},{"id":"41e27efa-1dc4-4ce3-a3ba-c39f8a19cb46","source":"steam","source_id":"steam:228440543","content_type":"review","title":null,"body_preview":"City but also hard to figure out also get the sequel","author":"Minion","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199379863033/recommended/"},{"id":"026ad5c5-8713-446d-b128-045057a93357","source":"steam","source_id":"steam:228450861","content_type":"review","title":null,"body_preview":"you can make the dumbest city ever possible, which is perfect unless you're a perfectionist or more of a progressive person i guess","author":"heev3n","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198999547933/recommended/"},{"id":"3ef55f1d-5185-472b-a652-4dd30b7fa39a","source":"steam","source_id":"steam:228451394","content_type":"review","title":null,"body_preview":"If you like spending 5 hours troubleshooting a traffic backup caused by an inefficient tram line layout... this is the perfect game for you! 10/10","author":"Portalassassin7","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198169218105/recommended/"},{"id":"347f954b-72b6-4725-b382-525d15be86ad","source":"steam","source_id":"steam:228457950","content_type":"review","title":null,"body_preview":"Cities Skylines is an excellent city builder simulation that will give you hours of fun.","author":"daniel.greanya","classification":"ai_generated","confidence":0.7,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198392594226/recommended/"},{"id":"486cbf4a-2756-47fa-b829-8da66072b2fb","source":"steam","source_id":"steam:228498643","content_type":"review","title":null,"body_preview":"a classic,\nthe annoying part is the sheer amount of paid dlcs where a lot of the good stuff is,\nthe amount and the quality of mods available, amazing","author":"Zblezble","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198079947740/recommended/"},{"id":"e736812f-54d0-4e1e-84de-8e5d1ba11d7e","source":"steam","source_id":"steam:228483009","content_type":"review","title":null,"body_preview":"Please describe what you liked or disliked about this product and whether you recommend it to others. Please remember to be polite and follow the Rules and Guidelines. A description is required to pos","author":"Ulfwedna","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198071705497/recommended/"},{"id":"84e0687b-7c71-4db2-8f8d-02a0df5eea75","source":"steam","source_id":"steam:228486251","content_type":"review","title":null,"body_preview":"To be Honest you will never get tired of playing this game cause of the infinite possibilities","author":"TheosHadez","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199167606519/recommended/"},{"id":"3b9c6a2a-b1c8-459e-9d2f-8fc411eb0769","source":"steam","source_id":"steam:228496416","content_type":"review","title":null,"body_preview":"I like when anomaly said to the travalerer \"This sky... belongs to no man\" truly a cinematic moment\r\n10/10","author":"PissBaby67","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199142481870/recommended/"},{"id":"722fd696-cb43-4bac-8d6b-7be7a354dfcd","source":"steam","source_id":"steam:228499472","content_type":"review","title":null,"body_preview":"It's come an amazingly long way since launch and is well worth the money if you enjoy casual space exploration","author":"Taa","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197994603138/recommended/"},{"id":"01ae1542-fa39-485b-bb3a-4bdd61fb33db","source":"steam","source_id":"steam:228509324","content_type":"review","title":null,"body_preview":"This game has everything any PC gamer could want. VR support, exploration, survival, trade, dogfights in space, base building, ship construction, and a 30 hour story that leads into the ability to exp","author":"ZetaNovus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198784169361/recommended/"},{"id":"33d92626-d7f6-446b-bf3a-fa38f9b16f55","source":"steam","source_id":"steam:228512440","content_type":"review","title":null,"body_preview":"There are far too many bugs. I looked through the community forums and found that some of these issues have existed for a long time and affected many users. However, it seems that the developers don’t","author":"TAIDC","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199132946544/recommended/"},{"id":"b32f49ec-5ff8-42fc-9367-d1a1e52909d6","source":"steam","source_id":"steam:228513344","content_type":"review","title":null,"body_preview":"Game really redeemed itself after all these years. Now I can virtually live out my fantasy of having space adventures.","author":"Crimson_Anomaly","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198408093645/recommended/"},{"id":"bac30049-2c84-416e-960c-c8da88f12fb6","source":"steam","source_id":"steam:228525548","content_type":"review","title":null,"body_preview":"amazing game. you can never reach the end of things to do and i love that they are still giving free updates.","author":"ProJoeCommando","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199830880778/recommended/"},{"id":"3e81166f-ba89-4f82-83e9-59f468d5c172","source":"steam","source_id":"steam:228513650","content_type":"review","title":null,"body_preview":"its fun, but bruda what are these animations. someone wise said \"Sometimes keeping it simple is better than overcomplicating it\"","author":"josh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","quoting_external_source"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199167756150/recommended/"},{"id":"b6495f03-7e57-42b1-8562-8a43e16bcdc8","source":"steam","source_id":"steam:228515011","content_type":"review","title":null,"body_preview":"after the recent update i uninstalled, gen hate this game now lol. i'm not installing this game again until this ENTIRE update gets fixed im sorry","author":"Nixiie","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199107499407/recommended/"},{"id":"5663b1b6-b89c-4c45-b573-cb2c0cb4513e","source":"steam","source_id":"steam:228516614","content_type":"review","title":null,"body_preview":"If you love hunting ghosts this is the game for you!\r\nI have had hours of enjoyment from this game. The graphics are incredible, plenty of good maps, easy and hard, different difficulties, and events.","author":"samgarybateson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199022403931/recommended/"},{"id":"bff9f9c7-3d6c-480f-b2cf-2d017072f1b0","source":"steam","source_id":"steam:228516906","content_type":"review","title":null,"body_preview":"The game is really enjoyable, but after playing it for a while. its hasn't as scary when I first played the game and noticed some bugs. overall it is fun","author":"Atomic-Shadow","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199428054143/recommended/"},{"id":"0aef5023-e673-4f81-a346-5566477efa70","source":"steam","source_id":"steam:228519616","content_type":"review","title":null,"body_preview":"I have played this game since the 1st release and as it has changed and grown to the game it is now, i play with the same 3 friends 2 to 3 days a week still and have alot of fun doing it.","author":"Belaros","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197970873704/recommended/"},{"id":"5fb4c137-6532-44ab-9ba5-fa887919de6c","source":"steam","source_id":"steam:228527254","content_type":"review","title":null,"body_preview":"i got this back in January of 2023 the game was easier to run/play its so much more complicate now its somehow too repetitive. i was hoping the character update maybe will get me to play more but its ","author":"Lannissa_0929","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199131738303/recommended/"},{"id":"22ddd65c-b678-4283-bfa1-5b97f750babc","source":"steam","source_id":"steam:228531379","content_type":"review","title":null,"body_preview":"YEHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHH","author":"Sophie🤍","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199805578621/recommended/"},{"id":"cc997f8c-8cd8-45d0-8343-9ad5812e193e","source":"steam","source_id":"steam:228531758","content_type":"review","title":null,"body_preview":"No excuse for this game has been made incrementally worse over time. Pure laziness.","author":"Spo0kers","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198091513217/recommended/"},{"id":"fbf2bff7-2133-474e-822c-c6136335e5f2","source":"steam","source_id":"steam:228533079","content_type":"review","title":null,"body_preview":"i cant turn off the eye adaption setting its blank and its not allowing me to turn off eye adaption","author":"booi 2971","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199607220880/recommended/"},{"id":"bc1331d1-a246-4722-8e37-5b0f4db7783e","source":"steam","source_id":"steam:228533509","content_type":"review","title":null,"body_preview":"Uninstalled after major update because it's basically unplayable. Redownloaded, played two cases, re-uninstalled. Still bad. RIP","author":"kbilliam13","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199848412729/recommended/"},{"id":"61ca9559-7b76-4530-9d8e-d14a14a10c4c","source":"steam","source_id":"steam:228533580","content_type":"review","title":null,"body_preview":"Simple ,scary, and good game whether alone or not. Best when when my Busty Girlfriend joins me 10/10.\nRuns well with low settings. Best with mic","author":"ShiittyJohnny","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198234539892/recommended/"},{"id":"6fe7c21e-21f4-4030-9c4b-fa8d75c9374d","source":"steam","source_id":"steam:228533845","content_type":"review","title":null,"body_preview":"They removed the funny movement ♥♥♥♥ you homophobia","author":"Xx_Th3DarkL0rd_xX","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199680642887/recommended/"},{"id":"41c9257c-3a34-4de0-8047-9b9537f0e4b4","source":"steam","source_id":"steam:228459903","content_type":"review","title":null,"body_preview":"Sandbox fame with everything, and if you searched a mod and you can't find a good version of it or find it at all, you're probably just not searching up the right thing, so just search up the mod you'","author":"THE_BostonBasher","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199804563839/recommended/"},{"id":"a6ec3454-650c-475f-bac3-219448806524","source":"steam","source_id":"steam:228460649","content_type":"review","title":null,"body_preview":"It's really fun to play this game with my friends for me","author":"Walmart Bag","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199600986267/recommended/"},{"id":"8fbab64e-9037-41d4-9d3c-10584b276157","source":"steam","source_id":"steam:228462106","content_type":"review","title":null,"body_preview":"can be tough to learn at first but personally i found it more intuitive than sfm\n\nfun to mess around, probably a pain to animate with it tho\n\nprobably the closest thing to half life 3 we'll ever get e","author":"pizza mozzarella","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","opinionated_stance","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199513931702/recommended/"},{"id":"9dc631d7-7323-467f-8545-bd44aaf4c54f","source":"steam","source_id":"steam:228465443","content_type":"review","title":null,"body_preview":"if u macbook u gotta get some other things to tweak out so u can play gmod. just watch youtube or use chatgpt. overall is the best gameplay i ever experience. u get chase by nextbots. meet people with","author":"toiletskibidi524","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198763690062/recommended/"},{"id":"a7f6635c-5f4d-4ee0-90c2-3071e7a90a16","source":"steam","source_id":"steam:228466409","content_type":"review","title":null,"body_preview":"fun to throw bricks and mod even after 20 years so its worth it","author":"BeefyBoa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199083030417/recommended/"},{"id":"c6f9de33-6bff-4366-b0bf-72a70e942df2","source":"steam","source_id":"steam:228459514","content_type":"review","title":null,"body_preview":"Fun game to play with family and friends. GLaDOS is the best ;>","author":"S. Nevermore","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197960680254/recommended/"},{"id":"217fe87f-dc35-42b4-bc0d-d638ac524db4","source":"steam","source_id":"steam:228475475","content_type":"review","title":null,"body_preview":"To this day one of, if not the best puzzle games OAT on Steam.\nEnjoyed it so much that I played it multiple times from start to finish, definitely one of the rarer cases where the successor is better ","author":"♛ EMPEROR","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198340073475/recommended/"},{"id":"9d307167-027a-4026-9c98-5ca67f007e5e","source":"steam","source_id":"steam:228476076","content_type":"review","title":null,"body_preview":"This game is awesome, but the ending is emotional.\n\n!!GAME SPOILERS AHEAD!!\n\nAt the end of the game, when Chell shoots a Portal to the moon and Wheatley flies in space away from the moon, it felt so e","author":"yes","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198993362097/recommended/"},{"id":"b3774f62-780d-4a61-8f38-739fb8fc0131","source":"steam","source_id":"steam:228486550","content_type":"review","title":null,"body_preview":"its probably one of the greatest puzzle games of all time, still worth a playthrough","author":"Pengu","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198138656481/recommended/"},{"id":"86815e8d-cf54-45e7-8723-7e137dfc224c","source":"steam","source_id":"steam:228496592","content_type":"review","title":null,"body_preview":"i gained a very minor case of serious brain damage from playing thius","author":"76_K3","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199022850539/recommended/"},{"id":"f58eca3b-3417-473b-88aa-74de69f8310e","source":"steam","source_id":"steam:228499285","content_type":"review","title":null,"body_preview":"I haven't played portal on this account that's why it says I have zero hours. \nHowever, Portal 2 is one of the best games I've ever played, not only did age gracefully, still looking visually appearin","author":"Bratoukha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198421095654/recommended/"},{"id":"efa2ae2c-22eb-4e48-a5ed-49fe9648e7ce","source":"steam","source_id":"steam:228504577","content_type":"review","title":null,"body_preview":"even if it's a pretty old game, even in 2026 it's a really well-made game","author":"AngeloKebab","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199284667160/recommended/"},{"id":"56f2bc27-0789-470d-8dbf-a9d3f7859bd3","source":"steam","source_id":"steam:228507169","content_type":"review","title":null,"body_preview":"Undeniably the greatwst game ive ever played, in my opinion it is better than half life 2 in almost every aspect, this is the only game i can call PERFECT","author":"el teach","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198755359645/recommended/"},{"id":"259a3816-7b00-4d4d-a6da-1e6d84ace1b6","source":"steam","source_id":"steam:228508010","content_type":"review","title":null,"body_preview":"Perfectly crafted puzzles making full use of every mechanic, combined with hilarious character writing and a great story that doesn't overstay its welcome.","author":"Stim Addict","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","opinion_and_stance"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198968392880/recommended/"},{"id":"24747000-3a18-4b84-816f-cf434bde0e90","source":"steam","source_id":"steam:228439167","content_type":"review","title":null,"body_preview":"Lets hide 50% of the game behind illusions walls that have no visual indication that they are visiual and the only way to find them is keep hitting all the walls like a spaz.. the community messages j","author":"NEEOWW","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199008710492/recommended/"},{"id":"ef38e535-c424-479a-90d2-603d1650cb58","source":"steam","source_id":"steam:228443945","content_type":"review","title":null,"body_preview":"Still the strongest in the series for me. The atmosphere, bosses, and even the basic enemies are so beautifully crafted that when I play, I feel immersed. Easily the strongest lineup of bossed in the ","author":"Zio","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198352505938/recommended/"},{"id":"09423fef-6296-405c-89ee-3e078b9bdfc8","source":"steam","source_id":"steam:228448460","content_type":"review","title":null,"body_preview":"The game is good the boss designs are peak and the dlc are fire","author":"Salamander","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199559423162/recommended/"},{"id":"20c9cc76-3f85-4df3-b753-0be873e660ab","source":"steam","source_id":"steam:228463854","content_type":"review","title":null,"body_preview":"Gamers.\n\nYou might ask how I feel about this game?\n\nSplendid!\n\nBosses - very cool. Nameless teased me but Friede breeds me\nWeapons - Awesome!\nAreas - Swamps...cmon Ringed City...amazing!\nFire Keeper -","author":"love","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","specific_criticism","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198263825676/recommended/"},{"id":"a288b8d9-3cdf-4cf4-947c-b5368a2fe531","source":"steam","source_id":"steam:228466974","content_type":"review","title":null,"body_preview":"been playing this game for years! would recommend.","author":"EcchiKraken","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198142130288/recommended/"},{"id":"385b7dd6-4ea3-4718-bb4d-61e872c2049e","source":"steam","source_id":"steam:228468774","content_type":"review","title":null,"body_preview":"this game is so good, this is where dark souls figures out how to make amazing bosses. i know why now this game is known as the best dark souls game. i highly recommend this to anyone who likes souls-","author":"secretman6000","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199089314917/recommended/"},{"id":"d1368e60-39ca-41cb-9bbd-b45b17bb76ff","source":"steam","source_id":"steam:228470668","content_type":"review","title":null,"body_preview":"I was instantly impressed with Dark Souls 3. I loved the darker visuals/color palette of this one compared to the others, and the movement and animation speed felt much better almost immediately. I pl","author":"Imagine","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198419819626/recommended/"},{"id":"9ce51019-d3b2-4bf5-9037-ff6d9dd679fb","source":"steam","source_id":"steam:228495640","content_type":"review","title":null,"body_preview":"best game but i got banned for being too good so sucks","author":"daidalosburgaregangnamstyle75","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198386843180/recommended/"},{"id":"80ab7125-9a82-47dc-8ec2-577609fe326b","source":"steam","source_id":"steam:228504058","content_type":"review","title":null,"body_preview":"pros: everything \r\ncons: this is the game with Aldrich in it","author":"Sam-Witch","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198373124572/recommended/"},{"id":"d0f6d4a3-99ee-45da-9295-1567ea82238d","source":"steam","source_id":"steam:228455538","content_type":"review","title":null,"body_preview":"Left 4 Peak 2 must download this game if you haven't already do it now you are missing out on something that could change your life forever.","author":"Exile","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199807589709/recommended/"},{"id":"ec96da94-eb05-41eb-a77d-41160fca0ec3","source":"steam","source_id":"steam:228457873","content_type":"review","title":null,"body_preview":"I have some really wonderful memories playing this game with my friends in years past... oh the SCREAMING, the terror, the rushing around trying to beat the clock and bickering about a certain friend ","author":"Moonsilk (Silk)","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198031756191/recommended/"},{"id":"64906ac5-4eb5-4427-b834-ae2952ca2b69","source":"steam","source_id":"steam:228463004","content_type":"review","title":null,"body_preview":"If you want to play with friends, this is the game. Want to achieve levels without feeling ABSOLUTELY overwhelmed? This is the game. In my opinion, this is a great game to both have fun, and not feel ","author":"gabehuber1","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","opinion_expressed","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199441753426/recommended/"},{"id":"d9dace02-0f15-4013-b411-dd3cf53009b7","source":"steam","source_id":"steam:228465457","content_type":"review","title":null,"body_preview":"This game was amazing back in the XB360 days, it's even more incredible now. 10/10 would recommend. (Over 100,000 zombies were harmed while writing this review)","author":"WolfTheGhxst03","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198751686898/recommended/"},{"id":"b10fd796-5e90-468b-a2a9-76df2661773d","source":"steam","source_id":"steam:228466244","content_type":"review","title":null,"body_preview":"one of if not my favorite childhood game and is still the funnest game ive played","author":"RottenCantera","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198709949296/recommended/"},{"id":"58951a44-5fa0-444b-ac11-3892594924ba","source":"steam","source_id":"steam:228466873","content_type":"review","title":null,"body_preview":"AWESOME game i only play to mod it and make it look cool","author":"bleood","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199723027634/recommended/"},{"id":"6b0ef5e8-81b5-4553-b969-b1bf9d573078","source":"steam","source_id":"steam:228467710","content_type":"review","title":null,"body_preview":"REALLY GOOD but i keep getting kicked for being bad and team killed but other than that def one of the best games ever tbh","author":"KenCarson","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199681055311/recommended/"},{"id":"2874a9f1-c41e-4d1e-acf5-85a9f12420dc","source":"steam","source_id":"steam:228471587","content_type":"review","title":null,"body_preview":"Playing this when it first came out on xbox was so much fun as a kid,and now being able to play it on pc and have the game be anything i want is a true childhood dream come true !!!!","author":"dEnJi1302","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198697518095/recommended/"},{"id":"fae1dc86-9465-41e5-9487-29a906973895","source":"steam","source_id":"steam:228518588","content_type":"review","title":null,"body_preview":"its just a sussy baka and it cannot be that bad\n⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⣠⣤⣤⣤⣤⣤⣶⣦⣤⣄⡀⠀⠀⠀⠀⠀⠀⠀⠀ \n⠀⠀⠀⠀⠀⠀⠀⠀⢀⣴⣿⡿⠛⠉⠙⠛⠛⠛⠛⠻⢿⣿⣷⣤⡀⠀⠀⠀⠀⠀ \n⠀⠀⠀⠀⠀⠀⠀⠀⣼⣿⠋⠀⠀⠀⠀⠀⠀⠀⢀⣀⣀⠈⢻⣿⣿⡄⠀⠀⠀⠀ \n⠀⠀⠀⠀⠀⠀⠀⣸⣿⡏⠀⠀⠀⣠⣶⣾⣿⣿⣿⠿⠿⠿⢿⣿⣿⣿⣄⠀⠀⠀ \n⠀⠀⠀⠀⠀⠀⠀⣿⣿⠁⠀⠀⢰⣿⣿⣯⠁⠀⠀⠀⠀⠀⠀⠀","author":"hugo sigma","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","synthetic_empathy","human_indicators_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199620516804/recommended/"},{"id":"60f603c0-bf45-4381-ab9d-c0238f41f3de","source":"steam","source_id":"steam:228522904","content_type":"review","title":null,"body_preview":"amazing game just in general, really fun and some moments are funny too","author":"itzartiewargaming.yt","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198748723054/recommended/"},{"id":"d6adcc58-c647-4b17-9fe8-24c4174a0184","source":"steam","source_id":"steam:228522919","content_type":"review","title":null,"body_preview":"its way too hard like when i kill someone and noone sees me they still think its me and even if i shapeshift they get me its either hackers or idk :(","author":"ViS","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198138056638/recommended/"},{"id":"564dd0d0-1da4-4526-a19c-42899cce51e6","source":"steam","source_id":"steam:228525276","content_type":"review","title":null,"body_preview":"imposter is sus amongus 😮😮😮😮 nmo way!1!!!!!!!!!!!!!!!!!111111!","author":"BulletPizza","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198189771250/recommended/"},{"id":"a999322b-ae83-45f1-992a-deeb0a53f049","source":"steam","source_id":"steam:228489757","content_type":"review","title":null,"body_preview":"i've played for 85h and this game is good but i cant play it now when i try to press play it stops.","author":"Pumpkin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199826672507/recommended/"},{"id":"57c2e22d-c2ec-49e7-825a-38522618f91d","source":"steam","source_id":"steam:228490259","content_type":"review","title":null,"body_preview":"i am still in early game,however, to anyone that thinks this is just a copy of minecraft in 2D, hell awaits you.","author":"Zolonk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199844257869/recommended/"},{"id":"64d60667-83b6-46ad-b720-69c2e8861372","source":"steam","source_id":"steam:228490785","content_type":"review","title":null,"body_preview":"both yes and no,i believe terraria has much potential,its just boring as ♥♥♥♥","author":"Big Boss.","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199589801955/recommended/"},{"id":"932fb46a-1ef9-4f5f-b844-5fbee30f72b8","source":"steam","source_id":"steam:228491347","content_type":"review","title":null,"body_preview":"it's a masterpiece of action and exploration, the game that you","author":"karhow1","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199540725439/recommended/"},{"id":"7c6ff50a-ea8b-4429-b843-87b1b9b9a4db","source":"steam","source_id":"steam:228491572","content_type":"review","title":null,"body_preview":"i have been playing this game since it came out on my neighbor's ps3, and i have only fallen more in love with it with every update. 1.4.5 is no different. i followed every update announcement for the","author":"snailelle","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 Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198169087947/recommended/"},{"id":"cbc56e0d-ec35-4d9a-a430-22dc2d54a334","source":"steam","source_id":"steam:228495542","content_type":"review","title":null,"body_preview":"I like it when 4 boulders crush me just because I tried opening a golden chest","author":"Krishyx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199190896180/recommended/"},{"id":"859248a6-133c-4e12-88ae-32002da4e7f6","source":"steam","source_id":"steam:228497679","content_type":"review","title":null,"body_preview":"What a game.\nIt is THE game of all time. \nSo replayable, i have like 10 times on different consoles and stuff.\nStop reading reviews and buy it already!","author":"Wagwagiscool","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199546031429/recommended/"},{"id":"c4de2347-f35c-4309-b797-b4f86e00ccf6","source":"steam","source_id":"steam:228499989","content_type":"review","title":null,"body_preview":"Great gameplay with many different ways to play, using different seeds, classes, and challenges. The community is extremely active and has produced tons of extra content through mods as well. The game","author":"._.","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199742098094/recommended/"},{"id":"212a7311-8279-4978-a139-46752545e042","source":"steam","source_id":"steam:228500797","content_type":"review","title":null,"body_preview":"good grinding game, and if you have a good company to play it with you its great","author":"alexopoulosgiorgos50","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199729355642/recommended/"},{"id":"dbc2bcbd-e272-4d74-9cfa-a587da5a419c","source":"steam","source_id":"steam:228501182","content_type":"review","title":null,"body_preview":"very addictive good for anyone who likes exploring and boss fights","author":"BloodyUterus","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199087385800/recommended/"},{"id":"03221c89-fb4b-4425-83ce-0ca762107e5b","source":"steam","source_id":"steam:228486225","content_type":"review","title":null,"body_preview":"I like exploring and building I do tend to also die a lot though","author":"skinny.cartman","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198009354970/recommended/"},{"id":"698e2d43-fa28-4dad-92a4-c3676c2bc36f","source":"steam","source_id":"steam:228493303","content_type":"review","title":null,"body_preview":"its ok but severely lacks a proper path of progression, im not interested in looking things up online, if things arent ingame then i just quit and move on.","author":"stuki","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 Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199088020486/recommended/"},{"id":"8b592419-fa1b-4e00-979a-caf12697531b","source":"steam","source_id":"steam:228506319","content_type":"review","title":null,"body_preview":"This game has truly become a comfort game for me. I really enjoy all of the zones, the ramping difficulty of combat, and the cozier side of the game of base-building and resource gathering.","author":"Velarken","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198112757075/recommended/"},{"id":"47eedc6f-0d7c-40b8-a20a-7e66317f39dc","source":"steam","source_id":"steam:228506412","content_type":"review","title":null,"body_preview":"A cross between the Skills of Morrowind, the freedom of a randomly generated moldable sandbox of minecraft, and a tad milder less critically difficult than dark souls, Valheim offers an incredible uni","author":"Unomonoloco","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198028957645/recommended/"},{"id":"eb68bfd5-06f2-4b8d-836f-f4d04d09c17d","source":"steam","source_id":"steam:228515991","content_type":"review","title":null,"body_preview":"It's fun until the Mistlands. It's a combo of limited vision from fog, terrain that is annoying and slow to navigate, very slow equipment progression and the 2 star enemies. With the best possible arm","author":"Will","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199476289844/recommended/"},{"id":"bc96e896-1a4d-4446-b064-b67a52a3d091","source":"steam","source_id":"steam:228516067","content_type":"review","title":null,"body_preview":"this WAS a fun game to play with friends but its so poorly optimized that i can spend an hour just trying to connect to a server. and if i am able to join a server, the constant lag and freezing is ju","author":"Danydh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198328612000/recommended/"},{"id":"b4d6a97f-d9f7-41fb-aa7c-94b94be6c59d","source":"steam","source_id":"steam:228517081","content_type":"review","title":null,"body_preview":"This game is so good, i have 130 hours on it and im not even nearing the start ogf being bored. Really recomend playing with friends and not solo","author":"Jankorakita","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199119029956/recommended/"},{"id":"611ea11d-4c71-44f5-992c-4aff68d55ab4","source":"steam","source_id":"steam:228519627","content_type":"review","title":null,"body_preview":"Highly recommended. Play with the heart of a Viking.\n\nThe combat and parrying mechanics feel absolutely incredible. To be honest, I almost skipped this game after seeing the initial graphical previews","author":"PIGNOSE","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198248378936/recommended/"},{"id":"0162bb4e-e7f1-42db-8f96-0ec44fe9a427","source":"steam","source_id":"steam:228522135","content_type":"review","title":null,"body_preview":"Weird survival game, I don't get it, I spawn into a forest, build a house, fire, bed, and workbench, then run around for hours, only more forest everywhere, I have no idea what to do, seems to be no q","author":"SirLarsalot","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_personality","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198052960412/recommended/"},{"id":"9491667e-52b9-44e8-a181-18902ae95a9e","source":"steam","source_id":"steam:228522473","content_type":"review","title":null,"body_preview":"Gorgeous open world with deep lore and a great visual representation that tells the story on its own. The typical FromSoftware combat mechanics are on point. The bosses are fun to face, and due to the","author":"Dzhani","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_indicators"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198397532667/recommended/"},{"id":"23fb4b2a-a36a-42cf-94a7-8cf244aa0a62","source":"steam","source_id":"steam:228524382","content_type":"review","title":null,"body_preview":"quite a good game make sure you enjoy it and take your time twin","author":"RaunusTheHuman","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199483492287/recommended/"},{"id":"ba01cfde-cf41-4eb8-a298-e6fc2297bea0","source":"steam","source_id":"steam:228525517","content_type":"review","title":null,"body_preview":"Godskin Duo makes me wanna blow my ♥♥♥♥ smoove off","author":"jacksonbeaty99","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198794633222/recommended/"},{"id":"7668209a-1943-457b-8b51-eed5ec74fc1d","source":"steam","source_id":"steam:228526217","content_type":"review","title":null,"body_preview":"this game is as peak as listening to the ramones and drinking a beer with a cig you gotta try this ♥♥♥♥ it will actually make your ♥♥♥♥ explode with ♥♥♥ thats how good it is this ♥♥♥♥ is like beating ","author":"CAUSED","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199229531617/recommended/"},{"id":"d1c60f43-8142-4784-b234-918bb549335a","source":"steam","source_id":"steam:228530654","content_type":"review","title":null,"body_preview":"I mean I guess you could say I like it or something like that.","author":"Azalea","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199217317519/recommended/"},{"id":"d904c829-325f-4aa9-8ec2-b1d22adfcde2","source":"steam","source_id":"steam:228530990","content_type":"review","title":null,"body_preview":"A beautiful, open-world Souls Like that most will probably enjoy, especially if they are new to the genre. Technically it's the entry with the most new gameplay mechanics and stunning graphics as well","author":"MayDay","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198396183529/recommended/"},{"id":"b4bba84c-8f29-45b9-a8b9-0be04af64932","source":"steam","source_id":"steam:228523373","content_type":"review","title":null,"body_preview":"I'm half-way through my third playthrough currently, and this game is just overwhelmingly amazing. It has so many different genres, that really anyone who likes a good game would love this: shooter, s","author":"CheeseBaby","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198283785882/recommended/"},{"id":"d586b3b5-9d51-4f05-a60c-d8c9a29e71fb","source":"steam","source_id":"steam:228527285","content_type":"review","title":null,"body_preview":"Absolutely peak gameplay - story - shooter best protagonist in all of gaming history the game actually feels alive choices matter in this game the graphics make me forget that I'm even in the game. ye","author":"khalmack2018","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198689315493/recommended/"},{"id":"6f4a341d-1696-4424-ae15-2318cb31fc03","source":"steam","source_id":"steam:228527423","content_type":"review","title":null,"body_preview":"All I can say is that playing this game is a delightful experience, in fact it’s too much of a masterpiece.\n\nThe story is impeccable and beautifully crafted, as well as the characters, especially our ","author":"InfamousPoet","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 Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198102245473/recommended/"},{"id":"12b2899b-9e6d-4322-868b-5e20c75404d6","source":"steam","source_id":"steam:228528532","content_type":"review","title":null,"body_preview":"Greated game of all time got hooked and played for hours.","author":"nathanielgranado575","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199868704907/recommended/"},{"id":"173b64cf-7ffa-4c26-b4e0-6bdcc3d7e340","source":"steam","source_id":"steam:228528987","content_type":"review","title":null,"body_preview":"One of the best single-player story games in recent times in the western genre.","author":"Untitled Doc","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198340714310/recommended/"},{"id":"ceffd339-8aec-4d01-877f-b67251c4ac74","source":"steam","source_id":"steam:228529792","content_type":"review","title":null,"body_preview":"Red Dead Redemption 2 — 10/10 \n\nOne of the best games I’ve ever played. The story, open world, characters, details, and atmosphere are just on another level. It feels more like living in a real world ","author":"Vinayak Joshi","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199756615259/recommended/"},{"id":"8d0c62b9-5a43-4677-a6c5-ac6e1e7ccf16","source":"steam","source_id":"steam:228530873","content_type":"review","title":null,"body_preview":"now i like the game but the glitches are very annoying because i cant even finish the icarus and friends mission because its very glitchy and sometimes fails without reason and when i restart checkpoi","author":"ellisbradd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199262888402/recommended/"},{"id":"0f29238e-bb62-46d0-9d54-a570db4db757","source":"steam","source_id":"steam:228531175","content_type":"review","title":null,"body_preview":"It's a long game, but it made the ending even more impactful because of how many hours I'd spent becoming attached to these characters. The story is incredible. I wish I could wipe my memory so I coul","author":"Pan |Ham Mafia|","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199105979071/recommended/"},{"id":"43eb74f5-38fb-4ebd-bf37-f20979c5fbea","source":"steam","source_id":"steam:228513018","content_type":"review","title":null,"body_preview":"People say this game is relaxing. It's not. You have to remembrement evers npc's birthday or they will be angry. You have to let your chickens out and don't you dare forget putting them back in becaus","author":"Joxigna","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198006760920/recommended/"},{"id":"a9a2629f-775a-44af-b6d9-61e10cc85f57","source":"steam","source_id":"steam:228513392","content_type":"review","title":null,"body_preview":"dear concernedape, please stop taking down the mod that lets haley sit on my face, thanks!","author":"queasy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198320907043/recommended/"},{"id":"a21584e8-6a96-4f81-8217-3ba290b5cad8","source":"steam","source_id":"steam:228515456","content_type":"review","title":null,"body_preview":"As a returnee player (last played 2023), this game has been putting me on a chokehold, the progression is slow and it's enough for me, too much in fact... since ive been playing on 1 save file for a t","author":"RIYONI","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199232807151/recommended/"},{"id":"d24e5316-2d37-433e-89ee-9128debf67d0","source":"steam","source_id":"steam:228515473","content_type":"review","title":null,"body_preview":"If you're reading the reviews and haven't played the game... play the game.","author":"hookboy2002","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198244909214/recommended/"},{"id":"e81f2ae8-9ef6-403c-b7ed-88a99abf792b","source":"steam","source_id":"steam:228516270","content_type":"review","title":null,"body_preview":"I've played this game for the first time when I was 14, Im 18 no2,its a game that can get me to sit down and decompress for a few hours (I have ADHD so thats difficult to do, for me at least). I'm 18 ","author":"Finny_the_Witch","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198791153530/recommended/"},{"id":"e5ad59ed-f2bf-4895-9ea1-da55fdd141e1","source":"steam","source_id":"steam:228519044","content_type":"review","title":null,"body_preview":"Highly recommended.\n\nI am truly in love with this game. It honestly deserves to be called a legendary masterpiece of indie pixel gaming. It’s the perfect game to boot up every day to unwind and heal f","author":"PIGNOSE","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198248378936/recommended/"},{"id":"9b041344-4dc6-48e7-b47a-6e120c29f6cf","source":"steam","source_id":"steam:228519909","content_type":"review","title":null,"body_preview":"10/10 game to just casually play and relax with. Used to play it on my PS and got it the other day on here.","author":"Cara_Mia1031","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199809184159/recommended/"},{"id":"fd4bb9cb-2a93-4eaf-bba4-115793fa8d7b","source":"steam","source_id":"steam:228521698","content_type":"review","title":null,"body_preview":"this is addicting. you dont even realize it but youll play 2 days in a row and go through seasons trying to romance everyone. LOVE having mods!","author":"angellkisses","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199180361256/recommended/"},{"id":"bbfcd218-0ee3-4604-a4a2-ae70dfba7e4e","source":"steam","source_id":"steam:228522858","content_type":"review","title":null,"body_preview":"loved the chill music and vibe to this game. I'm a grindy person, though, so fishing is my go-to for mones","author":"juna_oats","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199785201945/recommended/"},{"id":"e6a339ce-59b0-42aa-b4aa-1833b3d72a23","source":"steam","source_id":"steam:228522927","content_type":"review","title":null,"body_preview":"This game is fantastic! I've spent countless hours in the mines killing slimes and tending to my farm throughout the day. I love the pace of the game and its makes the hours fly by.","author":"dtiengtum","classification":"human_created","confidence":0.7,"indicators":["absence_of_personality","semantic_blandness","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199115035358/recommended/"},{"id":"30fa90d5-a825-49ce-8736-94ebe57d62e7","source":"steam","source_id":"steam:228522977","content_type":"review","title":null,"body_preview":"really fun with friends! we played for around an hour or two. During that time we yapped while playing the game and fishing. Deffinitely a game I will return to.","author":"👑[𝕎𝔼𝕄𝕄𝔹𝕌]","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198437002090/recommended/"},{"id":"76248698-ad6d-4676-88e0-54cee6a4da15","source":"steam","source_id":"steam:228511631","content_type":"review","title":null,"body_preview":"Pretty much anything you can think of is on here!!","author":"Phestifty","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199479552528/recommended/"},{"id":"d07e7af0-849c-4c2d-95bf-cd7af9bc4cb8","source":"steam","source_id":"steam:228512389","content_type":"review","title":null,"body_preview":"I was going to leave a funny meme comment but after having graphics issues recently with some wallpapers, I would instead like to commend the devs for their extensive troubleshooting instructions, I w","author":"Oranges","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198930256146/recommended/"},{"id":"8b4a1353-2f0e-451f-9451-6d25c634a768","source":"steam","source_id":"steam:228518268","content_type":"review","title":null,"body_preview":"i mean its a wallpaper engine, it makes my wallpapers work so idk","author":"randomdude","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199107992758/recommended/"},{"id":"e7b60e63-632f-420d-95f8-29de5b4570a7","source":"steam","source_id":"steam:228518884","content_type":"review","title":null,"body_preview":"This is THE premiere wallpaper app, atleast in my opinion. I've never had any problems with the software. They got even 4K wallpapers! It's only a couple bucks big bro don't be cheap, be swaggy.","author":"margelia","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199085594778/recommended/"},{"id":"f3190d35-e043-48f4-a0cc-54ba80ea2eaa","source":"steam","source_id":"steam:228523889","content_type":"review","title":null,"body_preview":"really easy to switch between wallpapers. easy to use. recommend it","author":"turgut real","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199352907060/recommended/"},{"id":"d90bccc8-e8d9-41c6-b770-d98576c965bb","source":"steam","source_id":"steam:228526845","content_type":"review","title":null,"body_preview":"what an amazing app to beat the meat, another level for porn","author":"YUNLANDER","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198739838686/recommended/"},{"id":"82760a01-5b51-4d78-8ec1-87fc4fb725eb","source":"steam","source_id":"steam:228462689","content_type":"review","title":null,"body_preview":"really good although the weapons are lacking, you could just install a mod though","author":"cs1324","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199761464532/recommended/"},{"id":"721e4f66-776f-421c-a51b-af67fc2237ec","source":"steam","source_id":"steam:228481626","content_type":"review","title":null,"body_preview":"The story complete ♥♥♥♥♥♥♥♥, the games only fun with mods, must of said mods where broken when the 10 year anniversary patch came out, nuka world was ♥♥♥♥, all the other dlcs where ♥♥♥♥ accept for far","author":"millbus billbus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198354296397/recommended/"},{"id":"4424672c-4e70-476c-bdaa-1badfeaa5c4f","source":"steam","source_id":"steam:228502986","content_type":"review","title":null,"body_preview":"Oh Boy, Fallout 4! Man, Fallout 3 was a great first impression, it had Liam Neeson and Three Dog, and the patched ending was good and we went to the Bayou and back in time with a Gundam and a real-lif","author":"LunchTiger","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197997968898/recommended/"},{"id":"ef41deab-a189-4f6c-89f7-79ec5cbbbee0","source":"steam","source_id":"steam:228518871","content_type":"review","title":null,"body_preview":"I have been wanting to play this game since 2019 I think. I would always watch my brother play it for hours because it was enjoyable to watch and I REALLY wanted to play it. I finally got my chance to","author":"Rehttea","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199230592580/recommended/"},{"id":"fe03ac5a-3db5-4867-822e-a7ae10b07666","source":"steam","source_id":"steam:228520223","content_type":"review","title":null,"body_preview":"What the hell happened to this game, it is an unplayable mess. After an hour or so of gameplay the FPS just tanks to 0 and never recovers.","author":"nattan920","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198077515287/recommended/"},{"id":"bdb47304-9541-457b-b801-f7bcbc32f6d6","source":"steam","source_id":"steam:228527552","content_type":"review","title":null,"body_preview":"alternative take on skyrim open world, but even better. combat feels great, good variety of enemies. way better story and faction choices","author":"longozmail","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198301131512/recommended/"},{"id":"55cd26e9-4e9d-480f-ab73-d2038def9a41","source":"steam","source_id":"steam:228528335","content_type":"review","title":null,"body_preview":"Thumbs down for the price.  This is very rare for me to give a thumbs down.\n\nSeems kinda crazy you can't just install this game and play it.  If your FPS is above 60, which is extremely common in 2026","author":"Lungbutter","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198014311522/recommended/"},{"id":"9096e25b-520e-43a4-8719-a9b9358bd2e8","source":"steam","source_id":"steam:228497472","content_type":"review","title":null,"body_preview":"Grat story and world bulding , nice character just combat need a little pulishing and in the final baltte in blood an wine dlc","author":"SierraMadre","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198169026734/recommended/"},{"id":"d38bdffd-23bc-43eb-99e5-4e47f8bda638","source":"steam","source_id":"steam:228497817","content_type":"review","title":null,"body_preview":"The basic game is quite good but what ruins it is the excessive foul language that is constantly in use.","author":"Ancient One","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198033572494/recommended/"},{"id":"da5bac57-a932-406b-905d-3bf189d753a6","source":"steam","source_id":"steam:228502183","content_type":"review","title":null,"body_preview":"TBH THIS IS ACTUALLY ONE OF THE BEST OPEN WORLD GAMES OF ALL TIME IT WAS AHEAD OF ITS ♥♥♥♥♥♥♥ TIME REALLY ENJOYED THE VIEWS I WILL PLAY THIS GAME AGAIN ON A BETTER PC  WITH MAX GRAPHICS REALLY LOVE EN","author":"Scope86x","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199564402791/recommended/"},{"id":"558b0bae-9af9-4f9b-aa6e-56a5e9af1cb2","source":"steam","source_id":"steam:228503954","content_type":"review","title":null,"body_preview":"faaaahhhhhh tf you expecting from this review? ♥♥♥♥ got Game of the Decade award","author":"ser gravewalker","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199025788491/recommended/"},{"id":"b7510e64-a686-4f6e-85ed-b25db5790496","source":"steam","source_id":"steam:228507093","content_type":"review","title":null,"body_preview":"One of the best games made, and surprisingly good for a 2015 release.","author":"JustSmit","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198298115703/recommended/"},{"id":"49b85465-523e-4181-b9a5-e06283597e96","source":"steam","source_id":"steam:228515400","content_type":"review","title":null,"body_preview":"I bought this on xbox never got around to complete it but its one of the best games ive played","author":"M.A.S.S","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198090326354/recommended/"},{"id":"8a3efa86-6777-41d7-98cd-10e88fa3e322","source":"steam","source_id":"steam:228516934","content_type":"review","title":null,"body_preview":"Jedna z lepszych gier które powstały, a do tego po Polsku","author":"antoni.jelowicki","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199429172931/recommended/"},{"id":"66c7af81-0700-48e2-8723-6327ccffade9","source":"steam","source_id":"steam:228524910","content_type":"review","title":null,"body_preview":"This game is literally a new experience. I was hearing a lot about this game a long time ago, and this week I played it for 13 hours, and it was one of the best 13 hours I have experienced in my life.","author":"aneszrk","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199090744170/recommended/"},{"id":"35b7ba20-0e42-4f62-a573-c4789a347563","source":"steam","source_id":"steam:228526283","content_type":"review","title":null,"body_preview":"way too boring every guy wants you to help him first then he helps you get information on another guy who wants your help and then helps you find another guy. gwent is a grandma game and the graphics ","author":"griffith","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199214967912/recommended/"},{"id":"dc8d0583-26d6-4ef5-a8f7-272159255163","source":"steam","source_id":"steam:228530219","content_type":"review","title":null,"body_preview":"Great game third time i bought the game first on xbox than playstation now on steam. Will be enjoying this for a good while","author":"DaGodfatherBear","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198023370307/recommended/"},{"id":"f6bee1a2-a749-4861-a1cf-260667b078a3","source":"steam","source_id":"steam:228301411","content_type":"review","title":null,"body_preview":"The more you play the stronger you get ! There is a lot of different weapons for all and lots you can pick up ,but one thingthey did wrong  , the pack is to small ,it should be about 3 blocks bigger i","author":"shutch69","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198059843734/recommended/"},{"id":"00465c8e-3306-4c65-bd1a-d0b9f5e39cc8","source":"steam","source_id":"steam:228346714","content_type":"review","title":null,"body_preview":"A good concept for a game that is completely ruined with terrible mechanics and terrible design choices.  The people running the game are either maliciously bad or unbelievably unintelligent.","author":"MyEnemy","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 Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197997736408/recommended/"},{"id":"4fc6b772-e2e0-4ef1-b008-75d1505201bd","source":"steam","source_id":"steam:228360431","content_type":"review","title":null,"body_preview":"It's confusing and challenging but i'm having fun learning it.","author":"fairyfantasy1982","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198297716260/recommended/"},{"id":"314193c6-2d1d-4b3e-b772-fd5f47f50540","source":"steam","source_id":"steam:228374227","content_type":"review","title":null,"body_preview":"better than diablo 3, 4, and ESPECIALLY diablo immortal. if you like difficulty, it's like wow ascension (before their discovery of being a scam operation,) but much more entertaining. d3 is 2nd in th","author":"Hentai is love, Hentai is life","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197960275249/recommended/"},{"id":"7060f417-37ed-4210-b5fb-ece58e719a7f","source":"steam","source_id":"steam:228377447","content_type":"review","title":null,"body_preview":"Эндгейм с малыми попытками прохождения при нестабильных серверах, нужно говорить почему это плохая затея?","author":"Anig","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198057092481/recommended/"},{"id":"4e2d79db-d93a-4444-88d1-2be2bac94466","source":"steam","source_id":"steam:228421719","content_type":"review","title":null,"body_preview":"Genuinely a great game, don't spend your money on poe 2 if you dont have an AMAZING computer. Unlike Path of Exile 2, this game doesn't glitch, and has a lot to do.","author":"GeeGollyWilly","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199341387226/recommended/"},{"id":"a9100317-61e3-48f7-967d-5a4e0ad8d0a3","source":"steam","source_id":"steam:228434985","content_type":"review","title":null,"body_preview":"PATH OF EXILE : EXILE TODAY, ADDICT TOMORROW\n\n[hr][/hr]\nOVERVIEW:\nPath of Exile is one of those games that feels overwhelming at first, then somehow turns into something you can't stop thinking about.","author":"Bony Augustine","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199182408479/recommended/"},{"id":"82c501fe-3b23-40dc-a4b2-7ffce198cc7f","source":"steam","source_id":"steam:228463815","content_type":"review","title":null,"body_preview":"Loved this game so much havent played 2 yet cause i cant stop this one lol","author":"JustAnothaOG","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197962100477/recommended/"},{"id":"e179bb21-571f-4e0b-a8e3-9567d13dfe39","source":"steam","source_id":"steam:228487720","content_type":"review","title":null,"body_preview":"Copying this from my POE2 review, since all account are shared and same compagny, the below review apply all the same:\r\n\r\nPOE 1 is a good game.\r\n\r\nBut I can't recommend if based on customer support.\r\n","author":"Maugan64","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198058385361/recommended/"},{"id":"226b8e20-2df8-4eec-8796-9415a84d9682","source":"steam","source_id":"steam:228448493","content_type":"review","title":null,"body_preview":"10/10 game love it,  it gives me an old game feeling and good just genuenly a good game","author":"suomalainenneekeri","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199753655527/recommended/"},{"id":"d6711136-cd3a-45c6-a7b1-2fa71e90f18b","source":"steam","source_id":"steam:228449279","content_type":"review","title":null,"body_preview":"really good game i have it on xbox to and its great","author":"gabrielwho0","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199883097510/recommended/"},{"id":"2ee39fca-c91c-4aed-86f1-c6c25dea4207","source":"steam","source_id":"steam:228456148","content_type":"review","title":null,"body_preview":"Game's dead. Bought it for friends and there's been almost zero matchmaking for weeks, just ourselves.","author":"AV8R","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197995374445/recommended/"},{"id":"e40df795-650f-40c6-a4e3-9433131e56cb","source":"steam","source_id":"steam:228470386","content_type":"review","title":null,"body_preview":"Un gran juego me ha hecho pasar divertidos momentos especialmente con amigos totalmente recomendado.","author":"Rajid2411","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199148064042/recommended/"},{"id":"582d0783-0751-4851-905a-b60b1827b8df","source":"steam","source_id":"steam:228472753","content_type":"review","title":null,"body_preview":"The Game came out in 2013, and throughout its Development Cycle, and Community Made stuff that kept the game alive and kicking even in 2026.\r\n\r\nThe Soundtrack, The Heists, The Difficulties, Mods, Its ","author":"(609) TD!Funny","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198372240301/recommended/"},{"id":"94155d3c-7b1c-4995-8437-089ca9a60767","source":"steam","source_id":"steam:228494299","content_type":"review","title":null,"body_preview":"i think i spent more time having payday 2 installed than actually thinking about whether i wanted to play payday 2","author":"ponychan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198272123927/recommended/"},{"id":"f60b9b90-daa4-467f-bae6-a598dc30af5c","source":"steam","source_id":"steam:228500513","content_type":"review","title":null,"body_preview":"always been a fan of payday but the steam version just hits 100x better so much more content plenty of replay value and custimization options....payday has just always been one of those games that has","author":"getrektedgamer23","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198297588487/recommended/"},{"id":"8bd9fce7-4af6-4d7a-9eb4-c4dcc0d01bdd","source":"steam","source_id":"steam:228508707","content_type":"review","title":null,"body_preview":"This game is not only funny as hell, but it's funny with both friends and if you are alone. You can send cops flying into the air with sticks of dynamite, etc. The only issue I have with this game, wh","author":"GunzGermzNSteel69420","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198167978819/recommended/"},{"id":"54a2211a-63c9-4ac4-99f0-bb078fcc2f84","source":"steam","source_id":"steam:228508365","content_type":"review","title":null,"body_preview":"bin playing on and off since 2017.  i like playing it casually so i grind on and off over the years.","author":"pride","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198124454227/recommended/"},{"id":"9a687ad6-0cb2-4855-af92-ddcd9e7ce30a","source":"steam","source_id":"steam:228513107","content_type":"review","title":null,"body_preview":"Early game is great. The game mixes together ranged and melee combat, movement and stealth in a unique way that is really fun to play. Unfortunately as you progress in the game it becomes increasingly","author":"zekster","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198223162884/recommended/"},{"id":"9f608585-7cf7-4e78-99e4-e47426ef7a12","source":"steam","source_id":"steam:228518156","content_type":"review","title":null,"body_preview":"Objectively the best free-to-play game I've ever had the pleasure of playing. Creativity, community and genuine FUN are at the core of all the decisions made by DE and I am inspired and refreshed ever","author":"Aximeck","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198085385376/recommended/"},{"id":"13e41e42-c2d6-4e8c-82d3-535dfd4c32cc","source":"steam","source_id":"steam:228519788","content_type":"review","title":null,"body_preview":"Aliens? Spaceships? Upgrade to win? MMO? Various types of weapons and expulsions? Sign me the ♥♥♥♥ up","author":"Taz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.2769062620547769,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198330663519/recommended/"},{"id":"79968195-2a6c-4b08-bb35-635b68c53c51","source":"steam","source_id":"steam:228520494","content_type":"review","title":null,"body_preview":"garbage game, the warframes arent real\r\n\r\n\r\n\r\nkoumei cant put me in a mating press :(","author":"Daitaku Helios","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199101833944/recommended/"},{"id":"ba6551e2-9233-4cd3-abb6-50b885c9cb51","source":"steam","source_id":"steam:228522332","content_type":"review","title":null,"body_preview":"Honestly, until they put more tutorials in the game, unless you have friends who play the game, its not a good idea to get into. there is basically ZERO explanation for practically anything after the ","author":"Terrorbyte777","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198074103941/recommended/"},{"id":"006c2d11-9406-4e65-81a0-2510f5c072da","source":"steam","source_id":"steam:228524104","content_type":"review","title":null,"body_preview":"A shining example of why AAA game companies are scams. This game is free. FREE! And one of the best games I've ever played. I don't think I've ever heard someone speak negatively about it","author":"RyanGooseling","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198275960525/recommended/"},{"id":"a61ba5a1-bf84-4853-9c7a-59e7c9e313fe","source":"steam","source_id":"steam:228526669","content_type":"review","title":null,"body_preview":"Amazing game can't get enough of it. There's always something to do it never runs out of content","author":"Lucid_Lucis","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199590503198/recommended/"},{"id":"f281a8c8-019a-43ca-9cd5-3a384bfd0312","source":"steam","source_id":"steam:228527090","content_type":"review","title":null,"body_preview":"Great game! The combat feels exceptional. They also have a great community that is always willing to help.","author":"copaseticdevil","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198857140001/recommended/"},{"id":"30d50634-b57a-4919-82a2-c2c3c1ac21ee","source":"steam","source_id":"steam:228530741","content_type":"review","title":null,"body_preview":"only just started, Can't wait to start the fashion show endgame\n9.5/10\ndocked points for not being able to romance clem","author":"Wizard the Frog","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198071489008/recommended/"},{"id":"cb6a21ff-cb51-4bd3-8710-6483c645f729","source":"steam","source_id":"steam:228531067","content_type":"review","title":null,"body_preview":"Hay bastantes cosas que destacar, desde el combate fluido, la variedad de opciones es sin duda increible y siempre te termina atrayendo de vuelta. Es extremadamente importante resaltar que practicamen","author":"Katto","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198242370040/recommended/"},{"id":"a6d8cab6-9088-4828-88f2-d8a8de87351c","source":"steam","source_id":"steam:228498691","content_type":"review","title":null,"body_preview":"I've been playing War Thunder for over 3 years, and the game itself WAS pretty cool. Gaijin tried to add unique vehicles as well as maps, and they were somewhat successful. Playing before Gaijin start","author":"Jackob","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199291248179/recommended/"},{"id":"edbbd1c7-759d-40b9-853b-f5c1baf4d285","source":"steam","source_id":"steam:228498789","content_type":"review","title":null,"body_preview":"after almost 500 hours of playing and have bought alot of in game items but it seems like its not enough for this greedy ass company who feeds player infos to israel and other spy countrys","author":"John-CHINA","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 Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199499430690/recommended/"},{"id":"b91175eb-a084-40e4-a037-2d939271e3bb","source":"steam","source_id":"steam:228499319","content_type":"review","title":null,"body_preview":"As a play who has played this game for a while and loves war  history playing my favorite tanks ships and planes is fun but at the same time alot of the stuff is behind a wall that i never can get the","author":"usswis64","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199826957824/recommended/"},{"id":"df35fbe6-7570-46fa-9db5-09cb3f2a5b1e","source":"steam","source_id":"steam:228499486","content_type":"review","title":null,"body_preview":"this game has been getting way to much copy premium slop and sources which gaijin takes for balances changes are fully biased","author":"Monsieur Attilla","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199761021495/recommended/"},{"id":"7d7845b6-454b-41a2-a50a-c19e93debfa2","source":"steam","source_id":"steam:228499528","content_type":"review","title":null,"body_preview":"Gameplay could be described as anywhere between mid to slightly good. The core idea has a lot of potential but this game is an awful execution - technical issues (bugs), balancing issues, technical/ba","author":"death_by_cookies","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199079212430/recommended/"},{"id":"373994d7-61f6-4609-bc82-952b2605cc55","source":"steam","source_id":"steam:228499588","content_type":"review","title":null,"body_preview":"This game takes your soul and never gives it back.\nOverall it's a great game but do not get too addicted to it...","author":"jacquesnicolas056","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198787526045/recommended/"},{"id":"3dc44b41-a270-4be0-a81f-806951aebca0","source":"steam","source_id":"steam:228500843","content_type":"review","title":null,"body_preview":"Really pay to win and the russian biased is of the floor","author":"kapphobin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198331714319/recommended/"},{"id":"5055fb29-4a3a-49a8-8f0e-c7989f8d18fc","source":"steam","source_id":"steam:228502035","content_type":"review","title":null,"body_preview":"Nothing innovative comes from this game for last 3 years other than microtransactions.","author":"Captain-Saika","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198123189903/recommended/"},{"id":"c4ebf223-873d-4827-a472-a021f2001600","source":"steam","source_id":"steam:228502103","content_type":"review","title":null,"body_preview":"STOP THE SLOP. STOP AI GENERATED SKINS. STOP ANIME. HEAR US OUT","author":"METROMAN","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199174646401/recommended/"},{"id":"60a36cae-74b0-419a-b368-b71f7309b618","source":"steam","source_id":"steam:228503359","content_type":"review","title":null,"body_preview":"They refuse to listen to the player base. I've been playing this game for six years on my console and I hate the developers fix your game.","author":"torins1326","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199862363802/recommended/"},{"id":"0116a0ca-3e33-4e19-8335-987beac78678","source":"steam","source_id":"steam:228503364","content_type":"review","title":null,"body_preview":"its sad but the game is going down hill fast. we need changes now!","author":"alüx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199154884102/recommended/"},{"id":"86748ebd-4a97-4826-8ddf-610315ec34e8","source":"steam","source_id":"steam:228503513","content_type":"review","title":null,"body_preview":"As the game currently is, im disapointed on things get balanced and removed - while russia gets another MBT","author":"Svartvinge","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197984550138/recommended/"},{"id":"24f9bee4-526c-4c9c-9506-a49fdca4ea03","source":"steam","source_id":"steam:228503643","content_type":"review","title":null,"body_preview":"We want less premiums each update, and BUFF ABRAMS HULL","author":"pillowmann","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199041869322/recommended/"},{"id":"3d3d26d5-bf15-481b-8ec8-3d3fd23f6d64","source":"steam","source_id":"steam:228504282","content_type":"review","title":null,"body_preview":"The game is an absolute cash grab that disrespects your time.\n\nAbysmal Economy: The developers constantly nerf research points (RP) and Silver Lions (SL) gains to force you into buying premium account","author":"1MxN","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":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199869727930/recommended/"},{"id":"8e008d1a-da19-4448-8901-8f7a5b56fad6","source":"steam","source_id":"steam:228018170","content_type":"review","title":null,"body_preview":"i tried it, it was fun for some time, but its pay2win.","author":"happyface","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_indicators"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197983640323/recommended/"},{"id":"4b49c27d-581b-476b-ae8c-5ca27435d48b","source":"steam","source_id":"steam:228105633","content_type":"review","title":null,"body_preview":"Love lost ark unlike any other mmorpg I've ever played, combat feels amazing, love all art/character designs and cosmetics, and progression systems are okay, I personally have no issue with them. I ju","author":"Ophy","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198065697208/recommended/"},{"id":"ffccfc13-3ae8-444e-b6ae-d3d6832d9074","source":"steam","source_id":"steam:228146032","content_type":"review","title":null,"body_preview":"Best combat mechanics, best visuals, amazing art, pretty good story. Absolute disgrace upgrade systems and mechanics. Straight up illegal in game-store. \n\nTLDR play the game once for the story until y","author":"LargeCats","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198070708289/recommended/"},{"id":"c4d68cd6-ac6e-4f96-af85-7d166121a9e6","source":"steam","source_id":"steam:228330265","content_type":"review","title":null,"body_preview":"Raids 10/10\nCombat 10/10\nClasses 10/10\n\nEverything else 0/10","author":"Matta","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198102857285/recommended/"},{"id":"16fa0658-b526-43b2-8ff5-a6ef1e024aca","source":"steam","source_id":"steam:228412954","content_type":"review","title":null,"body_preview":"Obvious flaws, p2w is some aspects, you pay to progress faster, everything can be done f2p, Im not spending money in f4shop, aura for convenience but not necessary. Pay money if you want to be over ge","author":"OHejTom","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198059947428/recommended/"},{"id":"5bcbedaf-3d11-4b66-b255-4c6451b27b89","source":"steam","source_id":"steam:228467341","content_type":"review","title":null,"body_preview":"Played this game some years ago. Turns out I never found Ark.","author":"Kuja","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198028645702/recommended/"},{"id":"d5b01409-7289-43eb-8084-f247c3f07803","source":"steam","source_id":"steam:228506720","content_type":"review","title":null,"body_preview":"wow! i would rather get oiled up and cracked once for every cheater there is in this game and then forced to watch my friend named Hunter get force fed literal feces from a crockpot after a scalding 9","author":"elliot","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","contradictory_statement"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199024222247/recommended/"},{"id":"9fce01e3-c67f-417b-871f-e50c9f1a0abf","source":"steam","source_id":"steam:228506882","content_type":"review","title":null,"body_preview":"0/10 nan punched a hole in my chest thinking she was Aruni cheers ubi incapable ass company<3","author":"FreddieMonster4","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199141083299/recommended/"},{"id":"8c1b05eb-f034-4684-b4e1-ad358414bc75","source":"steam","source_id":"steam:228507562","content_type":"review","title":null,"body_preview":"THis game ruined my life ubisoft its been 2 weeks please fix the voice chat bug","author":"Mr. Cheese","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199216265456/recommended/"},{"id":"9485ff15-69f7-460a-9105-7de6f577e4be","source":"steam","source_id":"steam:228507757","content_type":"review","title":null,"body_preview":"game wont even load into game anymore they took the whole servers down","author":"PeacefulCraze","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199121473203/recommended/"},{"id":"f403a732-9967-4266-86e7-25f4127273b4","source":"steam","source_id":"steam:228508064","content_type":"review","title":null,"body_preview":"UGUHSAGEWUIBU9FDSUI9HBREF89HCIUNV9-DWY89RHIOUCXHVY9WBI34BY8HDFVDOJNKJN 98HW872HF90WU238EA=-SD9-GH849YI9GFNOBBDD3RGG34GFDSVREHGY9DFSHBT7843G879DYFUIBGDF","author":"G5briel","classification":"ai_generated","confidence":0.95,"indicators":["random_string_gibberish","absence_of_human_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199542366737/recommended/"},{"id":"8c538af4-e6fe-4f1d-943f-481da36e9d05","source":"steam","source_id":"steam:228508714","content_type":"review","title":null,"body_preview":"i like the mechanics. and the customization ive played for 6 hours","author":"kickbutt3115","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199883451769/recommended/"},{"id":"51bbdb09-af69-4226-b54b-de3d9152f4af","source":"steam","source_id":"steam:228509397","content_type":"review","title":null,"body_preview":"This game will make you hate everyone and everything. 10/10 must play","author":"Moelestent","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199234884535/recommended/"},{"id":"39ce3af8-eb5d-418a-b01c-17ddc327ec6e","source":"steam","source_id":"steam:228509465","content_type":"review","title":null,"body_preview":"SO I was in this lobby with 5 other dudes and I decided to play Frost and corner camp until my dumbass teamate decided to cap me so I decided to spam report all of them","author":"Maximo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199121775548/recommended/"},{"id":"5e925ea3-0c79-4a37-acf2-711f9271ecfa","source":"steam","source_id":"steam:228510276","content_type":"review","title":null,"body_preview":"I hate this game but I would definitely recommend it.","author":"Energy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199097786762/recommended/"},{"id":"933a0932-4d0f-4933-9b14-34992d279182","source":"steam","source_id":"steam:228512390","content_type":"review","title":null,"body_preview":"Runs well, pretty fun, representation, has some oddities but has nice features that make it better than other shooters.","author":"TheCheeseman","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199105980755/recommended/"},{"id":"06e6b8ed-faef-4e1b-b26b-cbdaf8b390fe","source":"steam","source_id":"steam:228512672","content_type":"review","title":null,"body_preview":"this game gives a challenge once you play a few rounds. Also I don't know about you, but I love gun games and if you too like a challenge in gun games give this game a try","author":"castlert85","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":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198770637029/recommended/"},{"id":"3c5ac80c-8384-4ac6-b152-fa5959efda4a","source":"steam","source_id":"steam:228419810","content_type":"review","title":null,"body_preview":"amazing game, to feel the true ark experience you must take a good look straight at the sun when spawning in","author":"Frog","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198791569952/recommended/"},{"id":"450dc0c9-1cfa-4f29-97ed-90ce209bbe3f","source":"steam","source_id":"steam:228452835","content_type":"review","title":null,"body_preview":"this is the worst game ive ever played. dont play. id rather shoot myself in the head than play this game. NOOOOOOOOOOOOOOOOOOOOO!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!","author":"jw3606011","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199483764153/recommended/"},{"id":"557a8065-d8ed-445a-9d6f-050cbe7e4957","source":"steam","source_id":"steam:228478618","content_type":"review","title":null,"body_preview":"5 minutes in and a funny looking two legged crocodile instantly evaporate me on \"easy\" spawn point 10/10 would recommend this to my in laws","author":"Jornny","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199241984026/recommended/"},{"id":"a1991266-6ca3-4b1e-a32d-37c14b8082f4","source":"steam","source_id":"steam:228481929","content_type":"review","title":null,"body_preview":"Decent game but I want more space and I want to shower","author":"w1ndum","classification":"human_created","confidence":0.85,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199063862452/recommended/"},{"id":"905a48e1-4ec3-48fe-965c-bcfe6bb047e1","source":"steam","source_id":"steam:228496151","content_type":"review","title":null,"body_preview":"I love the game, it is better in many ways than ASA","author":"Moonsong","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198071041208/recommended/"},{"id":"edf529b4-6ca5-4328-a156-0239ec9ce926","source":"steam","source_id":"steam:228526848","content_type":"review","title":null,"body_preview":"great game definitely doesn't make you wanna blow your head off","author":"xap","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199135677448/recommended/"},{"id":"5f89b471-f49c-4684-97d8-df658a334489","source":"steam","source_id":"steam:228526946","content_type":"review","title":null,"body_preview":"this games ruins your life and makes you angry, dont play","author":"KillerGane","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199248464195/recommended/"},{"id":"5cbd5f64-2464-415e-a5f1-937e4e849243","source":"steam","source_id":"steam:228527352","content_type":"review","title":null,"body_preview":"youve gotta have a really good pc to run this, and if your under the age of 18. this game will quite literally kill your future, steer away from it","author":"yabadabajew","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199534267375/recommended/"},{"id":"7000a9c4-a020-4e70-b308-1cdd198cf938","source":"steam","source_id":"steam:228527720","content_type":"review","title":null,"body_preview":"Worst game humanity has ever created. The devs are too lazy to fix bugs. The game has millions of bugs that completely ruin the experience. The game runs like it's on a wooden floor at 30 FPS on an RT","author":"SERSIL","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199052072484/recommended/"},{"id":"1c7a061d-12ac-4418-b19b-3c99fd375bf5","source":"steam","source_id":"steam:228528755","content_type":"review","title":null,"body_preview":"i like the feeling of my buth spread open, sinced i played this game","author":"romarkoomen3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199403015955/recommended/"},{"id":"5a1fd054-dab9-40cc-bac3-3576738d8a46","source":"steam","source_id":"steam:228531474","content_type":"review","title":null,"body_preview":"Joined for 5 minutes and got the n word screamed at me while naked on the beach.\n\nI LOVE IT","author":"†HIM†","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198686183514/recommended/"},{"id":"bf744ec7-c1bc-40f6-bb3c-29981de52617","source":"steam","source_id":"steam:228532215","content_type":"review","title":null,"body_preview":"All I can say is you never quit you take really long breaks.","author":"B0DACIOUS_BEANER","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198754865781/recommended/"},{"id":"dbc149c6-e97e-4921-9bd3-9f59df9e222c","source":"steam","source_id":"steam:228532348","content_type":"review","title":null,"body_preview":"honestly without friends this game is god awful, not due to the gameplay, purely community","author":"PyroVyrn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199382779282/recommended/"},{"id":"b409a1a8-c9ac-468e-a49f-8743b110fee1","source":"steam","source_id":"steam:228344571","content_type":"review","title":null,"body_preview":"I bought this game in 2026; over a decade after it came out. Upon downloading, the game requires that I use the rockstar launcher to activate the game. Fine, whatever. Then, it prevents me from creati","author":"DubstepKoons9","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198126848282/recommended/"},{"id":"ab96d502-24ac-48d1-a688-15ed582aa598","source":"steam","source_id":"steam:228347343","content_type":"review","title":null,"body_preview":"Great choice depending on what you want.Don't overlook the Legacy version. It holds up well today, particularly as a base for heavy modding and external launchers. That being said, if your goal is jus","author":"swan1sh","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","hedge_stacking","suspiciously_balanced","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199820045296/recommended/"},{"id":"8dca0f90-7c32-4cb1-8ae5-d890b40e3a0e","source":"steam","source_id":"steam:228362454","content_type":"review","title":null,"body_preview":"THE BEST GAME EVERRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRR","author":"ᴳᵒᵈ乡ᏒᏢ♕ᏦᎥᏞ","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:06 GMT+0000 (Coordinated Universal 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know why...","author":"Hentai is love, Hentai is life","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197960275249/recommended/"},{"id":"8a9ee33e-59cb-4d40-9b63-e93e71e6ed50","source":"steam","source_id":"steam:228502610","content_type":"review","title":null,"body_preview":"hello guys. may name is antoni. i like goats. and kebab. and csgo. and apex legends. apex legends very good game because very good characters.\r\n\r\n- only downside is MY ♥♥♥♥♥♥♥ TEAMMATES ARE HIGH 95% O","author":"seiryoo","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 Jun 22 2026 00:45:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199383938283/recommended/"},{"id":"f5b262ac-5835-4201-b68b-b3cccd3ecbfd","source":"steam","source_id":"steam:228503357","content_type":"review","title":null,"body_preview":"toooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooo many bugs","author":"shaving cream","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199386538883/recommended/"},{"id":"b941b31b-084e-454e-bfc3-d63188a9845f","source":"steam","source_id":"steam:228506403","content_type":"review","title":null,"body_preview":"it keeps crashing saying intarity error every like 3 days ik my pc is bad but it never did this before","author":"GlocksR4kidz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199441003807/recommended/"},{"id":"feac89e3-9257-4dab-9d5f-2934ca7be3e2","source":"steam","source_id":"steam:228521702","content_type":"review","title":null,"body_preview":"i get a 7 day ban twice over have the name sgt.fuzzynipples. but i can be called slurs and names no child should hear and i get an email stating they didnt take action. if you like the game dont inter","author":"FuzzMasterFlex","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198255139434/recommended/"},{"id":"23d6485c-7e69-4eed-9158-34c5faab5e53","source":"steam","source_id":"steam:228492032","content_type":"review","title":null,"body_preview":"After 1234 hours, I think it's become a classic. Some say it's not as good as it used to be, and I think that's fair. The game has changed a lot over the years but overall the core experience isn't to","author":"Exnem","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","balanced_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198072731911/recommended/"},{"id":"4900429a-298c-4146-94b1-8b0619374223","source":"steam","source_id":"steam:228502819","content_type":"review","title":null,"body_preview":"all time favourite. its free, fun, and runs on linux, mac-os  and windows. you can play tactically or just plain stupid dumb , buit you still will have a lots of fun","author":"Symptom","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197964499169/recommended/"},{"id":"1034dbc8-4e32-4ee5-8856-df0a974df988","source":"steam","source_id":"steam:228504992","content_type":"review","title":null,"body_preview":"i loved this game barely any toxic players balanced weapons nice maps nice community","author":"hatsune miku","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198756979924/recommended/"},{"id":"b54c0546-b6f2-4e5e-9759-603ce260ab64","source":"steam","source_id":"steam:228508885","content_type":"review","title":null,"body_preview":"a fun game my favorite merc is pyro because he can charge in and attack even if he dies you still leave everyone on the enemy team in that range dead or burning","author":"GreyKata","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198878299826/recommended/"},{"id":"6e46adbb-fdd7-4fb9-995b-f623815a45c3","source":"steam","source_id":"steam:228511209","content_type":"review","title":null,"body_preview":"TF2 is awesome and cool and awesome and cool and awesome and cool and awesome and cool.","author":"Dentineer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561199882718943/recommended/"},{"id":"9f3153c1-2bed-493e-a88e-02bd0222ffe0","source":"steam","source_id":"steam:228511333","content_type":"review","title":null,"body_preview":"one of the most fun battle royales nowadays, everything else shot itself in the foot over time, but pubg has remained - despite arguably declining popularity - as one of the more enjoyable experiences","author":"Tyrant_Trainer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198934449914/recommended/"},{"id":"dcb8c214-01e4-4c50-8071-10382e8abf80","source":"steam","source_id":"steam:228515162","content_type":"review","title":null,"body_preview":"LOVE THE BLATENT REVIEW BOOSTING FOR THIS PIECE GAME\n\nwas fun and now is in a special kinda of landfill state.\n\nSave yourself and avoid this ♥♥♥♥.","author":"Cabbage","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198133041537/recommended/"},{"id":"070e7818-2d10-4dd4-b401-279ec300f03d","source":"steam","source_id":"steam:228524083","content_type":"review","title":null,"body_preview":"could some please pleas help though, half my games i get stuck in a loading screen its annoying ive tried everything watched every video and done as much research as possible i run other very high dem","author":"lilwillyvertt","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 Jun 22 2026 00:45:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198332663993/recommended/"},{"id":"105261a9-67da-49eb-935d-47039eeffa55","source":"steam","source_id":"steam:228511527","content_type":"review","title":null,"body_preview":"Nothing keeps going and evolving and engaging, while still staying true to itself, like this game. All others are mere imitations. Talking about you league. GLHF","author":"Swanson.","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198264943677/recommended/"},{"id":"8bdf0292-96b8-47f4-8cf5-d2715344d122","source":"steam","source_id":"steam:228512932","content_type":"review","title":null,"body_preview":"only playing for 300k steam points bundle :steambored::steambored:","author":"Napierdalacz Korbowy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198947412784/recommended/"},{"id":"1d241ff7-71d7-469a-bda3-3086fe871bff","source":"steam","source_id":"steam:228513917","content_type":"review","title":null,"body_preview":"Matchmaking absolutely appalling now. 3/5. Can't play the game because of the changes to behaviour score. Game needs to go downhill, from recent reviews I've seen, I'm not alone.","author":"diversity","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198067447374/recommended/"},{"id":"3c1ff435-93a2-41fa-9a2f-7858d82a96fd","source":"steam","source_id":"steam:228518991","content_type":"review","title":null,"body_preview":"The game get's worse and worse.  You get matched with players who grief, you block them, and they still show up on your team in other matches.   \n\nYou get matched with players who don't know what the ","author":"Freebirdz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198215027973/recommended/"},{"id":"344b3489-00d7-4d07-bba0-f89e072e7963","source":"steam","source_id":"steam:228523093","content_type":"review","title":null,"body_preview":"this game would be a good game if it had a good matchmaking . but just like every other online competetive , it doesnt let u have a winrate higher than 50% if u dont already have a full party... atlea","author":"INFERNIX07","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198316954629/recommended/"},{"id":"d2c2d154-ebc5-4b76-b6e8-f3d4196bbdcf","source":"steam","source_id":"steam:228527386","content_type":"review","title":null,"body_preview":"on my 6th game i play against people with 600 game in players. with that matchmaking yea dude no thx","author":"Cultist Beko","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198141160105/recommended/"},{"id":"00d5c99f-6d4f-4838-9ce4-2bcf253030ad","source":"steam","source_id":"steam:228527807","content_type":"review","title":null,"body_preview":"Please if you are considering and seeing this it is a sign to not play this game","author":"TheMeme","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198276811064/recommended/"},{"id":"c4db72c9-027e-4c01-bd64-4d0626564099","source":"steam","source_id":"steam:228529775","content_type":"review","title":null,"body_preview":"Este juego te quitara la vida poco a poco, te volverás masoquista porqué vas a volver a jugar a pesar de todos los racistas, clasitas, homófobicos, machista e subnormales que hay, no tiene razón la ge","author":"El tio de dKov","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561198009542578/recommended/"},{"id":"940bca83-d324-4269-a79c-fd9864246d7b","source":"steam","source_id":"steam:228526050","content_type":"review","title":null,"body_preview":"They have taken an AKM and say it's an AK47. 1/10 learn some basic Russian weaponsmith.","author":"Kytsune","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:45:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://steamcommunity.com/profiles/76561197970339778/recommended/"},{"id":"51647773-0af4-4935-b71d-1a813ad4406b","source":"guardian","source_id":"guardian:174912156","content_type":"comment","title":null,"body_preview":"Not heard of this piece of Muskratian onanism before. Par for the narcissists' course I suppose. The value of any companies associated with Musk is that created by its skilled employees while the owne","author":"poulter","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","cultural_references"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174912156"},{"id":"9452551b-e294-43c1-83aa-7f1095d292b5","source":"guardian","source_id":"guardian:174912174","content_type":"comment","title":null,"body_preview":"Public transport, FIFTEEN MINUTE CITIES THEY'RE OUT TO GET YOUR CARS MAAAAAAAN","author":"jonbeat","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174912174"},{"id":"20d203f1-8771-479b-b50a-e7435ce138e5","source":"guardian","source_id":"guardian:174912278","content_type":"comment","title":null,"body_preview":"I recall a conversation with an American student from Kentucky, a strong Trump supporter, who told me everyone should have a car because public transport was 'socialist communism'. He could not accept","author":"GAHenty","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174912278"},{"id":"ff73dcde-0363-466b-88f4-f28fe5d43616","source":"guardian","source_id":"guardian:174912291","content_type":"comment","title":null,"body_preview":"Bloody daft. And what happens when a Tesla combusts in the tunnel, as they are prone to do?","author":"DailyPotterer","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174912291"},{"id":"a1499f65-46b8-4efb-90dc-36e93ae59954","source":"guardian","source_id":"guardian:174912348","content_type":"comment","title":null,"body_preview":"Unfortunately, this confirms the direction of travel in \"The West\", which is that to make huge amounts of money it's all about hype, rather than what is actually needed. Even more unfortunately, too m","author":"wormsatone","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174912348"},{"id":"765c9b52-4756-4ed2-ac63-47970ba5d5b7","source":"guardian","source_id":"guardian:174912356","content_type":"comment","title":null,"body_preview":"\"Did he overpromise and underdeliver?\" \n Of course. He's pretty much a con artist. He's not a genius, he has invented nothing. He sure as hell have made himself richer from other people's work and at ","author":"Bortholomew","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0.17540244882716147,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174912356"},{"id":"0e07d16a-f1e0-4930-86ca-5f686d3267b5","source":"guardian","source_id":"guardian:174912365","content_type":"comment","title":null,"body_preview":"The US is beyond addicted to cars, the loops will just end up with traffic jams (\"loop jams\"), then it'll be a skylane loop. Then that'll get sky jams. Eventually there'll be so many traffic jams Amer","author":"PoliteCough","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174912365"},{"id":"7a53c863-bbe7-4615-888c-0e73d3bf14b7","source":"guardian","source_id":"guardian:174912383","content_type":"comment","title":null,"body_preview":"The comparison with the London Tube system makes it clear they should the Vegas tunnels for a subway instead","author":"ukasmo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174912383"},{"id":"9e61ae71-f267-487c-9a0e-327c05f5a9d6","source":"guardian","source_id":"guardian:174912407","content_type":"comment","title":null,"body_preview":"To the person who said this was the most stupid thing - stupid only has 2 syllables so \"stupidest\" is fine.","author":"minceroll","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174912407"},{"id":"03f5983b-f32c-4ef4-9599-cffe97630e6d","source":"guardian","source_id":"guardian:174912420","content_type":"comment","title":null,"body_preview":"As the article points out this is a con. I remember Musk’s promises in Los Angeles. Chicago signed up to a boring loop from the loop to O’Hare. Nothing. Tesla is a con or certainly nothing special. Sp","author":"mikeatsmileend","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","personal_anecdote","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174912420"},{"id":"b56e42d8-0cfd-4441-9372-f60ad995fccd","source":"guardian","source_id":"guardian:174912510","content_type":"comment","title":null,"body_preview":"Musk is essentially a shill for various sorts of Ponzi schemes with a light dusting of engineering to hide the fact. All his business numbers are utterly dreadful in comparison to the grotesque valuat","author":"unclestinky","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.22774104995846356,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174912510"},{"id":"1a4fadcc-30b3-454a-84a4-ff09a1ff7c29","source":"guardian","source_id":"guardian:174912615","content_type":"comment","title":null,"body_preview":"This article is incorrect Tesla received 40% of its net income, not its revenue from selling Tax Credits in 2024,(a numbr which has now signficantly declined)","author":"lukeski","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174912615"},{"id":"30ebd68c-d70f-4910-a096-7407b895966d","source":"guardian","source_id":"guardian:174912677","content_type":"comment","title":null,"body_preview":"Gosh … you’d think he could now sink $10B into actually BORING a more practical SUBWAY SYSTEM using his nifty Tesla batteries. Perhaps develop more Nikola Free Energy systems …or replace th Mississipp","author":"eonphyre","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174912677"},{"id":"002015ef-203c-4707-9c67-fe85ea3310e9","source":"guardian","source_id":"guardian:174912685","content_type":"comment","title":null,"body_preview":"Just another day in Musk grift land. I live outside of Nashville which has been suckered into this nonsense. The anti mass transportation that people believe is mind boggling. It works well just about","author":"viridiana2","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174912685"},{"id":"a7c1d666-d632-4469-b2c7-c82f72efc930","source":"guardian","source_id":"guardian:174912782","content_type":"comment","title":null,"body_preview":"It is only a matter of time before Elon Musk owns everything in the entire world.","author":"william","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174912782"},{"id":"a4870891-566d-4e8b-878c-3d800576844d","source":"guardian","source_id":"guardian:174912802","content_type":"comment","title":null,"body_preview":"Musk can do anything he turns his hand to, he is a jack off of all trades.","author":"william","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174912802"},{"id":"2f1a77f6-160f-407a-a699-795569625b2b","source":"guardian","source_id":"guardian:174913041","content_type":"comment","title":null,"body_preview":"Add longer cars and this is basically a subway already. Not all such public transport operates on rails. And, based on what's in the article, the present system is well-used at certain times, somethin","author":"pip25hu","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174913041"},{"id":"e6378bc8-0282-46f4-8d75-8ecfda12d774","source":"guardian","source_id":"guardian:174913118","content_type":"comment","title":null,"body_preview":"how the trillionaire’s credulous admirers and political clout seem to insulate him from scrutiny, criticism and regulatory red tape, and afford him a degree of control and latitude apparently unavaila","author":"Hesfalleninthewater","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174913118"},{"id":"e8c3366c-7508-429b-9614-871054b5bf77","source":"guardian","source_id":"guardian:174913134","content_type":"comment","title":null,"body_preview":"What exactly about Musk's master plan seems \"too good to be true\"?","author":"mrdudu","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174913134"},{"id":"d587d349-9b8a-4496-99b0-fdbcafcd421c","source":"guardian","source_id":"guardian:174913156","content_type":"comment","title":null,"body_preview":"Musk's last actual product launch was a shit idea and left Tesla with $800m of unsold stock decaying on parking lots. Tesla's core product range is getting dated and there's nothing on the horizon. Sp","author":"Spoonface","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.17518794624828243,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174913156"},{"id":"80d75243-0327-4e69-919a-dbacfebf3717","source":"guardian","source_id":"guardian:174913301","content_type":"comment","title":null,"body_preview":"“A reputation for overpromising and underdelivering,” huh? No wonder Musk thought he could swap to politics.","author":"Pyeshot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174913301"},{"id":"c45e1582-9fd5-4254-9bc2-3a89dbeab805","source":"guardian","source_id":"guardian:174913354","content_type":"comment","title":null,"body_preview":"This is the single dumbest infrastructure project in the history of the USA...and the sad part? The GOP governor of Tennessee is wanting to replicate it underground in Nashville.","author":"DieKatzen","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174913354"},{"id":"c1c9218f-14bf-4a94-8a16-0379c678edca","source":"guardian","source_id":"guardian:174913424","content_type":"comment","title":null,"body_preview":"<blockquote “You have to get permission in advance, as opposed to, say, paying a penalty if you do something wrong, which I think would be much more effective,” he told the libertarian Cato Institute ","author":"apacheman","classification":"human_created","confidence":0.78,"indicators":["strong_opinion_without_equivocation","emotional_authenticity","imperfect_expression","platform_native_voice","natural_digression","absence_of_ai_hedging"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174913424"},{"id":"012943c3-c538-44ec-bad4-dfbb4e920d1c","source":"guardian","source_id":"guardian:174913459","content_type":"comment","title":null,"body_preview":"The funny thing is that visits to Las Vegas are dying off as even the least able punters work out that rather than splash out on flights, food and accommodation and then loses cash betting they can si","author":"Corkerry","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174913459"},{"id":"49480cd9-7d27-41ac-908d-5befd6f5abf8","source":"guardian","source_id":"guardian:174913552","content_type":"comment","title":null,"body_preview":"Oh and the \"flamethrower\" was a home depot weed burner with the plastic case of a chinese airsoft gun bolted to it, idiots actually bought these.","author":"Ilikespoons","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency","specific_details"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174913552"},{"id":"2439d6d5-5e56-42ac-b97a-08be67c0670e","source":"guardian","source_id":"guardian:174913752","content_type":"comment","title":null,"body_preview":"If Musk has time to meddle in UK and EU politics, then he clearly isn’t spending enough time on resolving the problems his various projects are facing.\nAnd I see other comments have been more astute a","author":"WalkthiswayX","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174913752"},{"id":"177b97ef-5e08-45df-970d-58597f9f0f6f","source":"guardian","source_id":"guardian:174913853","content_type":"comment","title":null,"body_preview":"“There’s no real limit to how many levels of tunnel you can have … so you can alleviate any arbitrary level of urban congestion”.\nThey said something like this when they were widening roads everywhere","author":"1Eloise","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174913853"},{"id":"72158489-f665-403a-861f-77122d64d3d7","source":"guardian","source_id":"guardian:174913865","content_type":"comment","title":null,"body_preview":"With no emergency shelter tunnel alongside this must be a death trap? Musk has managed to buy regulatory control in the US","author":"luke99","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174913865"},{"id":"2b3769dc-bed0-4939-ba63-0c75473e9adc","source":"guardian","source_id":"guardian:174940602","content_type":"comment","title":null,"body_preview":"At least we’re doing it together.\nThe clinging onto the definition of the shared culture. I thought this as well when my boy started coming home with yt ideas he saw on school devices of others. We lo","author":"offlinenow","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 Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174940602"},{"id":"eb487c8b-979a-4010-b66e-0ff9a76581b5","source":"guardian","source_id":"guardian:174940744","content_type":"comment","title":null,"body_preview":"It will be interesting to see how the ban impacts sports. A lot of young people get their sports news and interests from social media - clubs especially promote it. If that vanishes over night, what w","author":"MyRedShed","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174940744"},{"id":"71106e79-254d-49a1-bb71-229b79809a69","source":"guardian","source_id":"guardian:174940749","content_type":"comment","title":null,"body_preview":"Perhaps the author is right that the ban isn't a full answer for older children already profoundly impacted by addictive content.\nBut, as a parent of children under 7, I feel hugely relieved at the re","author":"ClaireLondon","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174940749"},{"id":"99122e0a-7a73-4bc8-96fc-4bd47635ec98","source":"guardian","source_id":"guardian:174940757","content_type":"comment","title":null,"body_preview":"Be a proper dad and do your kid and yourself a favour: go for a walk in nature. Nothing more. Simple. You'll both enjoy it.","author":"ourmaninmadrid","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174940757"},{"id":"1f254a4f-1d5b-4ab4-8592-a9269695ddff","source":"guardian","source_id":"guardian:174940835","content_type":"comment","title":null,"body_preview":"The government should never be given the power to decide what you read, watch or listen to.","author":"RAKZIDIAN","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174940835"},{"id":"1778a88a-3a2e-47f8-a004-e09774bf0583","source":"guardian","source_id":"guardian:174940916","content_type":"comment","title":null,"body_preview":"It isn’t that hard to avoid social media, if you really want to.\nQuit, don’t quit, but please don’t make out it’s ever “too late”.","author":"seanpatrick","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174940916"},{"id":"12778289-e6ba-4bae-8834-54e709825702","source":"guardian","source_id":"guardian:174940960","content_type":"comment","title":null,"body_preview":"I suppose I could model better behavior for him. I could put my phone away. I could drag him outside for an aimless walk. I could force him into some elaborate arts-and-crafts project that I will then","author":"pandie","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174940960"},{"id":"edbe50b1-44f0-4729-817e-ae04dda13d96","source":"guardian","source_id":"guardian:174940966","content_type":"comment","title":null,"body_preview":"Get a dumbphone or use a Brick software and you can have your own control over Social Media. I agree with some here that it is not either too late or too difficult. Continuing to wallow in the muck of","author":"MarkPJNY","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.5770051360794741,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174940966"},{"id":"80a9053b-5948-41e7-9eaf-fec71a8419c1","source":"guardian","source_id":"guardian:174941157","content_type":"comment","title":null,"body_preview":"It's been said by others, others far brighter than me/I, but I think it bears repeating: treat all internet sites, search engines, social media as publishers and have them properly fall under OfCom. H","author":"NoneEaten","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174941157"},{"id":"6f6f6598-c9da-49c9-9443-387f02ca826e","source":"guardian","source_id":"guardian:174941550","content_type":"comment","title":null,"body_preview":"I'm old enough to have had to be taught social media by my son. He kicked the habit early (largely because he now works in the comms industry) and I never caught on. My wife, however, has her nose bur","author":"redsinexile","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174941550"},{"id":"2d3f8453-ebb5-4e02-bd31-8c371aba836d","source":"guardian","source_id":"guardian:174941695","content_type":"comment","title":null,"body_preview":"Would it help to realize that you are the consumer that these multi-billion dollar tech companies are raking in billions in revenues off the backs of?\nOr that these companies profit most from division","author":"daiheadjai","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","rhetorical_question","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174941695"},{"id":"07bf2329-3562-491c-a8f7-5b5e7318acdb","source":"guardian","source_id":"guardian:174941711","content_type":"comment","title":null,"body_preview":"It seems ubiquitous. Actually, it isn't. What is ubiquitous, is choice.\nBig tech is nothing without consumers. In particular, most media and social media are nothing without eyes for the ads.\nAs the m","author":"kopykat","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.3147560715162547,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174941711"},{"id":"b844952d-ebcf-4bc9-abff-fc26b92c57fd","source":"guardian","source_id":"guardian:174941745","content_type":"comment","title":null,"body_preview":"Social media plays to the user in the same way as narcotics, people just need their fix whatever damage is caused. It's the new Opium War.","author":"NoahDeere","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","metaphorical_language","terse_reply"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174941745"},{"id":"dbf37346-00fd-4a1c-b3b8-cc53e7ca8250","source":"guardian","source_id":"guardian:174941836","content_type":"comment","title":null,"body_preview":"Isn't it a bit sad not to be able to turn off/live without social media? There is so much else to switch on to and it means more when it's real.\nI don't actually think there should be a ban for under ","author":"StevefromNottingham","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174941836"},{"id":"1fcf3628-13e1-4c61-9c54-e30f135930c0","source":"guardian","source_id":"guardian:174941844","content_type":"comment","title":null,"body_preview":"Not sure how much of this is meant to be satire, but all I feel after reading it is poor child.","author":"Sulkycat","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174941844"},{"id":"78b4b763-a343-4953-a49d-6b152a467266","source":"guardian","source_id":"guardian:174941848","content_type":"comment","title":null,"body_preview":"Certainly it's hard to police what your kids do online, but that's no excuse to cop out and blame the tech companies for the problems.","author":"Gregdn","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174941848"},{"id":"e8a853e4-23f8-46f3-ad7e-3f7a5747bcea","source":"guardian","source_id":"guardian:174942158","content_type":"comment","title":null,"body_preview":"Oh dear, reading this made me feel incredibly sad. Is it really so hard for dad to get off his... phone and do something else with his son?","author":"BerlinBirdie","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174942158"},{"id":"987a47a5-9d01-404a-94f6-867284a90082","source":"guardian","source_id":"guardian:174942171","content_type":"comment","title":null,"body_preview":"Ban everything for everyone… burn the printing press \n How about enforcing regulations?","author":"NotALabourSupporter","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174942171"},{"id":"a3b3f384-a4d3-4d18-a95a-e1f0e7ce121a","source":"guardian","source_id":"guardian:174942196","content_type":"comment","title":null,"body_preview":"I think it's not just the addictive design of social media apps but the very nature of the phones themselves is addictive. \n Human minds are thirsty for \"data\" and having a source of never ending info","author":"Gnaraloony","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","absence_of_ai_template_phrases","imperfect_expression","personal_theory_framing"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174942196"},{"id":"d063f2e5-695f-4423-a22f-68b540dac2a7","source":"guardian","source_id":"guardian:174942218","content_type":"comment","title":null,"body_preview":"\"addicted\" no you aren't. a compulsion is not an addiction.","author":"DoktorDoris","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174942218"},{"id":"73b3ab58-275a-41fd-94a5-4c75ace375bb","source":"guardian","source_id":"guardian:174942250","content_type":"comment","title":null,"body_preview":"Comments will be closing shortly. Thank you for your contributions.","author":"CommunityMod","classification":"human_created","confidence":0.7,"indicators":["template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.127446769325545,"content_class":"automated_moderation","collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174942250"},{"id":"f25cc4b4-7be8-4794-83a7-dea4ef9a6f84","source":"guardian","source_id":"guardian:174942305","content_type":"comment","title":null,"body_preview":"Loved this article Clive! \n As I accompanied my partner on her recent book tour I became hooked and now feel like a born again writers festival attendee. \n It’s pure luxury to sit in a room and hear d","author":"janemurf","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174942305"},{"id":"cb4d10b7-d48b-4036-8da7-112aebc2ba5f","source":"guardian","source_id":"guardian:174942428","content_type":"comment","title":null,"body_preview":"And here in the lovely Wairarapa we have the equally lovely 'Featherston Booktown' each year. \n Make a date Clarke - you and your lovely wife would be more than welcome.","author":"wellywearer2","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174942428"},{"id":"2014e474-bb09-429a-9147-87712ea5d056","source":"guardian","source_id":"guardian:174942594","content_type":"comment","title":null,"body_preview":"what the hell does that say about me then? unwavering lifelong worshipper of books…who has just kept quiet about it for the most part…digests books like food….reading at least one a week, or month, fo","author":"greencorn","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.24661651767685383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174942594"},{"id":"6f3d1e49-db71-4faf-9f40-cd09303a50cd","source":"guardian","source_id":"guardian:174942653","content_type":"comment","title":null,"body_preview":"I’m with you Clarke, I love the buzz of the Sydney Writers Festival and being part of so many people connecting over and chatting about different books. Timing a visit to coincide with the Carriagewor","author":"5bells","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174942653"},{"id":"5a4786e2-b1b0-4ac2-8856-5281b4de3203","source":"guardian","source_id":"guardian:174942673","content_type":"comment","title":null,"body_preview":"I believe that writing (and reading) is a solitary pursuit, not the subject of a love-in at a festival.\nI write in a freezing cold garret above a tobacconist's, largely subsisting on bread, water and ","author":"CHARISMATA","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.1671967514012664,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174942673"},{"id":"00f1dc41-6bd6-4cf2-9b23-4639ca243b39","source":"guardian","source_id":"guardian:174942772","content_type":"comment","title":null,"body_preview":"\"Writers’ festivals are the new raves \"- Maybe because there are more writers now than there are readers? Kidding a little, but it does seem that way looking at the literary internet the past few year","author":"ArundelXVI","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","opinion_expressed"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174942772"},{"id":"2c0caecb-6bef-47c4-bedc-1dcf6f81262b","source":"guardian","source_id":"guardian:174942867","content_type":"comment","title":null,"body_preview":"Collectivism is great. A society is an inclusive collective as well. Maybe we need leaders who accept that instead of believing the rightwing lies that anything collective is socialism, therefore bad.","author":"Bortholomew","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0.17540244882716147,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174942867"},{"id":"81430075-8620-4570-bed3-c63949fe543a","source":"guardian","source_id":"guardian:174942878","content_type":"comment","title":null,"body_preview":"Great article and inspiring to read that the author has rediscovered the joy of printed books! I’m with you. And so are many others with new writer’s festivals popping up all over Australia. Here in G","author":"borderstream","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174942878"},{"id":"8237813b-c2c1-4453-a13b-15d74c0cbe1b","source":"guardian","source_id":"guardian:174943105","content_type":"comment","title":null,"body_preview":"This is sage advice, Clarke. Aside from relaxing one, reading novels engenders empathy too. And we're definitely in need of more empathy & kindness in the world. I need to follow this advice & go back","author":"Musing","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174943105"},{"id":"15a19867-9cc1-40a4-84eb-8d7d61dfef98","source":"guardian","source_id":"guardian:174943196","content_type":"comment","title":null,"body_preview":"Commenting here will close on the half-hour. Thank you for your contributions.","author":"CommunityMod","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality"],"bot_score":0.127446769325545,"content_class":"automated_moderation","collected_at":"Mon Jun 22 2026 00:30:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174943196"},{"id":"6596ee36-6ad8-4f18-af28-1efdfd83a345","source":"guardian","source_id":"guardian:174945967","content_type":"comment","title":null,"body_preview":"‘How and why have queues, previously an occasional annoyance, become ubiquitous?’. I queue every time I get a bus. Which may be more than once a day. Is Emma an ‘every woman for themselves/ survival \n","author":"Sayingmypeace","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174945967"},{"id":"45d504d6-5955-400c-bfbc-41a14cb2d30b","source":"guardian","source_id":"guardian:174945992","content_type":"comment","title":null,"body_preview":"Yes but people (and I'm including myself in this) are generally shit.","author":"Tintenfische","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.2634801339672048,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174945992"},{"id":"dc88c6b1-2d6c-49b2-82da-1f78a9ffbd3c","source":"guardian","source_id":"guardian:174946057","content_type":"comment","title":null,"body_preview":"I strongly suspect that the mechanism by which climate breakdown finally kicks in to a degree which makes even wealthy societies sit up and take notice will be with simultaneous crop failures in a cou","author":"Chris282","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174946057"},{"id":"c8316975-ed90-4327-9983-b83685f0298e","source":"guardian","source_id":"guardian:174946075","content_type":"comment","title":null,"body_preview":"People have always queued for nice restaurants etc but The Excess Queuing Phenomena, it's an obvious hangover from Covid, surely. The worst of which is in pubs. Queuing in pubs should be banned and th","author":"Andyouwillknowme","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.2702202009508072,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174946075"},{"id":"f0ee6e81-1586-471c-be4f-f440403b2493","source":"guardian","source_id":"guardian:174946211","content_type":"comment","title":null,"body_preview":"I hear the baby zoomers are now forming orderly queues at the bar to get their drinks. This is no longer my world. \n Glad I have my pigeon friends. They don't even do pecking orders. It's just a free ","author":"Pigeon","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174946211"},{"id":"ad4c6835-840f-4da8-8ebd-e0cf441db5a6","source":"guardian","source_id":"guardian:174946262","content_type":"comment","title":null,"body_preview":"We lived in Hong Kong briefly 15 years ago and queues for the lastest e.g. restaurant was one of various societal things we felt different at the time. Others included fewer kids, more dogs, more scre","author":"lman81","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","natural_digressions","niche_perspective","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174946262"},{"id":"bfb245fa-2ab4-4f56-9281-17cb6838b68e","source":"guardian","source_id":"guardian:174946274","content_type":"comment","title":null,"body_preview":"You're so behind the times Polly! Recently in France I asked for a pain au chocolat and was informed they are now called a \"chocolatine.\"","author":"iptraveller","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174946274"},{"id":"08f12427-b08f-4e6f-a81c-735b5c3d0553","source":"guardian","source_id":"guardian:174946492","content_type":"comment","title":null,"body_preview":"Can carbs really be that good?Wait till you have to really control your intake of them because of your blood sugar. Yes they can be. (But it wouldn't be a baked spud I dream of.)","author":"unclestinky","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.22774104995846356,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174946492"},{"id":"9f1abaad-4bc8-42ee-a6dc-05d452e04124","source":"guardian","source_id":"guardian:174946740","content_type":"comment","title":null,"body_preview":"Ah, for the pre-internet days - where if you wanted to see an act you had to camp out at the venue to get tickets - and they were all the same price...","author":"TotallyTukTuk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08154629393543245,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174946740"},{"id":"903031a9-c78a-4824-8e8a-c39384b508ee","source":"guardian","source_id":"guardian:174946947","content_type":"comment","title":null,"body_preview":"At the risk of sounding obtuse, time on your hands used to be useful for all those boring things like making new friends, enjoying human connection and unexpected pleasures.","author":"Qube2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.2765151515151515,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174946947"},{"id":"372f089d-12e3-4028-99df-c4675f725b12","source":"guardian","source_id":"guardian:174946989","content_type":"comment","title":null,"body_preview":"Queues are an indicator that you live in a civilised country. \n Where I live, queues are socially prioritised, in an informal way. For instance: I went to my local clinic to get a blood panel done. A ","author":"Oldvinyl","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174946989"},{"id":"9286cf3e-869e-409d-b3c5-d32148ec1b16","source":"guardian","source_id":"guardian:174947095","content_type":"comment","title":null,"body_preview":"Not sure why we Brits bang on about queuing. Everyone does it. In fact the New York story here illustrates the American obsession with it. I lived in the US for a decade and boy do they like to stand ","author":"12ounces","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174947095"},{"id":"f4797e46-ec8c-4ca6-9373-82d600c82d13","source":"guardian","source_id":"guardian:174947144","content_type":"comment","title":null,"body_preview":"It depends what you are queuing for . Is it middle class luxuries or working class necessities ? We are living in the last decades of luxurious urban living . In the 22nd century our descendants we be","author":"inglisam","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174947144"},{"id":"e7557ab6-268c-4f2e-8eac-3b22ba90a69c","source":"guardian","source_id":"guardian:174947374","content_type":"comment","title":null,"body_preview":"Articles like this constantly tell me that I live in a very different world to Guardian world...","author":"Hectormandarin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174947374"},{"id":"75ae371a-1399-4a5a-995d-cf34a66e7ec4","source":"guardian","source_id":"guardian:174947526","content_type":"comment","title":null,"body_preview":"In communist Poland (and I dare say a few other former communist location), people used to queue for days waiting for food items. Members of the family used to swap places in the queue. \n In their dra","author":"Qube2","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","cultural_references","absence_of_ai_signals"],"bot_score":0.2765151515151515,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174947526"},{"id":"b79f2b33-856c-4498-8c2f-b307fed3d059","source":"guardian","source_id":"guardian:174947578","content_type":"comment","title":null,"body_preview":"In the Post Office recently. \n Queue taking for ever because the two staff on duty were clearly doing their best but dreadfully overworked as the queue snaked out the door. \n It was stuffy and airless","author":"Hippaferalkus","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174947578"},{"id":"266b136c-d506-418a-8fdb-79a4c1d55817","source":"guardian","source_id":"guardian:174947909","content_type":"comment","title":null,"body_preview":"I’m going to be grumpy, if I see a queue I instinctively don’t join it. Why would I? Maybe a cinema queue, but a loaf of bread queue! Maybe four or five and the ones you have no choice but to queue, t","author":"Veltatecla","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","genuine_specificity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174947909"},{"id":"69065679-8378-48bb-862d-515186633a7a","source":"guardian","source_id":"guardian:174948013","content_type":"comment","title":null,"body_preview":"I don't mind queuing - as long as it is a fair system. Nothing worse than trying to work out which of several queues will diminish faster. Sometimes you get shunted to finding another queue when your ","author":"techie272","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948013"},{"id":"e65b5192-74a3-4436-99b8-593d76b9d790","source":"guardian","source_id":"guardian:174948066","content_type":"comment","title":null,"body_preview":"People queue in pubs now instead of standing along the bar. I try not to be too conservative about things, but it is so weird. It actually makes it less efficient and more annoying. What is wrong with","author":"Geofffrombykergrove","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948066"},{"id":"cc987ab0-6432-4bbf-81cd-0e17687b640a","source":"guardian","source_id":"guardian:174948184","content_type":"comment","title":null,"body_preview":"The only time I've EVER stood in a queue was to pay my respects to HRH Her Majesty, as she lay in state at Sandringham. Jumping the queue then would have been very bad form and totally disrespectful.\n","author":"CHARISMATA","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.1671967514012664,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948184"},{"id":"c55f9cd8-f75d-45f1-8ca0-c2f65859d5b3","source":"guardian","source_id":"guardian:174948247","content_type":"comment","title":null,"body_preview":"Queuing isn't a cause for celebration or a social experience. It's a sign that something has gone wrong - your train is delayed, the post office counter is understaffed, airport security is working to","author":"tanaquil2","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.24661651767685383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948247"},{"id":"0514d8f5-2be8-451e-af39-ce71d7d86d45","source":"guardian","source_id":"guardian:174948342","content_type":"comment","title":null,"body_preview":"There soon won't be anything to queue for with all the shops closing down. Thanks Rachel. Hopefully she will be gone in a few days.","author":"Tavennaser","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19220684535668514,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948342"},{"id":"34910690-bcd9-48cf-88ad-213ffbf0804e","source":"guardian","source_id":"guardian:174948361","content_type":"comment","title":null,"body_preview":"I can not imagine ever queueing for a café or restaurant, long queues and booking wait times for eateries is a pretention.","author":"Mybeagle","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948361"},{"id":"4612bddc-daba-4afa-80c0-2c41de47c59f","source":"guardian","source_id":"guardian:174948546","content_type":"comment","title":null,"body_preview":"I've been to a bank branch once in the last 3 years to deposit a foreign cheque that I couldn't do via my phone.\nAt the city centre branch, there was a line of about 6 people.\nBut none of them were th","author":"PeteTheBeat","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","imperfect_expression"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948546"},{"id":"b819b323-2248-4e67-a8d2-160917c4dd18","source":"guardian","source_id":"guardian:174948620","content_type":"comment","title":null,"body_preview":"I went to visit my daughter who is studying at Hull University. On the bus from Cottingham to the city centre, I noticed a huge queue outside a church. Old, young all ethnic backgrounds, some singles,","author":"coombsm","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948620"},{"id":"a0908faa-a732-4d2b-9d3c-b208d8bba195","source":"guardian","source_id":"guardian:174948705","content_type":"comment","title":null,"body_preview":"I don't like queues, but a combination of Andy Burnham and online shopping is bound to fix that.","author":"Ariadne_on_Naxos","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4523809523809524,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948705"},{"id":"48732b23-796e-4aac-b62a-45794e1ea0cd","source":"guardian","source_id":"guardian:174948747","content_type":"comment","title":null,"body_preview":"Comments will be closing shortly. Thank you for your contributions.","author":"CommunityMod","classification":"human_created","confidence":0.7,"indicators":["platform_fluency"],"bot_score":0.127446769325545,"content_class":"automated_moderation","collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948747"},{"id":"4d9ae78b-9d7f-463f-b000-448953af510b","source":"guardian","source_id":"guardian:174948758","content_type":"comment","title":null,"body_preview":"1976, Tel Aviv bus station, I was first in the queue. Bus arrives, mass scramble, bus drives off. \n There I am, first in the queue. \n It didn't happen again as I adopted the local custom of elbowing a","author":"anothermackem","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948758"},{"id":"348ff625-eb6f-41d3-9cb9-de17e67490dd","source":"guardian","source_id":"guardian:174948284","content_type":"comment","title":null,"body_preview":"I'd like to see Starmer come out tomorrow and state he's not going anywhere \n Then fight and win. That would be funny. What would press make up then?\nAlternatively come out tomorrow and announce a gen","author":"Gwenhwyvach","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948284"},{"id":"84412322-6d45-4dec-b0be-951ba8e130a4","source":"guardian","source_id":"guardian:174948295","content_type":"comment","title":null,"body_preview":"Polly mentions the Blair government introducing Winter Fuel Payments. An apparently good idea, except for giving it to people like Polly and I who just don't need it. Blair and Brown missed the vital ","author":"Blod","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948295"},{"id":"db59e539-ed93-4092-bffb-ee22d63782f1","source":"guardian","source_id":"guardian:174948307","content_type":"comment","title":null,"body_preview":"So winning a byelection in your own backyard against very weak opposition and the backing of Labour MPs who are more concerned about their jobs and pension accumulations than running the country gives","author":"Percy911","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948307"},{"id":"2ccb0e19-d7c5-4271-abf7-cb45b42ad5fb","source":"guardian","source_id":"guardian:174948318","content_type":"comment","title":null,"body_preview":"The vitriolic attack on disabled people was something Starmer and his Labour Party did, they just followed on from where Tories left. Totally demolishing lives of vulnerable people and why? Why did St","author":"Troublemakernot","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948318"},{"id":"4cb72c79-ee2a-4301-8732-7a8b2d6cd8fd","source":"guardian","source_id":"guardian:174948327","content_type":"comment","title":null,"body_preview":"Will Burnham, if anointed, restore the Labour Whip, to Jeremy Corbyn and Co? Probably not.","author":"Patin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948327"},{"id":"f23e0852-eef0-4a3c-8032-2ea86fb2d965","source":"guardian","source_id":"guardian:174948395","content_type":"comment","title":null,"body_preview":"I don’t understand why the author and people blame Mr Starmer. Have they really already forgotten Boris, Liz, and whoever? While I don’t know about PM personally, is he disliked because he is a clever","author":"Moriya","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 Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948395"},{"id":"3121d59d-8c5f-4065-8427-aaa51c7de096","source":"guardian","source_id":"guardian:174948404","content_type":"comment","title":null,"body_preview":"While I agree with many of the BTL comments that Burnham probably won't be much better than Starmer, I don't really care. I'm just glad Starmer is (as good as) gone now.","author":"GenuineFish","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948404"},{"id":"806ddcb8-c5b1-44c2-9f63-13bfc162ab60","source":"guardian","source_id":"guardian:174948428","content_type":"comment","title":null,"body_preview":"This government got off to such a bad start in terms of tone and the winter fuel allowance. I hope Burnham takes note.","author":"jforbes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948428"},{"id":"c83b1d61-e007-4c78-8a02-c382aa7143b6","source":"guardian","source_id":"guardian:174948438","content_type":"comment","title":null,"body_preview":"How to choose the PM? Surely Andy - the annointed - will arrive at Euston he will then progress through the streets of London down to Downing Street, via Buck palace to be begged by a grateful governm","author":"Tamizdat","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","sarcasm","platform_fluency"],"bot_score":0.40849742053189825,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948438"},{"id":"bdfabecd-b756-44b9-aa41-7a3bb78e8430","source":"guardian","source_id":"guardian:174948452","content_type":"comment","title":null,"body_preview":"Andy. Good luck. First job is to get a chancellor who does not admire Thatcher and who pu5s the needs of ordinary people before stock traders.","author":"Quicksilverson","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948452"},{"id":"5f500539-40f1-4672-b811-e057724cd4a6","source":"guardian","source_id":"guardian:174948461","content_type":"comment","title":null,"body_preview":"Will it be good for the country when Andy Burnham is appointed as PM? Will it be good for the Labour Party? Let's dash down that rabbit hole and find out from the national electorate.","author":"Ariadne_on_Naxos","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0.4523809523809524,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948461"},{"id":"7e7cba7e-db87-4260-8ff9-a6f377a30e59","source":"guardian","source_id":"guardian:174948464","content_type":"comment","title":null,"body_preview":"Uh oh, Polly's onboard with Burnham. Sadly Polly's historical track record has been pretty dodgy when it comes to predicting success. Just look at Kier Starmer, practically out of a job already and he","author":"Makura","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948464"},{"id":"a75fcaaa-30d5-4e05-aa9e-8fca7fd4dc7b","source":"guardian","source_id":"guardian:174948481","content_type":"comment","title":null,"body_preview":"I haven't read the article yet. But I just want to say this: I haven't been the greatest fan of Starmer - his and Reeves' seeming anti-nature rhetoric, sacrificing habitats on the alter of unsustainab","author":"NoneEaten","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","natural_digressions","emotional_authenticity","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948481"},{"id":"90d4f2c8-cd42-4972-9719-63a718ecd4ad","source":"guardian","source_id":"guardian:174948498","content_type":"comment","title":null,"body_preview":"There are an awful lot of people (Labour Party members and others) who feel betrayed by Keir Starmer. This is what he pledged when he ran to be leader:\n\"1. Economic justice   \nIncrease income tax for ","author":"DanteMeetsBosch","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":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948498"},{"id":"f853e40b-42d6-4f12-aca7-9e589a20da55","source":"guardian","source_id":"guardian:174948500","content_type":"comment","title":null,"body_preview":"Toynbee cannot resist continuing to put the boot in can she. Starmer's \"triumph after the Jeremy Corbyn wipeout of 2019\". That would be the REDUCED number of votes when led by Starmer - 9,708,816 vote","author":"Bar4U","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency","specific_data_points"],"bot_score":0.3512219898334969,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948500"},{"id":"ae8d5e82-4ec7-4be0-9259-6b7c49a841fe","source":"guardian","source_id":"guardian:174948502","content_type":"comment","title":null,"body_preview":"Agree with the general theme of the article. Starmer has been \"timid\" ie locked down by corporations. The major first step for AB is to TAX WEALTH HARD. Do that before doing the things that cost money","author":"ShanMorgain","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948502"},{"id":"04f35fd7-f952-40ea-8513-a6303624a3dc","source":"guardian","source_id":"guardian:174948511","content_type":"comment","title":null,"body_preview":"Comments will be closing shortly. Thank you for your contributions.","author":"CommunityMod","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","absence_of_personality","semantic_blandness"],"bot_score":0.127446769325545,"content_class":"automated_moderation","collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948511"},{"id":"c6269495-650b-4cf8-b8d2-2c06e6979b60","source":"guardian","source_id":"guardian:174948521","content_type":"comment","title":null,"body_preview":"Mr Starmer mercilessly expelled thousands and thousands Members of the Labour Party who were considered Hard Socialist.\nThis was a great injustice to democracy and to the Labour Party.\nToday history h","author":"SHaidrani","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948521"},{"id":"37a8c324-4a8b-49f4-b737-671b29b18d03","source":"guardian","source_id":"guardian:174948522","content_type":"comment","title":null,"body_preview":"The reality of Andy Burnham's political track record is that he’s simply an opportunist who consistently abandons his current post the moment he spots a chance for a promotion. The idea that his victo","author":"ThreeBodyProblem","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948522"},{"id":"50eedfda-70f5-438b-b592-3efa4079193a","source":"guardian","source_id":"guardian:174948523","content_type":"comment","title":null,"body_preview":"The Labour Together BS needs to end, that isn't socialism it's Toryism dressed in red. \n I've seen some comments circulating that Andy is enamoured of Josh Simons, a LabTog architect and rabid anti-so","author":"reader197055","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","specific_accusation","direct_quote_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948523"},{"id":"039b2b62-87c1-4de4-8b98-7dd9c91804c0","source":"guardian","source_id":"guardian:174948536","content_type":"comment","title":null,"body_preview":"How do the AB fans on the left feel about his previous position on the 2 state solution?","author":"RichienotsoRich","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948536"},{"id":"0b296d3f-1250-4452-9bc5-3e6d4e200bbe","source":"guardian","source_id":"guardian:174948563","content_type":"comment","title":null,"body_preview":"Whatever people think of Starmer, this whole debacle has further damaged an already perilous reputation of British politics. Labour have alot to answer for here. Not least the fact that we are essenti","author":"PompeyJim85","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948563"},{"id":"bee7c1a0-c34a-4839-a047-e8df912b6f6e","source":"guardian","source_id":"guardian:174948566","content_type":"comment","title":null,"body_preview":"Wow! Comments still open? Something big must be happening tomorrow.","author":"sirah7767","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948566"},{"id":"4751ea46-9509-4771-bea8-64e801eb604d","source":"guardian","source_id":"guardian:174948567","content_type":"comment","title":null,"body_preview":"He's been an MP for three days, and here comes the pile on...ffs.","author":"thanetdfl","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948567"},{"id":"bb8a21ca-56d2-49a0-a5c7-72e84e142511","source":"guardian","source_id":"guardian:174948580","content_type":"comment","title":null,"body_preview":"Keir Starmer defeated himself pretty much before his government got going, by accepting luxuries for himself and his family while axing a benefit for some of the most vulnerable: people too old to go ","author":"Woodlander1917","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948580"},{"id":"7f0aab0e-3da2-4c3b-a7ee-d1fe63423f2c","source":"guardian","source_id":"guardian:174948601","content_type":"comment","title":null,"body_preview":"When Burnham enters No10, he'll probably have an hour or so before the right-wing media circus starts clamouring for a General Election ('the people must have a choice', what we heard during the appoi","author":"42Complex","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948601"},{"id":"765b4a9c-11e8-4f9d-884a-f7493318a268","source":"guardian","source_id":"guardian:174948610","content_type":"comment","title":null,"body_preview":"Voters allegedly dislike Starmer even more than his dismal predecessors. Are these by any chance the same voters that cheerfully voted Leave in their droves, causing billions and billions of damage to","author":"Hermann_Steinpilz","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","cultural_reference","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948610"},{"id":"417cec3a-c414-412f-805d-b2632dc55f2f","source":"guardian","source_id":"guardian:174948009","content_type":"comment","title":null,"body_preview":"\"Palau’s submission includes some data linking nicotine to cardiovascular disease and other health conditions\" - The article does state it wants things banned based on 'addictiveness' but the submissi","author":"MoreCheese","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948009"},{"id":"be3ff896-c6c3-4857-9e78-ca481080e66e","source":"guardian","source_id":"guardian:174948048","content_type":"comment","title":null,"body_preview":"It is a roundabout way of making the argument, considering the conclusion you get to is that Nicotine products can be beneficial (in being a less harmful substitute for tobacco and helping tobacco smo","author":"SnowyJohn","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948048"},{"id":"701972a8-c274-47bf-8759-ea044c683d04","source":"guardian","source_id":"guardian:174948069","content_type":"comment","title":null,"body_preview":"There's no actual moral argument in the article for banning synthetic nicotine. It comes down to \"we don't like addiction\" but doesn't say why with no harms that it's \"bad\". Sure, instinctively many o","author":"Tintenfische","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.2634801339672048,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948069"},{"id":"1ce184b9-3f93-4105-b295-f4a5716e8663","source":"guardian","source_id":"guardian:174948147","content_type":"comment","title":null,"body_preview":"On a sidenote, won't somebody think of the screenwriters who use smoking as an easy shorthand trope to indicate that a protagonist is a rebel, tortured soul, etc, lol.","author":"beadmaker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.289294642685439,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948147"},{"id":"aef3feab-9653-4d25-9b45-317fc8a52ce1","source":"guardian","source_id":"guardian:174948425","content_type":"comment","title":null,"body_preview":"Ex smoker here. Stopped in 2000 (only successful NY resolution ever) Actually smoked yesterday due to the company I was in and the presence of alcohol. Once a smoker always a smoker . \n Vapes are bad,","author":"A_French_Londoner","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","strong_opinions","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948425"},{"id":"cffeda60-d535-4820-908d-20961e68caa5","source":"guardian","source_id":"guardian:174948453","content_type":"comment","title":null,"body_preview":"What about my nightly bowl (pipe) of tobacco? Or the odd cigar i have? Am I not going to be allowed them because others become addicted to the trash sold as cigarettes?","author":"pookamacphellimey","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948453"},{"id":"a7216198-eae7-4e2b-8eb6-8d15614096ec","source":"guardian","source_id":"guardian:174948548","content_type":"comment","title":null,"body_preview":"When you smoke, you pause and take stock. I've heard artists say as much. When you smoke, you pause and take stock of the work, or your life. Or both.\nIt's an enjoyable habit, and it represents a free","author":"BangWangVoom","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.5714285714285714,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948548"},{"id":"1c748d98-3379-48b5-b8e1-5a22fc49643a","source":"guardian","source_id":"guardian:174948673","content_type":"comment","title":null,"body_preview":"I litter-pick, and my route takes me passed two colleges. In the past eighteen months the litter picked has changed significantly, from vapes to cigarette packets. I know there has been a change in th","author":"Pealbrow10","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948673"},{"id":"29763931-a671-4101-98fb-7fd504b5667d","source":"guardian","source_id":"guardian:174948741","content_type":"comment","title":null,"body_preview":"Prohibitionist articles like this escape day-to-day reality. If vapes - let alone cigarettes - are banned, what does history tell us about what happens when alcohol is banned.","author":"Ariadne_on_Naxos","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","historical_analogy","platform_fluency"],"bot_score":0.4523809523809524,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948741"},{"id":"aa136d57-d3b0-4825-992c-a110d0b7446a","source":"guardian","source_id":"guardian:174948751","content_type":"comment","title":null,"body_preview":"Comments will be closing shortly. Thank you for your contributions.","author":"CommunityMod","classification":"human_created","confidence":0.7,"indicators":["platform_fluency"],"bot_score":0.127446769325545,"content_class":"automated_moderation","collected_at":"Mon Jun 22 2026 00:30:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://discussion.theguardian.com/comment-permalink/174948751"},{"id":"a632351d-23ed-419b-beb4-97727133a5a9","source":"lobsters","source_id":"lobsters:c_ook1fw","content_type":"comment","title":null,"body_preview":"I don't think that's any better, it's still just as centralized","author":"mort","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_ook1fw"},{"id":"28c4ed16-4eba-4b7f-8a4d-a81913fa33aa","source":"lobsters","source_id":"lobsters:c_epqy5g","content_type":"comment","title":null,"body_preview":"FYI plc directory is being handed off to an independent Swiss Association so it will be out of the hands of Bluesky PBC\n\nhttps://docs.bsky.app/blog/plc-directory-org","author":"jcalabro","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_epqy5g"},{"id":"436c37ec-4bc8-4df3-81a3-e81bf18b6411","source":"lobsters","source_id":"lobsters:c_thaton","content_type":"comment","title":null,"body_preview":"We're talking about one central service operated by Bsky which there is only one of, which everyone is using regardless of which app server they use or which host their account is on, right? That's no","author":"mort","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_thaton"},{"id":"ecc3c42e-85a4-4134-bba4-04ddbd7dc3b5","source":"lobsters","source_id":"lobsters:c_vepano","content_type":"comment","title":null,"body_preview":"They said that one is tricker to switch. Not that there's no other operator or that switching is not possible.\n\nAlso using that part at all is completely optional","author":"singpolyma","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_vepano"},{"id":"c9d09340-9d36-472a-ad96-617695faadde","source":"lobsters","source_id":"lobsters:c_ewatgn","content_type":"comment","title":null,"body_preview":"A synonym to \"yes except for this one central service that's hard to switch out\", is \"no\"","author":"mort","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_ewatgn"},{"id":"9d21fc7a-e3d6-4386-8251-af7e1aee4e05","source":"lobsters","source_id":"lobsters:c_ddmxrf","content_type":"comment","title":null,"body_preview":"Yes. There are independent operators of every portion of the stack. There's some weirdness with the PLC directory service specifically that would make that particular service trickier to switch over t","author":"notjack","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_ddmxrf"},{"id":"e58ea26f-769d-4f82-a1df-2b343b9b77bd","source":"lobsters","source_id":"lobsters:c_igzhko","content_type":"comment","title":null,"body_preview":"The data is all public. People already scrape and mirror and archive it.","author":"ubernostrum","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.0026486946442330628,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_igzhko"},{"id":"fefa1cf1-3087-49c6-8b16-21758f0bf8d7","source":"lobsters","source_id":"lobsters:c_2ha6el","content_type":"comment","title":null,"body_preview":"spin up bluesky2 on a new domain, but with a full copy of all the original posts and the original social graph\n\n\nWhere does that data come from if the bsky.social PDS (+relays whatever) is completely ","author":"zimpenfish","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1033424811165725,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_2ha6el"},{"id":"a61d44c8-4495-4671-8aa6-2fc5b5925515","source":"lobsters","source_id":"lobsters:c_hl6dn7","content_type":"comment","title":null,"body_preview":"You would just migrate that .bsky.social identity somewhere else. Worst case the new pds doesn’t has your name available anymore and you have to choose either another name or another pds. Or your own ","author":"diktomat","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.0722589881390797,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_hl6dn7"},{"id":"5606cdae-0838-40b5-8a4a-3c6d6a7de740","source":"lobsters","source_id":"lobsters:c_pfmvts","content_type":"comment","title":null,"body_preview":"\"Account recovery where the entity holding the original authentication mechanism has disappeared\" is a very different and harder problem than \"account recovery where I forgot my password, but Bluesky ","author":"quasi_qua_quasi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_pfmvts"},{"id":"b219c702-2035-4a2e-9eb2-954ce00dc71c","source":"lobsters","source_id":"lobsters:c_iwss7s","content_type":"comment","title":null,"body_preview":"I believe account recovery is a thing that's possible to design. If you don't, we'll have to agree to disagree.\n\nMeanwhile, I've laid out for you what I understand the original idea behind Bluesky -- ","author":"ubernostrum","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.0026486946442330628,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_iwss7s"},{"id":"01a84565-a195-4918-82b5-9ad49191a065","source":"lobsters","source_id":"lobsters:c_gs0ff9","content_type":"comment","title":null,"body_preview":"DID is still Bluesky Social PBC also.\n\nThis will apparently change in the fabulous future, but many things might happen in the fabulous future.","author":"David_Gerard","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.2819653211129471,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_gs0ff9"},{"id":"f06d6c97-fa04-42fb-a0a5-4ed5c532db6c","source":"lobsters","source_id":"lobsters:c_ap9xc4","content_type":"comment","title":null,"body_preview":"How do I claim ownership of myusername.bluesky2.whatever? What stops someone else from claiming it? If you use your own domain I can see it working easily, but if you're just using bsky.social then al","author":"quasi_qua_quasi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_ap9xc4"},{"id":"4c53da3a-56fc-41d5-897e-15e5c1c15797","source":"lobsters","source_id":"lobsters:c_8crzfp","content_type":"comment","title":null,"body_preview":"If I was my_user_name.bsky.social, then the replacement could migrate me over as my_user_name.bluesky2.whatever, so although the domain part of my handle would change, the actual user-chosen portion -","author":"ubernostrum","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.0026486946442330628,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_8crzfp"},{"id":"fe6874b6-7f36-447e-92ff-8cebe36a7bad","source":"lobsters","source_id":"lobsters:c_61hk3u","content_type":"comment","title":null,"body_preview":"But if Bluesky-the-entity disappeared, everyone with a foo.bsky.social identity would be out of luck because they wouldn't be able to migrate their account, right? So you'd have a good chunk of the sa","author":"quasi_qua_quasi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_61hk3u"},{"id":"fa308c13-f1c5-4bbc-87cb-8ef6d0d7f908","source":"lobsters","source_id":"lobsters:c_y9mqas","content_type":"comment","title":null,"body_preview":"Bluesky advertises heavily that they are built to solve this problem, and insist that they are solving it well.","author":"orib","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.06818181818181818,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_y9mqas"},{"id":"16899623-455b-4758-bb90-a6912af7fa81","source":"lobsters","source_id":"lobsters:c_jblzhg","content_type":"comment","title":null,"body_preview":"nstead of speculating on what would happen in a hypothetical scenario, I'd like to compare what happens when one bluesky is down vs when mastodon.social is down.\n\n\nYou are free to believe that this is","author":"ubernostrum","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.0026486946442330628,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_jblzhg"},{"id":"2501b518-11fe-4ba5-be5a-f3eddc8f0647","source":"lobsters","source_id":"lobsters:c_5vdiv5","content_type":"comment","title":null,"body_preview":"Currently, mastodon.social is the largest Mastodon instance and is effectively the \"default\" people are steered toward if they decide they want to have a Mastodon account\n\n\nmastodon.social is the larg","author":"PuercoPop","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_5vdiv5"},{"id":"4b492e48-aef1-4f10-98ff-9d441fd11b14","source":"lobsters","source_id":"lobsters:c_9otxho","content_type":"comment","title":null,"body_preview":"There could be. And I think that's the answer Bluesky was originally going for. But there's always another bit of conceptual-Mastodon-ness that pops up in these discussions, and I think it makes peopl","author":"ubernostrum","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.0026486946442330628,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_9otxho"},{"id":"7c3d00a6-549d-41be-ab61-aa672afa7eb5","source":"lobsters","source_id":"lobsters:c_smtoki","content_type":"comment","title":null,"body_preview":"When people ask about instances, they are asking about independent operators. If Bluesky the company disappeared, would there still be a network?","author":"orib","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.06818181818181818,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ew22ks/there_are_no_instances_atproto#c_smtoki"},{"id":"11611084-5a8e-482f-98f1-40f0df63ebae","source":"lobsters","source_id":"lobsters:c_rkpncl","content_type":"comment","title":null,"body_preview":"I wanted to try using Ansel instead of Darktable for a project recently but it didn't have one of the critical modules Darktable has: curves in Lab space.\n\nI know Ansel is quite opinionated and aims f","author":"kqr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","genuine_specificity"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/iscvsu/ansel_better_future_for_darktable#c_rkpncl"},{"id":"665fa9ea-c6ea-4326-a97d-c69650e26f19","source":"lobsters","source_id":"lobsters:c_hfevtl","content_type":"comment","title":null,"body_preview":"Also website link: https://ansel.photos/en/\n\nThe blog is especially interesting piece to read. A lot of technical explanations behind some decisions made in the fork.","author":"TeddyDD","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","genuine_specificity"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/iscvsu/ansel_better_future_for_darktable#c_hfevtl"},{"id":"f04d4857-a7b6-48b0-901d-a76b0fd27dee","source":"lobsters","source_id":"lobsters:c_29s9ed","content_type":"comment","title":null,"body_preview":"Link to repo: https://github.com/aurelienpierreeng/ansel","author":"Aks","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/iscvsu/ansel_better_future_for_darktable#c_29s9ed"},{"id":"d3850eb5-cab8-47e1-a2c6-f0ecf0c193f2","source":"lobsters","source_id":"lobsters:c_bwjiaz","content_type":"comment","title":null,"body_preview":"This is 4h30m long! I am interested in this project but when you call people shit within the first minute why would I want to tune in","author":"benoliver999","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/iscvsu/ansel_better_future_for_darktable#c_bwjiaz"},{"id":"41a6f552-ff14-4e7c-86b9-d3130f409854","source":"lobsters","source_id":"lobsters:c_keyhfb","content_type":"comment","title":null,"body_preview":"Looking at a sampling of the person's writings, he certainly comes across as \"everyone is an idiot but me\". For any project that relies on collaboration, it doesn't matter how smart an individual is i","author":"ekuber","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","emotional_authenticity","imperfect_expression"],"bot_score":0.1927083333333333,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/iscvsu/ansel_better_future_for_darktable#c_keyhfb"},{"id":"371d255c-3edd-4201-a0f0-cf42c5ca51fb","source":"lobsters","source_id":"lobsters:c_snmdx5","content_type":"comment","title":null,"body_preview":"I think the author has done very good work but I must also point out his personnality. Well, I don't really have to point it out myself since he begins the video by saying other peoples' work is shit.","author":"adrien","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.08333333333333331,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/iscvsu/ansel_better_future_for_darktable#c_snmdx5"},{"id":"ca4cb0a0-62e6-4113-b2cd-8a319f790d53","source":"lobsters","source_id":"lobsters:c_f11aqv","content_type":"comment","title":null,"body_preview":"Funny how many of these exist. Mine is at https://codeberg.org/pgeorgi/SNappI, but I'm looking into options to move off ip rule / nftables setup and have the forced input routing of transparent IP con","author":"pgeorgi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","niche_expertise","imperfect_expression"],"bot_score":0.12341790352188464,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/zng304/sockmap_tcp_splicing_future_2019#c_f11aqv"},{"id":"ff32c7fc-d799-4286-a8ec-909a6af605f2","source":"lobsters","source_id":"lobsters:c_sdweqz","content_type":"comment","title":null,"body_preview":"Mine is https://codeberg.org/lindenii/arahli, and yes I'd presume that the current SCM_RIGHTS technique works on BSDs too. However it requires cooperation with the backend server, which isn't great wh","author":"runxiyu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/zng304/sockmap_tcp_splicing_future_2019#c_sdweqz"},{"id":"c4cddd87-cdee-4b4d-a645-e6d150e22518","source":"lobsters","source_id":"lobsters:c_fyvydu","content_type":"comment","title":null,"body_preview":"Not sure I understand what eBPF is giving you here. I have a similar SNI router where I do MSG_PEEK and then pass the original socket on. That technique works on BSDs too.","author":"dgl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/zng304/sockmap_tcp_splicing_future_2019#c_fyvydu"},{"id":"e5288659-7293-475d-b205-817ce1e41d4b","source":"lobsters","source_id":"lobsters:c_efeuub","content_type":"comment","title":null,"body_preview":"I wonder whether I could make my TLS SNI router transparently pass the original socket to the application without needing the application to support a bespoke scm_rights protocol.","author":"runxiyu","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/zng304/sockmap_tcp_splicing_future_2019#c_efeuub"},{"id":"b47eee38-2be3-43ca-8202-6370a728e5ed","source":"lobsters","source_id":"lobsters:c_vyk4n0","content_type":"comment","title":null,"body_preview":"It's 7 years old. Maybe there has been some progress on the performance side?","author":"vbernat","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.046874999999999986,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/zng304/sockmap_tcp_splicing_future_2019#c_vyk4n0"},{"id":"552c59b6-55ac-4cfc-829c-5b9f6f97f0ee","source":"lobsters","source_id":"lobsters:c_icvyrk","content_type":"comment","title":null,"body_preview":"Seems like extended attributes could do the same on macOS.\nDownloads/% xattr something.zip\r\ncom.apple.macl\r\ncom.apple.metadata:kMDItemWhereFroms\r\ncom.apple.quarantine","author":"classichasclass","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/z4vrld/mark_web_pinning_installers_sites#c_icvyrk"},{"id":"40a3a75d-ca28-48ba-a32d-e206e69fe978","source":"lobsters","source_id":"lobsters:c_igtpun","content_type":"comment","title":null,"body_preview":"If this resonates with you, I strongly recommend Gil Tene's \"How not to measure latency\".","author":"frankmcsherry","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dswkwr/meet_alice_alice_is_impatient#c_igtpun"},{"id":"38762648-0467-4203-8c43-e98860d66453","source":"lobsters","source_id":"lobsters:c_shgrqr","content_type":"comment","title":null,"body_preview":"There's a similar result in graph theory which says that almost everybody's friends have more friends than they do. Because highly connected nodes show up in more other nodes' adjacency lists than the","author":"0x2ba22e11","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","polished_first_draft"],"bot_score":0.10185185185185182,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dswkwr/meet_alice_alice_is_impatient#c_shgrqr"},{"id":"0ec015a8-671f-4517-a953-705794107084","source":"lobsters","source_id":"lobsters:c_iyzqhj","content_type":"comment","title":null,"body_preview":"This is actually something I also thought about as well.\n\nI think the easiest example to grasp the problem is surveying the number of passengers on a bus by asking the passengers. You would get a lot ","author":"JulianWgs","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.031046354076522176,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dswkwr/meet_alice_alice_is_impatient#c_iyzqhj"},{"id":"18e7fbdb-02af-4c15-98c7-db6272088c22","source":"lobsters","source_id":"lobsters:c_jo1uxw","content_type":"comment","title":null,"body_preview":"This article made things much clearer to me, thanks for the link!","author":"tsion","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","absence_of_personality","template_phrases"],"bot_score":0.423076923076923,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dswkwr/meet_alice_alice_is_impatient#c_jo1uxw"},{"id":"3f1bddd2-a2a6-461a-8fb7-5aef6c5cf1b2","source":"lobsters","source_id":"lobsters:c_6i7re5","content_type":"comment","title":null,"body_preview":"From an author's perspective, giving a slightly vague title is very useful because it cuts down on the number of replies from people who only read the title, not the article.","author":"0x2ba22e11","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.10185185185185182,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dswkwr/meet_alice_alice_is_impatient#c_6i7re5"},{"id":"8d21f83b-1638-46c7-8355-9466c58824e2","source":"lobsters","source_id":"lobsters:c_cjl1je","content_type":"comment","title":null,"body_preview":"Perhaps needs retitling to something more informative like \"Latency and the inspection paradox\"? The current title basically conveys 0 information 😅","author":"typesanitizer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.0357142857142857,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dswkwr/meet_alice_alice_is_impatient#c_cjl1je"},{"id":"86318b69-9676-44ba-80a1-692f76f4644b","source":"lobsters","source_id":"lobsters:c_uxf7pm","content_type":"comment","title":null,"body_preview":"This is a good explanation of how \"t-weighted\" can correspond to the formula in the article, thanks! However, the central claim in the article is that this formula is somehow reasonable for human perc","author":"tomsmeding","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","natural_digressions","strong_opinions"],"bot_score":0.26923076923076916,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dswkwr/meet_alice_alice_is_impatient#c_uxf7pm"},{"id":"b3fca031-c4a8-412d-ac56-8847fa92a6c0","source":"lobsters","source_id":"lobsters:c_1yt4pg","content_type":"comment","title":null,"body_preview":"Say you have a monitoring dashboard. There, you'd normally compute the mean latency by treating every request equally:\nmean = (sum of all latencies) / (number of requests)\r\n\n\nThat's E[X]. Each request","author":"typesanitizer","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","worked_example","absence_of_ai_indicators"],"bot_score":0.0357142857142857,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dswkwr/meet_alice_alice_is_impatient#c_1yt4pg"},{"id":"29392afe-95b6-49b2-afeb-ceb9aa901ff9","source":"lobsters","source_id":"lobsters:c_wd2bk4","content_type":"comment","title":null,"body_preview":"This is interesting, but the author doesn’t explain why this is true, other than the term “t-weighted” and an equation, neither of which make sense to me. I wish they’d explained it more clearly for p","author":"snej","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.16889564321488543,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dswkwr/meet_alice_alice_is_impatient#c_wd2bk4"},{"id":"a4db121e-64ef-4465-b6ec-e9ea097fa8f1","source":"lobsters","source_id":"lobsters:c_clk4pt","content_type":"comment","title":null,"body_preview":"Sounded interesting. I joined the demo to find everyone was either named “dick” or “balls” (using various Unicode tricks to make the names unique) and were shouting about their penis sizes. What else ","author":"tml","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 Jun 22 2026 00:30:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gdwaqt/town_square_community_deserves#c_clk4pt"},{"id":"0abd58ae-055a-4f82-adc2-5e399895a415","source":"lobsters","source_id":"lobsters:c_xab4er","content_type":"comment","title":null,"body_preview":"So, people cannot use this to connect because it was coded with AI? Would you even have known from using it?\n\nWe don't generally reply with memes around here but here have a confused fillion https://m","author":"apromixately","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gdwaqt/town_square_community_deserves#c_xab4er"},{"id":"4a378698-999c-4f46-a58b-ddc497af8148","source":"lobsters","source_id":"lobsters:c_crwwrt","content_type":"comment","title":null,"body_preview":"Well, given that you admit it was mostly vibecoded, the feeling of genuine human connection is substantially lessened.","author":"naiveai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gdwaqt/town_square_community_deserves#c_crwwrt"},{"id":"25fffed8-3050-4f16-aa5a-4af6d0bb386c","source":"lobsters","source_id":"lobsters:c_jddk7k","content_type":"comment","title":null,"body_preview":"Probably not right now on high traffic. It's a bit too crowded. but I did create wonderful connections with some visitors these days.\nSome other site owners reported the same already, on quieter blogs","author":"cauenapier","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality","natural_digressions"],"bot_score":0.43749999999999994,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gdwaqt/town_square_community_deserves#c_jddk7k"},{"id":"83d72246-1c84-4495-bd30-dd14ed201d8f","source":"lobsters","source_id":"lobsters:c_ibemew","content_type":"comment","title":null,"body_preview":"This is cool but doesn't generate real connection.","author":"radio","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.010354702468277929,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gdwaqt/town_square_community_deserves#c_ibemew"},{"id":"cb122164-0f23-4f75-9759-3c3ee4be4b4c","source":"lobsters","source_id":"lobsters:c_ujwe0a","content_type":"comment","title":null,"body_preview":"Wow this is so similar to something I built ~15 years ago (in 2008) I had to double check if the person behind it was the same person I used to work for (its not!). It was still one of my favorite \"we","author":"mitchellh","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","platform_fluency","self_reference","natural_digressions","emotional_authenticity"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gdwaqt/town_square_community_deserves#c_ujwe0a"},{"id":"a4aecd13-58df-4150-b576-0e868dc4d35b","source":"lobsters","source_id":"lobsters:c_f1qu0z","content_type":"comment","title":null,"body_preview":"Hahaha :), I think I got your point, they weren't just asking for features randomly but because they were enjoying the application so much they wanted to make it even more enjoyable by expanding it.\n\n","author":"oceanhaiyang","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.030350652612474664,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gdwaqt/town_square_community_deserves#c_f1qu0z"},{"id":"5c4ed4be-3a42-4e01-a197-f50ff8a9f6dc","source":"lobsters","source_id":"lobsters:c_k0hnug","content_type":"comment","title":null,"body_preview":"hahahah...lol\nWhen I wrote it, it didn't sound like this in my head :P\nBut now I can't unread it.","author":"cauenapier","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.43749999999999994,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gdwaqt/town_square_community_deserves#c_k0hnug"},{"id":"11113cc5-9e85-4d77-937d-e12429de756b","source":"lobsters","source_id":"lobsters:c_p9ghms","content_type":"comment","title":null,"body_preview":"That’s a unique idea!\n\n\nThey were not just asking for features. They were playing with it, enjoying it, and saying things like how nice it would be if Town Square had this or that.\n\n\nThey were not jus","author":"oceanhaiyang","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.030350652612474664,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gdwaqt/town_square_community_deserves#c_p9ghms"},{"id":"6bebf721-9575-4ac4-a88a-6b5d902896ef","source":"lobsters","source_id":"lobsters:c_78gr9d","content_type":"comment","title":null,"body_preview":"At the beginning you talk about std::println, but the code examples show std::print.\n\nAlso, did std::println(\"\") not work before?\n\nAlso I think you mean \"formerly\", not \"formally\" (about runtime_forma","author":"schuelermine","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","specific_technical_query"],"bot_score":0.12032246764215875,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/xtuz4x/improvements_std_format_c_26#c_78gr9d"},{"id":"08f06eeb-9de6-4a9f-8500-b5b3617e3c58","source":"lobsters","source_id":"lobsters:c_bgc3vx","content_type":"comment","title":null,"body_preview":"Thank you for notice. Someone was playing badly with this. Content moved to the shame board, to have as example of content to be discouraged: https://board-v2.manoel.dev/shame/1#t1p5","author":"lerax","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","synthetic_empathy"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/wgpa6x/cl_bbs_schemebbs_like_textboard#c_bgc3vx"},{"id":"5dd3fa44-a076-498f-8232-4e8020a9aa05","source":"lobsters","source_id":"lobsters:c_ewt83l","content_type":"comment","title":null,"body_preview":"I wanted to post the NY times comment but NY times is banned because of their paywall so here is the paper.","author":"apromixately","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dus74u/remote_work_increases_social_isolation#c_ewt83l"},{"id":"920d98a7-ca00-4b13-9b1e-f5647ff29dd9","source":"lobsters","source_id":"lobsters:c_gih7ms","content_type":"comment","title":null,"body_preview":"Sure, but looking at their own data it wouldn't help someone's situation that much. They'd still be better off trying to get into a relationship.","author":"moverest","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.16707822924338953,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dus74u/remote_work_increases_social_isolation#c_gih7ms"},{"id":"d1acbfb1-3c40-4c36-ad76-5b1f29532fa1","source":"lobsters","source_id":"lobsters:c_apwn2p","content_type":"comment","title":null,"body_preview":"By that I mean that the emphasis should be on the \"living alone\" part and not \"remotely working\" part the way they do.\n\n\nWell, in my opinion changing to a non-remote job is easier than getting into a ","author":"oger","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10937499999999999,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dus74u/remote_work_increases_social_isolation#c_apwn2p"},{"id":"f49b6744-d3f8-488c-af65-3b407cb33e01","source":"lobsters","source_id":"lobsters:c_4ie20d","content_type":"comment","title":null,"body_preview":"Unless I'm missing something, their conclusion seems a bit strange to me given the data presented.\n\nReading their own data it seems like the real factor for isolation and mental distress is living alo","author":"moverest","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.16707822924338953,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dus74u/remote_work_increases_social_isolation#c_4ie20d"},{"id":"9a0b8ea1-f632-4336-ae66-1c685d0c63b5","source":"lobsters","source_id":"lobsters:c_oqd510","content_type":"comment","title":null,"body_preview":"As someone who struggles to create new connections (i.e. I don't have any friends) I'm lucky to have the option to go the office; nobody seems to care if I'm late and it's not that far away from home ","author":"fedemp","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","personal_experience","platform_fluency","suspiciously_balanced"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dus74u/remote_work_increases_social_isolation#c_oqd510"},{"id":"106bed7a-0f28-4bee-9c39-3cb99b86f5b8","source":"lobsters","source_id":"lobsters:c_o8l4qq","content_type":"comment","title":null,"body_preview":"Sure, but I have more time to see my non-work friends now.","author":"Aks","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dus74u/remote_work_increases_social_isolation#c_o8l4qq"},{"id":"2d54dc51-20ce-40f2-8682-f7e0b729c828","source":"lobsters","source_id":"lobsters:c_u5ncrp","content_type":"comment","title":null,"body_preview":"I have always found that it gave me MORE time to be social without the 10-12 of commuting. Yea I did work more hours than I did if I was in an office but I also have more free time!","author":"bondolo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dus74u/remote_work_increases_social_isolation#c_u5ncrp"},{"id":"ded7015e-adc5-4902-8e72-1c525e6ef39a","source":"lobsters","source_id":"lobsters:c_3lxjyu","content_type":"comment","title":null,"body_preview":"Yeah, when remote workers live alone, don't take any time for themselves, and don't have any social hobbies outside of work, they can easily wind up working 60-hour weeks and never going outside.  Tha","author":"dualvariable","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 Jun 22 2026 00:30:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dus74u/remote_work_increases_social_isolation#c_3lxjyu"},{"id":"8b4caeae-8ac0-4c1c-befa-1bf12c14e158","source":"lobsters","source_id":"lobsters:c_6urb8u","content_type":"comment","title":null,"body_preview":"in the past at least the excuse was the time they spent in the water dispenser exchanging ideas.\n\n\nThat was a stupid excuse back then too. I hardly ever discussed stuff with colleagues in the caffeter","author":"algernon","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","natural_digressions","strong_opinions","platform_fluency"],"bot_score":0.09374999999999999,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dus74u/remote_work_increases_social_isolation#c_6urb8u"},{"id":"9f3591ca-fac8-4dfc-b2f8-9fcbbb3a1a88","source":"lobsters","source_id":"lobsters:c_wehrcm","content_type":"comment","title":null,"body_preview":"Forcing people out of isolation through being in an office\n\n\nAnd in the past at least the excuse was the time they spent in the water dispenser exchanging ideas. Now employees want us to talk to a LLM","author":"fedemp","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dus74u/remote_work_increases_social_isolation#c_wehrcm"},{"id":"37f32936-e37d-4757-914f-d4fff8746ce0","source":"lobsters","source_id":"lobsters:c_3wvjnu","content_type":"comment","title":null,"body_preview":"Forcing people out of isolation through being in an office is a paternalistic take that denies people their agency. If people need to be more social, it's a sad world when that is fulfilled through be","author":"mariusor","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.20884500852280263,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/dus74u/remote_work_increases_social_isolation#c_3wvjnu"},{"id":"25a7fa8f-8537-4056-a73d-705b2a29aee5","source":"lobsters","source_id":"lobsters:c_imkm78","content_type":"comment","title":null,"body_preview":"I don't use OCaml but I am always excited about more first-class modules-as-values support","author":"schuelermine","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0.12032246764215875,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/watrw9/ocaml_5_5_0_released#c_imkm78"},{"id":"1468a4d6-dcda-4f87-b16b-03387bd989aa","source":"lobsters","source_id":"lobsters:c_rjhu62","content_type":"comment","title":null,"body_preview":"Incredible additions I welcome dearly.\n\n\nA compiler installation can now be moved or copied with no risk of hard-to-debug errors due to mixing incompatible bytecode runtime interpreters.\n\n\nLet's see i","author":"dasnacl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/watrw9/ocaml_5_5_0_released#c_rjhu62"},{"id":"e839318e-3bba-4bfd-846c-eba3cd7de78c","source":"lobsters","source_id":"lobsters:c_akclpc","content_type":"comment","title":null,"body_preview":"I think more importantly the Nix expression language is missing.","author":"schuelermine","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.12032246764215875,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/gig3cr/nix_build_under_100_lines#c_akclpc"},{"id":"64988704-b735-44a9-a748-5f60ae7fb2f7","source":"lobsters","source_id":"lobsters:c_pkwpvk","content_type":"comment","title":null,"body_preview":"Generally looks neat but I feel like it can look scarier than it is. The clipboard counter, for instance, looks nearly useless for getting almost any interesting information.","author":"schuelermine","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12032246764215875,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hitg0z/loupe_privacy_focused_ios_app_raises#c_pkwpvk"},{"id":"bae05344-a8b2-4bb7-9d87-2bfd2541be55","source":"lobsters","source_id":"lobsters:c_ltvbrg","content_type":"comment","title":null,"body_preview":"Tangential to the plagiarism problem that's the topic of TFA, here's a similar-in-concept older book from Douglas Adams (they re-use existing places' names instead of wordsmithing) :\n\nhttps://en.wikip","author":"linschn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/m36bsm/wholesale_plagiarism_obscure_sorrows#c_ltvbrg"},{"id":"f93a2df0-276d-4c37-86d7-d44470817ed4","source":"lobsters","source_id":"lobsters:c_madjud","content_type":"comment","title":null,"body_preview":"Given the enormous legal liability of ignoring DMCA claims, that should if anything open doors.","author":"marginalia","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/m36bsm/wholesale_plagiarism_obscure_sorrows#c_madjud"},{"id":"54e1d37f-3039-4ff6-993b-a4044d58aefa","source":"lobsters","source_id":"lobsters:c_9tmle3","content_type":"comment","title":null,"body_preview":"They apparently DMCA'ed Google over it twice last year, which Google then ignored.","author":"datarama","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/m36bsm/wholesale_plagiarism_obscure_sorrows#c_9tmle3"},{"id":"8e823738-34f5-468d-8945-3188362b5140","source":"lobsters","source_id":"lobsters:c_5qzb6v","content_type":"comment","title":null,"body_preview":"Would have assumed S & S have a service that flags copyright violations. Perhaps the website is new.","author":"kghose","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.05555555555555553,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/m36bsm/wholesale_plagiarism_obscure_sorrows#c_5qzb6v"},{"id":"0a59f7e8-33ae-41ee-8960-c0b88bbf5d91","source":"lobsters","source_id":"lobsters:c_zr2ler","content_type":"comment","title":null,"body_preview":"Folks keep calling genAI a tool to \"democratize\" creativity. The word they want is \"colonize.\"\n\nGlad to have at least learned about the word sonder from this.","author":"thirdtruck","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","personal_learning"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/m36bsm/wholesale_plagiarism_obscure_sorrows#c_zr2ler"},{"id":"fa800ea7-4369-4d7d-b135-cbc3d7274259","source":"lobsters","source_id":"lobsters:c_gnilaf","content_type":"comment","title":null,"body_preview":"This is pretty interesting.\n\nI'm pretty sure that, after Windows XP, it went back pretty much to how it was in the 90s versions, with a dialogue for choosing a program. It might have been behind a \"le","author":"rainbow_bird","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vutq1m/windows_ui_evolution_clicking#c_gnilaf"},{"id":"ef01de1b-7952-4e40-ba70-1ef59ced0b03","source":"lobsters","source_id":"lobsters:c_1pohab","content_type":"comment","title":null,"body_preview":"I think the web service thing would've been a genuinely good idea if it worked. The text is very stilted though.\n\nI'm not sure I share the dismay at the flat design. I think it may really just be tast","author":"schuelermine","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.12032246764215875,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vutq1m/windows_ui_evolution_clicking#c_1pohab"},{"id":"6d27315c-b6ed-4219-b3eb-00e94d552c04","source":"lobsters","source_id":"lobsters:c_t5mmjk","content_type":"comment","title":null,"body_preview":"I found this series of article quite interesting and even got me to try these old OSes in the https://copy.sh/v86/ emulator again. It's sad how things have gone downhill in many aspects and it's not j","author":"moverest","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.16707822924338953,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vutq1m/windows_ui_evolution_clicking#c_t5mmjk"},{"id":"648e656e-4206-40a0-89d6-ee879b32b7fb","source":"lobsters","source_id":"lobsters:c_oym7yd","content_type":"comment","title":null,"body_preview":"the actual, objectively best version was win2k :^)","author":"gir","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.06249999999999999,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vutq1m/windows_ui_evolution_clicking#c_oym7yd"},{"id":"dfb56ef8-268a-4696-a14e-1ef3c5f021ae","source":"lobsters","source_id":"lobsters:c_aynpzk","content_type":"comment","title":null,"body_preview":"You skipped Windows 7 even though it was objectively the best Windows!","author":"apromixately","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vutq1m/windows_ui_evolution_clicking#c_aynpzk"},{"id":"8302ed2a-962b-4be2-9cff-f6ea2841f5ac","source":"lobsters","source_id":"lobsters:c_l5t4rx","content_type":"comment","title":null,"body_preview":"I gave my coding agent skills to query cloudwatch logs and dynamodb, and now it can root-cause prod errors in 5 minutes that would seriously take me at least an hour to figure out.\n\n(Hopefully my skil","author":"joelgrus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.24661651767685383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/77kygu/effective_use_cases_for_llms#c_l5t4rx"},{"id":"bfcd5eae-0d4e-47e7-8c55-3a7a3de769df","source":"lobsters","source_id":"lobsters:c_eyzsh8","content_type":"comment","title":null,"body_preview":"Mutation testing is made significantly easier to implement with LLMs.","author":"nwjsmith","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/77kygu/effective_use_cases_for_llms#c_eyzsh8"},{"id":"b04aea77-f5cb-49a9-a6bd-d885a860e1cc","source":"lobsters","source_id":"lobsters:c_axwl7m","content_type":"comment","title":null,"body_preview":"Personally I self-host Open WebUI as my ChatGPT.com-like interface.  There’s some performance issues but otherwise it feels good.  I tried integrating with Kagi Search but it’s starting to feel a bit ","author":"markerz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.08175123685521798,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/77kygu/effective_use_cases_for_llms#c_axwl7m"},{"id":"dea9a8f4-3189-4db7-9337-15eae5d264de","source":"lobsters","source_id":"lobsters:c_6zkmrb","content_type":"comment","title":null,"body_preview":"These types of queries are where small LLMs with tool calling should shine, if you integrate them with web search or a knowledge base. Unfortunately I don't know a good system to self-host this.","author":"pyfisch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.20041156257672282,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/77kygu/effective_use_cases_for_llms#c_6zkmrb"},{"id":"b5a5074a-04ac-4302-bd0d-1ce38aab31d0","source":"lobsters","source_id":"lobsters:c_1bivhh","content_type":"comment","title":null,"body_preview":"Be careful with this sort of thing: that query is pretty close to the query \"how many buildings are in NYC\", for which an LLM gave an answer to me that was off by more than an order of magnitude.","author":"justinpombrio","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.16493055555555552,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/77kygu/effective_use_cases_for_llms#c_1bivhh"},{"id":"5008665b-3e2e-4b82-bcc2-4dd02006cdca","source":"lobsters","source_id":"lobsters:c_fkxi6b","content_type":"comment","title":null,"body_preview":"interesting! for both of these, i'd probably do a google search (or, searx ng in my case), or for spellng, i use the krunner spellcheck plugin, or wordhippo for synonyms/antonyms (i have a custom sear","author":"kraxen72","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0.18032786885245897,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/77kygu/effective_use_cases_for_llms#c_fkxi6b"},{"id":"c52d6c51-85af-47a4-b8ca-87fee7a095d4","source":"lobsters","source_id":"lobsters:c_salvl6","content_type":"comment","title":null,"body_preview":"I also like LLMs for Google searches where I’d take the “average” result and highlight outliers.  For example, I often load the top 5 recipes and see the range of ingredients and quantities I could us","author":"markerz","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.08175123685521798,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/77kygu/effective_use_cases_for_llms#c_salvl6"},{"id":"b8679dc7-d836-4adf-9629-023f5526d22d","source":"lobsters","source_id":"lobsters:c_xxgra3","content_type":"comment","title":null,"body_preview":"On a Mac/iPhone, you have an offline dictionary; as a non-native speaker, I also use a spell checker. And I would not trust a small LLM for factual information like NYC metro population.","author":"abareplace","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","strong_opinion"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/77kygu/effective_use_cases_for_llms#c_xxgra3"},{"id":"e7e32c85-7969-467d-b0f1-a1682babbccf","source":"lobsters","source_id":"lobsters:c_bb2pc9","content_type":"comment","title":null,"body_preview":"I sometimes use small models* to replace simple google searches where I'd only look at the AI overview anyways. Stuff like \"neccessary or necessary\", or \"NYC metro population\"\n\n*small enough to be fas","author":"bartz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/77kygu/effective_use_cases_for_llms#c_bb2pc9"},{"id":"1bc16266-1ddc-445c-ab18-87f94802f535","source":"lobsters","source_id":"lobsters:c_smfp6p","content_type":"comment","title":null,"body_preview":"Is this default frigate behavior, or are you doing something special on top?","author":"Vaelatern","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/77kygu/effective_use_cases_for_llms#c_smfp6p"},{"id":"db9e3027-7fc9-4055-9ff3-e5c024901d6e","source":"lobsters","source_id":"lobsters:c_bsl8on","content_type":"comment","title":null,"body_preview":"A local LLM has effectively ended false-positive alarms from my security cameras (Frigate NVR) by analyzing the video of motion-trigger alerts to discriminate between real and false triggers.\n\nIve tau","author":"nugget","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/77kygu/effective_use_cases_for_llms#c_bsl8on"},{"id":"d8e6ceda-8165-489f-a53e-7cf5e3975d84","source":"lobsters","source_id":"lobsters:c_loonpz","content_type":"comment","title":null,"body_preview":"previously, a robust jobserver implementation that uses FUSE so it is compatible with GNU make’s named pipe protocol","author":"fanf","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/1jcvyh/robust_jobserver#c_loonpz"},{"id":"c03a64ca-1e10-4128-81f2-1dce202e64a0","source":"lobsters","source_id":"lobsters:c_y2b5v3","content_type":"comment","title":null,"body_preview":"I remember seeing and playing with AmigaOS 1.whatever, and being impressed by having a bitmapped display that actually did stuff, compared with my Sinclair QL, which had to be told practically everyth","author":"johnklos","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_experience_anecdote","platform_fluency","emotional_authenticity"],"bot_score":0.06872349188565663,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/ontg5a/amigaos_2_greatest_upgrade#c_y2b5v3"},{"id":"b2e9b6d1-838d-4053-b0db-c0592d9b09da","source":"lobsters","source_id":"lobsters:c_kjggpg","content_type":"comment","title":null,"body_preview":"The T2 Macs have the T2 act as the root of trust and start the x86 CPU.","author":"calvin","classification":"human_created","confidence":0.7,"indicators":["terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/5j33bp/apple_internals_swift_kernel#c_kjggpg"},{"id":"49015480-35d6-4ac9-bb3e-112389c5a7a7","source":"lobsters","source_id":"lobsters:c_jfcdbd","content_type":"comment","title":null,"body_preview":"TIL about bridgeOS. Wikipedia claims it loads before UEFI services load. Is that true?","author":"schuelermine","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12032246764215875,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/5j33bp/apple_internals_swift_kernel#c_jfcdbd"},{"id":"4983a284-668a-426e-bb55-437e865da2a3","source":"lobsters","source_id":"lobsters:c_zplkuj","content_type":"comment","title":null,"body_preview":"This is interesting as heck, TIL about Embedded Swift. I'm gonna have to see if this works out well enough with WebAssembly to be useful for my evil plans with Anubis.","author":"cadey","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/5j33bp/apple_internals_swift_kernel#c_zplkuj"},{"id":"0ffed986-91e3-46ba-b716-f0b90aee1bfc","source":"lobsters","source_id":"lobsters:c_ljfs2p","content_type":"comment","title":null,"body_preview":"My problem with Doom Emacs is that a doom upgrade may spell … doom. I wish they had stable releases.","author":"rpaulo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s1ep1w/is_anyone_still_using_emacs#c_ljfs2p"},{"id":"935be47d-3378-40a6-9558-2232aefc4600","source":"lobsters","source_id":"lobsters:c_wu0tx9","content_type":"comment","title":null,"body_preview":"look at my terminal and say \"oh that's cool can I try\" and dig into the cli tools.\n\n\nI'd love to be able to say the same thing, but when people have seen me using or talking about CLI tools, they've u","author":"jmmv","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.19207822924338946,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s1ep1w/is_anyone_still_using_emacs#c_wu0tx9"},{"id":"46205b91-d665-4219-9ce6-a72bf99a6cee","source":"lobsters","source_id":"lobsters:c_tpo20y","content_type":"comment","title":null,"body_preview":"I think the push to cli thing is maybe one additional reason, but I wouldn't bet on it being a major driver.\n\nI've seen a lot of people - actually only a few if we're talking relative numbers - look a","author":"zladuric","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.18749999999999994,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s1ep1w/is_anyone_still_using_emacs#c_tpo20y"},{"id":"c4f0d838-51f3-40ba-a114-7ffb64e9960b","source":"lobsters","source_id":"lobsters:c_mdrd4p","content_type":"comment","title":null,"body_preview":"Not really. You just get a crappier GUI in the terminal, but Emacs is descended from graphical workstations in the first place.","author":"madhadron","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s1ep1w/is_anyone_still_using_emacs#c_mdrd4p"},{"id":"e7fe2afe-141f-4e62-9db3-e717cd1a085e","source":"lobsters","source_id":"lobsters:c_mcjrnr","content_type":"comment","title":null,"body_preview":"Really Emacs is a GUI. Even if you run it in a terminal it draws a GUI there","author":"singpolyma","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s1ep1w/is_anyone_still_using_emacs#c_mcjrnr"},{"id":"a0dd6215-dd14-47e7-b8a9-22eab63cf960","source":"lobsters","source_id":"lobsters:c_x8eebm","content_type":"comment","title":null,"body_preview":"It's been a while, but I'm pretty sure I did a bit of both. After reviewing my question around running man in TRAMP Eshell session I am reminded that there could be some paper cuts in that area, but I","author":"stig","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","self_reference","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s1ep1w/is_anyone_still_using_emacs#c_x8eebm"},{"id":"4e9aa6cd-af5d-4115-8315-2599e76b6b04","source":"lobsters","source_id":"lobsters:c_jmuadu","content_type":"comment","title":null,"body_preview":"Huh. I've had problems specifically with SSH under Eshell. That's one of the few things I still use a regular terminal emulator for. Thanks for prodding me to invesigate more instead of giving up righ","author":"kqr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s1ep1w/is_anyone_still_using_emacs#c_jmuadu"},{"id":"d17e5155-7f18-4f64-b4fd-d45769003181","source":"lobsters","source_id":"lobsters:c_eedh4j","content_type":"comment","title":null,"body_preview":"I think that would remove the local one. From my memory (and referencing an old SE post) the path to remote files would be something like: cd /ssh:example.com:/, so I would expect rm /ssh:example.com:","author":"stig","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","specific_technical_detail"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s1ep1w/is_anyone_still_using_emacs#c_eedh4j"},{"id":"f311d17d-99c3-469b-8b88-4d8f4365840f","source":"lobsters","source_id":"lobsters:c_4h43zx","content_type":"comment","title":null,"body_preview":"Eshell and tramp scares me a bit. For example, when I ssh in to a machine and run whoami, it returns the user of my laptop. If my pwd is on the remote machine and I run rm /XX, it's unclear if it remo","author":"mccd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1532894529672471,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s1ep1w/is_anyone_still_using_emacs#c_4h43zx"},{"id":"ebf3d84f-b7b1-479b-a725-a8fbd018bf95","source":"lobsters","source_id":"lobsters:c_bhhqme","content_type":"comment","title":null,"body_preview":"It’s been a while (I don’t use remote access in my current job) but I tended to ssh from within Emacs, using Eshell. It means I don’t have to care if the machines use zsh or bash, since Eshell abstrac","author":"stig","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s1ep1w/is_anyone_still_using_emacs#c_bhhqme"},{"id":"68cc3006-7d43-41ae-873d-5ac24d135ed2","source":"lobsters","source_id":"lobsters:c_l2o0nc","content_type":"comment","title":null,"body_preview":"I mostly use the GUI, but mainly as a slightly prettier and nicer (scroll bar, gutters, 3d shading on the modeline, etc.) version of terminal Emacs.  My config runs just as well on terminal Emacs, tho","author":"Boojum","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s1ep1w/is_anyone_still_using_emacs#c_l2o0nc"},{"id":"4455e9d4-7939-4d14-b275-28a1481eaca4","source":"lobsters","source_id":"lobsters:c_kfk4vi","content_type":"comment","title":null,"body_preview":"Sure, and I occasionally use the GUI too when I directly work on the local machine (which is rare). But the fact that I can use the exact same configuration in the shell is the key feature for me. I d","author":"jmmv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.19207822924338946,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s1ep1w/is_anyone_still_using_emacs#c_kfk4vi"},{"id":"fb4cc2ae-152c-4452-b922-616f3c60aa42","source":"lobsters","source_id":"lobsters:c_gqjxjb","content_type":"comment","title":null,"body_preview":"I tried tramp a few times and it never stuck because it was too slow. Recently, I tried tramp-rpc and now I'm sold.\n\nI would recommend trying tramp-rpc if have the patience to install it.","author":"green7ea","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_and_recommendation","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s1ep1w/is_anyone_still_using_emacs#c_gqjxjb"},{"id":"5c295478-8700-4a15-8c05-0bfb6f5a9538","source":"lobsters","source_id":"lobsters:c_k3rxgt","content_type":"comment","title":null,"body_preview":"Have you tried Tramp? Saves you having to install Emacs & sync config to multiple machines, and lets you use GUI Emacs everywhere.","author":"stig","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s1ep1w/is_anyone_still_using_emacs#c_k3rxgt"},{"id":"fa390039-ceb1-44dd-95d6-d1da8d30b97b","source":"lobsters","source_id":"lobsters:c_torm1y","content_type":"comment","title":null,"body_preview":"I don't. I deliberately install emacs-nox on all my machines to keep the local experience the same as the remote one.\n\nI've been using emacs on essentially everything since a few things happened at al","author":"brucehoult","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s1ep1w/is_anyone_still_using_emacs#c_torm1y"},{"id":"5f0aee1a-a73a-4e96-ad54-d303d2cdb23d","source":"lobsters","source_id":"lobsters:c_ht9uvb","content_type":"comment","title":null,"body_preview":"I think most Emacs users are using the GUI. I don't have the numbers, but I would bet it's the vast majority.","author":"thesadsre","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","platform_fluency","imperfect_expression"],"bot_score":0.05041156257672284,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s1ep1w/is_anyone_still_using_emacs#c_ht9uvb"},{"id":"df3a6dff-d777-428a-bba2-de8ffc04d37f","source":"lobsters","source_id":"lobsters:c_r99p4v","content_type":"comment","title":null,"body_preview":"Absolutely. People used to laugh at me for creating CLI wrappers around things and small binaries that automated parts of a workflow. They thought a GUI or web application was better suited. Hah!\n\nCLI","author":"kqr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.17187499999999997,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s1ep1w/is_anyone_still_using_emacs#c_r99p4v"},{"id":"368105cc-54da-4cb9-9c25-85967833eeba","source":"lobsters","source_id":"lobsters:c_mdjyr4","content_type":"comment","title":null,"body_preview":"I'm witnessing how highly-positioned people (at work) are \"discovering\" command line tools now that they are \"forced\" to interact with CLI-based coding agents\n\n\nThis does feel like the one silver lini","author":"nemin","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":"Mon Jun 22 2026 00:30:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s1ep1w/is_anyone_still_using_emacs#c_mdjyr4"},{"id":"b1a83f20-3b0c-4f61-9d92-e5c3a4e8fdc1","source":"lobsters","source_id":"lobsters:c_qwemcc","content_type":"comment","title":null,"body_preview":"I wrote this piece because I found the topic... hilarious. Not because of this specific question, but because I'm witnessing how highly-positioned people (at work) are \"discovering\" command line tools","author":"jmmv","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.19207822924338946,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/s1ep1w/is_anyone_still_using_emacs#c_qwemcc"},{"id":"85dc6c02-78c4-47a0-85b7-777993fbad4f","source":"lobsters","source_id":"lobsters:c_xapmfu","content_type":"comment","title":null,"body_preview":"Never could think I'd say that but we need stronger DRM.\n\n\nAbsolutely no, we do not.  The only way of achieving this - and it would still get broken - would be to use crypto enclaves in attested hardw","author":"duncan_bayne","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lbjdlo/what_s_advice_for_llm_poisoning_artwork#c_xapmfu"},{"id":"fd6cb2a9-cc07-40e0-9298-65224a3b66c4","source":"lobsters","source_id":"lobsters:c_yfdtjk","content_type":"comment","title":null,"body_preview":"Piracy is illegal too, and we know how that one went.\n\nYou don't even have to crack the DRM yourself! In fact, I would guess that AI companies are already (unwittingly?) training their models on data ","author":"dzwdz","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.07957822924338949,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lbjdlo/what_s_advice_for_llm_poisoning_artwork#c_yfdtjk"},{"id":"c7a9a1b8-62be-410f-a60f-74b3147dfb6d","source":"lobsters","source_id":"lobsters:c_4rd3km","content_type":"comment","title":null,"body_preview":"DRM could work, not for technical reasons, but because it's really fucking illegal to circumvent DRM as of the DMCA.","author":"marginalia","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lbjdlo/what_s_advice_for_llm_poisoning_artwork#c_4rd3km"},{"id":"d3bbbaee-27b6-4960-99ab-e3a43f756515","source":"lobsters","source_id":"lobsters:c_qrnafe","content_type":"comment","title":null,"body_preview":"Fortunately DRM does not and cannot work.\n\nEven if it did, it would be a mistake to assume it would be deployed to protect the rights of anyone but the already powerful.","author":"hailey","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.2264097655573916,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lbjdlo/what_s_advice_for_llm_poisoning_artwork#c_qrnafe"},{"id":"9e9b520b-6c72-4386-9c8d-173ad8bb3ed7","source":"lobsters","source_id":"lobsters:c_iix5mw","content_type":"comment","title":null,"body_preview":"\"Microsoft/Apple/Google/governments\" ... one of these things is not like the others.","author":"scraps","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.21874999999999997,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lbjdlo/what_s_advice_for_llm_poisoning_artwork#c_iix5mw"},{"id":"d3d47542-dafd-4d17-a58d-cd4375526365","source":"lobsters","source_id":"lobsters:c_fu7pxm","content_type":"comment","title":null,"body_preview":"I get the sentiment, and I understand that the status quo isn't great. But I doubt that involving Microsoft/Apple/Google/governments to restrict our computing will benefit individuals.","author":"bitshift","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lbjdlo/what_s_advice_for_llm_poisoning_artwork#c_fu7pxm"},{"id":"0fe68434-de96-44e3-8999-09a62c78cbd6","source":"lobsters","source_id":"lobsters:c_5eltzc","content_type":"comment","title":null,"body_preview":"the argument has consistently been “corporations should not have all the power at the expense of individuals” so although the times have changed I think the spirit remains the same","author":"scraps","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_indicators"],"bot_score":0.21874999999999997,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lbjdlo/what_s_advice_for_llm_poisoning_artwork#c_5eltzc"},{"id":"602474ea-1f35-486a-bb62-32e84560ce28","source":"lobsters","source_id":"lobsters:c_gidet1","content_type":"comment","title":null,"body_preview":"You know the situation is dire when you visit your favorite hacker forums and see people arguing for DRM.","author":"BenjaminRi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lbjdlo/what_s_advice_for_llm_poisoning_artwork#c_gidet1"},{"id":"62024318-b658-4d30-b649-8c98ed30885f","source":"lobsters","source_id":"lobsters:c_1qgttw","content_type":"comment","title":null,"body_preview":"Never could think I'd say that but we need stronger DRM. The one that can trace provenance into the models (and is unclear if it can ever exist at all). Other than that am afraid your wife has a point","author":"varjag","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lbjdlo/what_s_advice_for_llm_poisoning_artwork#c_1qgttw"},{"id":"bcda4aa5-0f9f-46ef-b642-1e99434b57ed","source":"lobsters","source_id":"lobsters:c_leo8eh","content_type":"comment","title":null,"body_preview":"The problem with poisoning, or even just hiding art that LLMs have access to is that we don't know, and cannot know how well it works, because it all goes into a black box. If she doesn't want them in","author":"algernon","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","synthetic_empathy","platform_fluency"],"bot_score":0.09374999999999999,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lbjdlo/what_s_advice_for_llm_poisoning_artwork#c_leo8eh"},{"id":"0cac3562-6a1f-4781-9aaa-f900a696ae4a","source":"lobsters","source_id":"lobsters:c_n57tlj","content_type":"comment","title":null,"body_preview":"Much as I hate it, I think this is generally the situation for any human creative expression.\n\nIf you don't want it to fuel the slop machines, you can't share it publicly.","author":"datarama","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lbjdlo/what_s_advice_for_llm_poisoning_artwork#c_n57tlj"},{"id":"e09dce79-6175-465d-a092-4e2ebe7f219b","source":"lobsters","source_id":"lobsters:c_ouom50","content_type":"comment","title":null,"body_preview":"I think your wife has the right instinct. Just don't put it online, at least not in public.","author":"orib","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.06818181818181818,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lbjdlo/what_s_advice_for_llm_poisoning_artwork#c_ouom50"},{"id":"48f912db-26dd-4bb3-9120-a239d021496d","source":"lobsters","source_id":"lobsters:c_fceixt","content_type":"comment","title":null,"body_preview":"Where do I know Jingna Zhang from? I feel like I've seen them around before. That profile picture looks familiar.","author":"junon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1301065103715944,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lbjdlo/what_s_advice_for_llm_poisoning_artwork#c_fceixt"},{"id":"f8eb3de2-af3b-4edb-83b8-1e2f437def6c","source":"lobsters","source_id":"lobsters:c_rziudv","content_type":"comment","title":null,"body_preview":"update:\nlook into cara:\nmy artist friend has her stuff there and she seems to be happy with it.\n\nit's artist-first and outspokenly anti ai. they even seem to have an integration with glaze to protect ","author":"kraxen72","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","niche_expertise","imperfect_expression"],"bot_score":0.18032786885245897,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lbjdlo/what_s_advice_for_llm_poisoning_artwork#c_rziudv"},{"id":"7a6d07e3-b2a4-4269-bff2-74982c2e006f","source":"lobsters","source_id":"lobsters:c_d9lnra","content_type":"comment","title":null,"body_preview":"I've made some edits for clarity.  The reason not to JIT is to maintain the W^X memory promise, which a JIT can't keep since it writes code into a writable-executable page.","author":"atgreen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/agw0rr/performance_improvements_libffi#c_d9lnra"},{"id":"fe5261c8-e378-4527-aa2f-bd2df37ea9bf","source":"lobsters","source_id":"lobsters:c_lizcls","content_type":"comment","title":null,"body_preview":"Felt the same way. In particular:\n\n\nMost of those instructions aren’t moving argument bytes. They’re deciding where the bytes go. The x86-64 calling convention has genuine rules,\n\n\nWhat is the functio","author":"hailey","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.2264097655573916,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/agw0rr/performance_improvements_libffi#c_lizcls"},{"id":"789de622-538d-40d5-a874-718ee863a88d","source":"lobsters","source_id":"lobsters:c_dwog1w","content_type":"comment","title":null,"body_preview":"Felt the same way about the post. Went to the repo, saw all the work had the Claude co-authorship.","author":"wrl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.20884500852280263,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/agw0rr/performance_improvements_libffi#c_dwog1w"},{"id":"bdc276bb-0f4d-40c5-b0d9-b66294c93f47","source":"lobsters","source_id":"lobsters:c_hjlgvp","content_type":"comment","title":null,"body_preview":"It's rare that I feel like LLM scent gradually increases throughout an article. I'm going to guess that the author started writing and just got tired at some point. Independent of the LLMness, it also","author":"orib","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","absence_of_ai_signals"],"bot_score":0.06818181818181818,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/agw0rr/performance_improvements_libffi#c_hjlgvp"},{"id":"7b42c89b-ca19-4905-a7a2-f39afe21a05e","source":"lobsters","source_id":"lobsters:c_azzuhp","content_type":"comment","title":null,"body_preview":"ohhh, just recently i upgraded my formerly supported device to 25.12 and it stopped booting. maybe i should try again with this verison :)","author":"gir","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.06249999999999999,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kn7fi8/postmarketos_v26_06_alpen_avocado#c_azzuhp"},{"id":"85dd668d-df51-4dd4-85ce-47c223d9c883","source":"lobsters","source_id":"lobsters:c_iygxa0","content_type":"comment","title":null,"body_preview":"I think something Graphene (and Sailfish, after Jolla stopped trying to do hardware) did well was focus on few devices and get them working REALLY well.\n\n\nIt's mostly because they use vendor kernels w","author":"funderscore","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","technical_depth_with_perspective"],"bot_score":0.2839733817698748,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kn7fi8/postmarketos_v26_06_alpen_avocado#c_iygxa0"},{"id":"4a7f467f-d7ed-4a51-ae43-bf63e8be8393","source":"lobsters","source_id":"lobsters:c_chlovj","content_type":"comment","title":null,"body_preview":"What I've personally seen from people daily driving pmOS is they'd typically take a secondary android phone only for calls and mobile data. That's what I'd personally recommend if you can.","author":"funderscore","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.2839733817698748,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kn7fi8/postmarketos_v26_06_alpen_avocado#c_chlovj"},{"id":"98e17af7-a32e-43fa-9014-4dfe50b00212","source":"lobsters","source_id":"lobsters:c_n4p66d","content_type":"comment","title":null,"body_preview":"As far as I know OP6 and OP6T support are pretty much the same. I'd argue OP6 is maaaybe slightly better supported (at least that used to be the case).\nAnother popular option right now is the Fairphon","author":"funderscore","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","hedge_stacking"],"bot_score":0.2839733817698748,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kn7fi8/postmarketos_v26_06_alpen_avocado#c_n4p66d"},{"id":"ada61aeb-f9b2-45ae-a79b-6651797edf9d","source":"lobsters","source_id":"lobsters:c_ma6wlo","content_type":"comment","title":null,"body_preview":"IIRC one of the best supported devices by pmOS is OnePlus 6T (and regular 6 is just a little worse)","author":"patryk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kn7fi8/postmarketos_v26_06_alpen_avocado#c_ma6wlo"},{"id":"f82b86e3-bba3-426e-a081-69ba2d0798b5","source":"lobsters","source_id":"lobsters:c_fskeey","content_type":"comment","title":null,"body_preview":"Hyped to hear about their upcoming work focusing on getting devices into their main category, which is currently empty!.\n\nI think something Graphene (and Sailfish, after Jolla stopped trying to do har","author":"Hamcha","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression","synthetic_empathy"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/kn7fi8/postmarketos_v26_06_alpen_avocado#c_fskeey"},{"id":"d58a8ec7-7a70-4643-aabd-b7269aaddbd7","source":"lobsters","source_id":"lobsters:c_91z7jd","content_type":"comment","title":null,"body_preview":"So, when you say\n\n\nin all three areas I currently seem to have no trouble distinguishing between the result of a one-shot brief AI prompt and a lengthy session of a human using AI assistance.\n\n\ncan yo","author":"orib","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","synthetic_empathy","template_phrases"],"bot_score":0.06818181818181818,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are#c_91z7jd"},{"id":"a3006882-6d9b-4408-9c66-dcd016669210","source":"lobsters","source_id":"lobsters:c_cwecrq","content_type":"comment","title":null,"body_preview":"I didn’t even try. But I don’t judge human art without context either. (I might judge technique, and certainly AI is good at copying technique, I think we can all see that.)","author":"wrs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are#c_cwecrq"},{"id":"e0bc927e-1474-4dde-92ce-d40b560aa745","source":"lobsters","source_id":"lobsters:c_w2wdm0","content_type":"comment","title":null,"body_preview":"I take it that means you failed to tell apart the AI and human art.","author":"orib","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.06818181818181818,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are#c_w2wdm0"},{"id":"01e89511-770e-48a3-895a-44377dfbc3c7","source":"lobsters","source_id":"lobsters:c_efgj2l","content_type":"comment","title":null,"body_preview":"That test is uninteresting because it’s completely context-free. To give the reverse example, humans can draw photorealistic pictures, but we don’t say that makes them equivalent to cameras. The art i","author":"wrs","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","analogy","platform_fluency","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are#c_efgj2l"},{"id":"4d7dda51-9fd8-4c13-8fde-62d88bd89ad4","source":"lobsters","source_id":"lobsters:c_nk7f2y","content_type":"comment","title":null,"body_preview":"I would be curious what your score is on this test: https://ai-art-turing-test.com/\n\nNote that this is well over a year old at this point, and the state of the art has advanced further since.","author":"orib","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.06818181818181818,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are#c_nk7f2y"},{"id":"02f690ed-560a-45c2-9d75-7c18e3a8444b","source":"lobsters","source_id":"lobsters:c_olaanz","content_type":"comment","title":null,"body_preview":"On #1, the analogy is that the result from a short prompt is like a point and shoot picture. You didn’t put any effort into it, you just wanted to get a quick result. And we all know it when we see th","author":"wrs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are#c_olaanz"},{"id":"5d675d96-d3f4-426c-a74f-78659f000ff5","source":"lobsters","source_id":"lobsters:c_6r8je9","content_type":"comment","title":null,"body_preview":"Correct me if I misunderstood what you're saying, but I think you might be making two arguments in defense of the tech, right? The first one is that AI is just another tool for creative expression - j","author":"lcamtuf","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are#c_6r8je9"},{"id":"20673918-5cc0-4d17-84d9-f2c6fe5863e6","source":"lobsters","source_id":"lobsters:c_2fskj2","content_type":"comment","title":null,"body_preview":"Does a human who is dragging their feet on a task think?\n\n\nDepends on how inventive the feet-dragging is!\n\nBut yeah, it's a spectrum, and many tasks can be done «mindlessly» which is not literal zero ","author":"k749gtnc9l3w","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.041666666666666644,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are#c_2fskj2"},{"id":"402e8d08-2577-4fb3-9404-aead141c0bc6","source":"lobsters","source_id":"lobsters:c_agwm4u","content_type":"comment","title":null,"body_preview":"Perhaps to avoid a side argument on whether they’re “thinking” at all, I should say they’re nowhere near replacing the need to have me involved and thinking.","author":"wrs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are#c_agwm4u"},{"id":"f9771c1b-d88b-41a0-b5b4-0b006bb329ae","source":"lobsters","source_id":"lobsters:c_oiuahb","content_type":"comment","title":null,"body_preview":"Can you define a Turing test that would tell you if someone was thinking or not?\n\n(Does a human who is dragging their feet on a task think?)","author":"orib","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.06818181818181818,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are#c_oiuahb"},{"id":"1d0be23a-b707-4d8f-b024-7378ab44c579","source":"lobsters","source_id":"lobsters:c_hujuci","content_type":"comment","title":null,"body_preview":"You can split hairs whether it's worthy of being called intelligence, but it already turned software development into another bullshit job.","author":"varjag","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0.21578945296724708,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are#c_hujuci"},{"id":"1183f7a6-bac7-494e-a340-018008b7f0fe","source":"lobsters","source_id":"lobsters:c_rixnr3","content_type":"comment","title":null,"body_preview":"I understand and respect the argument, but in practice it just doesn’t seem like “intelligence” to me, at least for software. It feels closer to eliminating brushstrokes than eliminating composition a","author":"wrs","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 Jun 22 2026 00:30:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are#c_rixnr3"},{"id":"20fcee01-c3fe-483d-8062-ea0275a8ad54","source":"lobsters","source_id":"lobsters:c_p1oy28","content_type":"comment","title":null,"body_preview":"The consensus (outside of disconnected management, ai-pilled true-believers, and marketing-savvy CEOs) seems to be that LLMs aren’t, currently, and likely won’t be, capable as “a fully general replace","author":"esak","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are#c_p1oy28"},{"id":"51253ed0-7159-4ebc-8705-1e16e7d4e4c1","source":"lobsters","source_id":"lobsters:c_gbt1dl","content_type":"comment","title":null,"body_preview":"So far, as someone who uses LLMs extensively, they are nowhere near thinking for me. They have no idea what to do until I prompt them, and no way to judge the result unless I tell them how. Much like ","author":"wrs","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","analogy_use"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are#c_gbt1dl"},{"id":"148a02b0-cd23-4984-bb86-c93132eee022","source":"lobsters","source_id":"lobsters:c_tqd4da","content_type":"comment","title":null,"body_preview":"Geoff Hinton has said that an optimistic endpoint is that humans have a similar relationship with AI as a toddler has with their parents.\n\nI leave it as an exercise to the reader to imagine whether Mu","author":"orib","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.06818181818181818,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are#c_tqd4da"},{"id":"66574101-d9e5-437c-9c36-970357fde9c8","source":"lobsters","source_id":"lobsters:c_mpkccn","content_type":"comment","title":null,"body_preview":"Some of the underlying anxiety here is that these models are barely 4 years old, and we've gone from \"can sort of write a factorial function\" to \"can one-shot a 3D adventure game demo, complete with q","author":"emk","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.2889097655573916,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are#c_mpkccn"},{"id":"8173cb10-32c6-4b71-8c83-765f235a2be9","source":"lobsters","source_id":"lobsters:c_hnfcec","content_type":"comment","title":null,"body_preview":"All analogies are bad, and today I’m trying this one. Bear with me, it’s a slow Sunday and the coffee hasn’t really kicked in yet.\n\nPhotography was an exciting, hyped technology. It had obvious practi","author":"wrs","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are#c_hnfcec"},{"id":"f3674cac-f068-42ed-89b3-4a2cede74873","source":"lobsters","source_id":"lobsters:c_lt1tyb","content_type":"comment","title":null,"body_preview":"I don't think it's a problem that skills can atrophy. Programmers used to be good at writing assembly on punch cards and we make do without that knowledge.\n\n\nI think it is less the practical skills li","author":"jibsen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are#c_lt1tyb"},{"id":"2fbf6145-cdd8-45b7-9ee8-59f6c684aaea","source":"lobsters","source_id":"lobsters:c_5fkm8e","content_type":"comment","title":null,"body_preview":"I don't think it's a problem that skills can atrophy. Programmers used to be good at writing assembly on punch cards and we make do without that knowledge. But for LLMs specifically, there are three t","author":"lcamtuf","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are#c_5fkm8e"},{"id":"e37eabe7-3da6-4829-b304-d0b42633c78b","source":"lobsters","source_id":"lobsters:wgpa6x","content_type":"post","title":"cl-bbs: the schemeBBS-like textboard rewritten in Common Lisp","body_preview":"I really like textboards, I think they are some kind superior than imageboard like reddit. I really love authless applications due its simplicity and privacy centric without complication, like strong ","author":"lerax","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/wgpa6x/cl_bbs_schemebbs_like_textboard"},{"id":"77ac5c98-831d-4276-b4dc-6c3a1223a737","source":"lobsters","source_id":"lobsters:hitg0z","content_type":"post","title":"loupe: A privacy-focused iOS app that raises awareness about what native apps can see","body_preview":"loupe: A privacy-focused iOS app that raises awareness about what native apps can see","author":"asymmetric","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.1532894529672471,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/hitg0z/loupe_privacy_focused_ios_app_raises"},{"id":"3ff4e4dc-a4c6-4202-b46f-8680ccbcf994","source":"lobsters","source_id":"lobsters:vutq1m","content_type":"post","title":"Windows UI evolution: Clicking an unassociated file","body_preview":"Windows UI evolution: Clicking an unassociated file","author":"raymii","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.3349087053957763,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/vutq1m/windows_ui_evolution_clicking"},{"id":"064bc4ea-20fa-45c1-84a2-e3f956b3e0a7","source":"lobsters","source_id":"lobsters:lbjdlo","content_type":"post","title":"What's the advice for LLM poisoning of artwork these days?","body_preview":"My wife doesn't want to put her artwork online as she does not want it to be used to train LLMs. I wonder if this has culminated in any libraries that makes it feasible for me to build her a custom si","author":"stig","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/lbjdlo/what_s_advice_for_llm_poisoning_artwork"},{"id":"721dbb98-849b-4ad1-bf52-6c3431cc0080","source":"lobsters","source_id":"lobsters:d0vsgl","content_type":"post","title":"Is AI ruining our skills? Early results are in and they’re not good","body_preview":"Is AI ruining our skills? Early results are in and they’re not good","author":"jaypatelani","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:30:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://lobste.rs/s/d0vsgl/is_ai_ruining_our_skills_early_results_are"},{"id":"643885db-271a-4de7-92ce-635fe38a5f83","source":"stackoverflow","source_id":"so:79964927","content_type":"comment","title":null,"body_preview":"You are currently using AI as a primary thinking tool, not a support tool.\n\nThat creates: weak recall of syntax, low problem-solving confidence, dependency loop (I don’t try =I ask AI =I copy = I forg","author":"Wayasel Ahmmed","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964927"},{"id":"38b74a85-cd28-49b0-974b-ce9d8a25b86c","source":"stackoverflow","source_id":"so:79964929","content_type":"comment","title":null,"body_preview":"The Integrated and the Discrete GPU hardware each have an adapters and can be represented by a device object.  If you have both enabled in the bios, the then the OS has representation of each of them.","author":"P Dempsey","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964929"},{"id":"28868913-6ece-4ca3-9fec-9aff937e123a","source":"stackoverflow","source_id":"so:79964908","content_type":"comment","title":null,"body_preview":"What could “direction” possibly look like?! What clarification other than “access was removed” would be helpful?","author":"Dave Newton","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.2857142857142857,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964908"},{"id":"99f9967d-14fb-452a-96c1-37cd77b7b72f","source":"stackoverflow","source_id":"so:79964932","content_type":"comment","title":null,"body_preview":"Just added the PATH setting as below then seems work correctly.\n\nikega@tokunori UCRT64 ~\n$ cat .bash_profile\n...\n# Set PATH so it includes user's private bin if it exists\n# if [ -d \"${HOME}/bin\" ] ; t","author":"池上徳則","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_technical_detail"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964932"},{"id":"8a39f71a-0e60-40eb-949a-d89b720df3f8","source":"stackoverflow","source_id":"so:79964933","content_type":"comment","title":null,"body_preview":"\"quick and easy\" can mean \"navigating ui\". \"used professionally\" can mean \"engine like unity or godot\"","author":"furas","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.27777777777777773,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964933"},{"id":"f939707c-44e9-4acf-be7c-6cfb2f8105dd","source":"stackoverflow","source_id":"so:79964934","content_type":"comment","title":null,"body_preview":"by the way: there is similar site for Game Development","author":"furas","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.27777777777777773,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964934"},{"id":"93cf72d1-fb2c-4bec-b1ae-d6ded2f55d33","source":"stackoverflow","source_id":"so:79952186","content_type":"comment","title":null,"body_preview":"Am I reinventing the wheel?\n\nSort of. The JsonStringEnumConverter<TEnum> exists, it doesn't exist in your framework. Ideally, you should upgrade to a version that supports the type and SG for it. Real","author":"7Swaize","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79952186"},{"id":"c2b0c706-abe9-4c08-b853-ade52623d168","source":"stackoverflow","source_id":"so:79964938","content_type":"comment","title":null,"body_preview":"you can use this code in terminal:\n\nnpm json-server [options] <file>\n\nOptions:\n  --port <port>\n\nexample: npm json-server --port 5000 db.json","author":"Mohammadjavad Fazeli","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964938"},{"id":"94f465e5-ae35-4f01-a222-fe51a645a4ef","source":"stackoverflow","source_id":"so:79964937","content_type":"comment","title":null,"body_preview":"To concat you have to use\n\npopulate = pd.concat([population, new_df], ...)\n\nBut it needs DataFrame instead Series with single row.\n\nI would first create list with all new rows and later convert it to ","author":"furas","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","uniform_paragraph_rhythm","missing_platform_voice","polished_first_draft"],"bot_score":0.27777777777777773,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964937"},{"id":"b74f0385-30cf-4f23-a0dc-850df9ceedaa","source":"stackoverflow","source_id":"so:75595669","content_type":"comment","title":null,"body_preview":"If you want to know the host domain name (example.com, by example) I recommend you check this other Stack Overflow question: Get Request Host Name Without Port in Flask\n\nIt uses urllib.parse to parse ","author":"HGStyle","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/75595669"},{"id":"43a24592-cb35-435e-a0b5-7a4d09f8299d","source":"stackoverflow","source_id":"so:79964944","content_type":"comment","title":null,"body_preview":"I'd use std::unique_ptr and I would also use a destructor helper function that traverses the tree and deallocates each node.\n\nThe destructor helper function is to avoid a stack overflow.","author":"Eljay","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964944"},{"id":"ae45950c-2394-4233-9021-16b56bd9dfe2","source":"stackoverflow","source_id":"so:79964947","content_type":"comment","title":null,"body_preview":"Ok, I found the answer. I almost had it.\n\nThe solution is combining the limits and the values parameters. By setting the upper limit to something beyond the maximum (finite) value in the data, and the","author":"dkysh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964947"},{"id":"c5b7876e-a15d-4b3b-a711-b023587f2f11","source":"stackoverflow","source_id":"so:79964948","content_type":"comment","title":null,"body_preview":"I agree. Learning to code effectively takes time, and a lot of practice.\n\nYou need to be logically inclined. Did you play with Lego as a kid? Then created something yourself, not out of a booklet? In ","author":"KIKO Software","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","missing_platform_voice","human_indicators_present"],"bot_score":0.567227579262057,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964948"},{"id":"43cd8493-e683-4c21-9644-5275546bc1a0","source":"stackoverflow","source_id":"so:79964949","content_type":"comment","title":null,"body_preview":"This is going to be a very late answer but I'm going to give it anyway for the benefit of other people searching for this. But I'm going to suggest that, if you want to just use vectors rather than qu","author":"QuantumWiz","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","synthetic_empathy","offer_to_help"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964949"},{"id":"f46c666f-1830-4c58-b6e0-757c42d2dbf9","source":"stackoverflow","source_id":"so:79964952","content_type":"comment","title":null,"body_preview":"First of all, 1,200,000 requests / s = 1,200 requests / ms (not 12,000)\n\nThen, 1,200 req/ms * 85 ms = 102,000 requests in flight simultaneously (on average).\n\nThen we notice maxReplicas: 20, meaning t","author":"rustyx","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964952"},{"id":"88d077d1-e49b-45ea-965e-ba3908bffad6","source":"stackoverflow","source_id":"so:79940999","content_type":"comment","title":null,"body_preview":"Sorry, Brainfuck is Turing-Complete itself. So, instruction set of Brainfuck has the same power of Turing-Machines. So with Brainfuck I can simulate a Turing-Machine. If with a sub-set of instruction ","author":"Tonaion","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79940999"},{"id":"faf0b8e4-5db4-457e-8b36-c36bb2dd19f6","source":"stackoverflow","source_id":"so:48324862","content_type":"comment","title":null,"body_preview":"The CodeMap extension, is basically the extension I'm looking for.\n\nI followed their guide on https://github.com/oleg-shilo/codemap.vscode/wiki/Adding-custom-mappers\n\nI created a custom dedicated mapp","author":"Yuli Hua","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/48324862"},{"id":"46c9dc70-d389-4478-ac50-312bc7408ed8","source":"stackoverflow","source_id":"so:79964955","content_type":"comment","title":null,"body_preview":"This is fixed in current OMOP vocab and the right model is two component rows.\n\nWhen this was asked, 55284-4 was non-standard with no mapping. In the current OMOP vocabulary that's no longer true: con","author":"Alex Chen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964955"},{"id":"048877ed-926a-4c39-b55e-5a41e0a10f7d","source":"stackoverflow","source_id":"so:79963665","content_type":"comment","title":null,"body_preview":"This is a pretty straightforward answer: in set_cookies(), you type the attributes parameter as either dict[str,str] | None. Even though your code has the path of instantiating attributes to an empty ","author":"Hayden T. Brown","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79963665"},{"id":"1190f133-b20b-4e20-83cd-91a3ea70393b","source":"stackoverflow","source_id":"so:79964956","content_type":"comment","title":null,"body_preview":"Today the install decided to work!  I did not change anything.  Sunspots?  Thanks everybody!\n\nChuck","author":"user23338023","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 Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964956"},{"id":"a9c042b4-f287-4705-a683-8c546b5bc113","source":"stackoverflow","source_id":"so:77609298","content_type":"comment","title":null,"body_preview":"To avoid referencing values by index and risking data corruption by using one array's values as keys via array_combine(), you can use array_map() to iterate two or more arrays at the same time.\n\nCodes","author":"mickmackusa","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","uniform_paragraph_rhythm","semantic_blandness","missing_platform_voice"],"bot_score":0.31746031746031744,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/77609298"},{"id":"d1fa5376-b26a-437b-8441-49c605f370da","source":"stackoverflow","source_id":"so:79964957","content_type":"comment","title":null,"body_preview":"You can use twocolumn and, if you need to sometimes spread wider text across the full page, you can surround that text with \\begin{widetext} and \\end{widetext}.","author":"tparker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964957"},{"id":"3b5a58b0-5356-4269-a918-5169795137c3","source":"stackoverflow","source_id":"so:79964958","content_type":"comment","title":null,"body_preview":"You may have misunderstood the purpose of SO. Pro tips: asking for such things in a public forum is probably not such a great idea, take every bit of advice with a grain of salt and run it sandboxed, ","author":"Dave Newton","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.2857142857142857,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964958"},{"id":"2b068cc7-cb94-422a-a57b-0b08f816e81c","source":"stackoverflow","source_id":"so:79964960","content_type":"comment","title":null,"body_preview":"Apparently, the issue was caused by stale files located in tmp/cache/bootsnap. Deleting it with\n\nrm -rf tmp/cache/bootsnap and retrying the build was successful.","author":"Steven Clontz","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964960"},{"id":"5ce7a767-c200-4619-8d4c-a3b65cf29f03","source":"stackoverflow","source_id":"so:15321456","content_type":"comment","title":null,"body_preview":"This is a question of moving the mistakenly committed files back to the staging area from the previous commit, without cancelling the changes done to them. This can be done like Paritosh Singh suggest","author":"juzzlin","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","list_heavy_advice","missing_platform_voice","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/15321456"},{"id":"c6722e03-71df-451e-b5ee-287bc7d7fe09","source":"stackoverflow","source_id":"so:79964718","content_type":"comment","title":null,"body_preview":"In your code you say you have:\n\ndef set_cookie(self, attributes: None | dict[str, str] = None) -> None:\n       _ = self\n       if attributes is None: attributes = {}\n       for _, _ in attributes.item","author":"Reactive-Firewall","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","niche_expertise"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964718"},{"id":"ab4a1cb5-12a0-404b-8c8a-f0c54d0a3557","source":"stackoverflow","source_id":"so:78807960","content_type":"comment","title":null,"body_preview":"I had the same problem. I ended up just deleting the git repository and recreating it.\n\nRemove the .git folder which stores the commits etc\n\nrm -rf .git\n\ncreate an empty repository\n\ngit init\n\nadjust y","author":"Lars Heinrichs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","list_heavy_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/78807960"},{"id":"f5caf264-7ef7-4604-b595-a39e094344c3","source":"stackoverflow","source_id":"so:79964966","content_type":"comment","title":null,"body_preview":"almost all professional frameworks provide software for their engines like Unity.\n\nHowever SDL might be something you like? (it uses c++ though so idk if its the \"easy\" your looking for)","author":"YummyFish","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964966"},{"id":"5ce0318b-8053-4786-ab83-2439d1ef4cd3","source":"stackoverflow","source_id":"so:79964961","content_type":"comment","title":null,"body_preview":"That makes sense.\n\nI've corrected the number in my question to \"1200\" (I originally specified 1200, I don't remember why I changed it to 12000. My mistake).\n\nIs it feasible to use a load balancer that","author":"Evgeny","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964961"},{"id":"21d38fb1-b2ce-4a71-9ebe-fc411cd2e230","source":"stackoverflow","source_id":"so:79935199","content_type":"comment","title":null,"body_preview":"pdftl can be installed in Ubuntu using pipx. It can delete blank pages from the command line like this:\n\npdftl in.pdf delete_blank output out.pdf\n\nThis will delete all blank or very nearly blank pages","author":"bagpuss31","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79935199"},{"id":"a9bbfb1c-4bff-40cd-927d-96f928877d16","source":"stackoverflow","source_id":"so:79964951","content_type":"comment","title":null,"body_preview":"I ran into the same issue and ended up maintaining a patched\nAndroid fork for exactly this reason.\n\nFor your Flutter project, you can use the local .aar approach:\n\nDownload the prebuilt AAR from: gith","author":" ffmpegkit-maintained","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","technical_detail","absence_of_ai_signals"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964951"},{"id":"7d2cac5f-36c9-49a1-b53e-c9999acb61d0","source":"stackoverflow","source_id":"so:79964973","content_type":"comment","title":null,"body_preview":"Android Chrome still requires a service worker with a fetch handler to offer 'Install app'. While desktop Chrome dropped that requirement. That is the entire difference, and it explains why desktop in","author":"Samuel Toh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","specific_technical_advice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964973"},{"id":"61bae7d5-2502-4fc2-ba32-9fd7b5cfb48f","source":"stackoverflow","source_id":"so:79964965","content_type":"comment","title":null,"body_preview":"The root cause isn't RN 0.74.7 specifically — it's that ffmpeg-kit-full-gpl:6.0 was permanently removed from all\nMaven repositories in April 2025 when the project was retired.\nThe maven.arthenica.com/","author":" ffmpegkit-maintained","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964965"},{"id":"437b8023-b887-46f0-ac82-58a308699df8","source":"stackoverflow","source_id":"so:79963218","content_type":"comment","title":null,"body_preview":"The issue is clear when looking at your console errors. Plotly.js is included as script in line 2097 with a missing closing bracket and 550+ more syntax errors. This causes the global variable window.","author":"lailaps","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","specific_technical_advice"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79963218"},{"id":"af3e454b-23dd-46fc-b66d-7011948b04c8","source":"stackoverflow","source_id":"so:79964974","content_type":"comment","title":null,"body_preview":"You can't do this with VS Code's built-in Outline alone, because Outline is based on language symbols (class/function/method), not arbitrary comments. What you can do yourself:\n\nOption 1\n\nLike in the ","author":"Mantas","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","genuine_specificity","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964974"},{"id":"66c93212-bdab-48e1-91f2-86a7958a183d","source":"stackoverflow","source_id":"so:79964976","content_type":"comment","title":null,"body_preview":"BR-CO-9 fires when a VAT identifier doesn't start with the ISO 3166-1 alpha-2 country code prefix. EN 16931 requires this for all three VAT identifier fields: seller (BT-31), tax representative (BT-63","author":"Verillyn Chiang","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964976"},{"id":"15767425-7459-4dd8-877c-18501beb5439","source":"stackoverflow","source_id":"so:79964978","content_type":"comment","title":null,"body_preview":"Is stack overflow really a concern? I feel like Huffman trees are bounded because there's only 256 characters","author":"CSGuy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964978"},{"id":"887d1aea-bcaa-4f48-ba74-2b9204f3073e","source":"stackoverflow","source_id":"so:76285305","content_type":"comment","title":null,"body_preview":"Yes, of course it is possible to declare function prototypes without arguments.\n\nIf you are still living in the seventies.\n\nThe original C compilers were rudimentary contraptions, famous for being abl","author":"Mike Nakis","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/76285305"},{"id":"940b500f-9c32-47ee-ae6e-43703e165ac1","source":"stackoverflow","source_id":"so:79964910","content_type":"comment","title":null,"body_preview":"As another answer points out, the standard way to populate VS Code's built-in Outline is to return DocumentSymbol objects from a DocumentSymbolProvider.\n\nWhat is a bit different in my case is that, fo","author":"Mantas","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","code_example","natural_digressions"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964910"},{"id":"b6f4d46b-9a44-4a90-90a5-4fd30382b751","source":"stackoverflow","source_id":"so:79964979","content_type":"comment","title":null,"body_preview":"(Adding a 2026 update, since the distributed-execution story in Spring Batch has evolved a lot since this question was asked.)\n\nShort answer: Spring Batch does not auto-restart a crashed job, and it w","author":"Janardhan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964979"},{"id":"4c931ce3-6ceb-41b8-90a7-3eaaaf61291f","source":"stackoverflow","source_id":"so:60323713","content_type":"comment","title":null,"body_preview":"I found the same problem when developing the Chrome extensions. I finally found the key problem.\n\nUnchecked runtime.lastError: Could not establish connection. Receiving end does not exist\n\nThe key pro","author":"GM GAMER","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/60323713"},{"id":"00d9430f-fe0c-45da-b509-a0f2f7b8f246","source":"stackoverflow","source_id":"so:79964983","content_type":"comment","title":null,"body_preview":"There are several questions here:\n\nHow to make some cells not editable\n\nHow to implement the logic where a model will propagate changes made to an index\n\nHow to make a delegate.\n\nThe first 2 are about","author":"Atmo","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","polished_first_draft","missing_platform_voice","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964983"},{"id":"4eeb5cfa-bcef-452f-b3d2-5d87b36d5229","source":"stackoverflow","source_id":"so:79964984","content_type":"comment","title":null,"body_preview":"Thanks for your input. Not sure what Dispose is but I will look into it.","author":"Terry","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964984"},{"id":"848092f9-fd32-43ad-8f1a-0dd2f24d0991","source":"stackoverflow","source_id":"so:79964988","content_type":"comment","title":null,"body_preview":"<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n    <meta charset=\"UTF-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no\">\n    <title>TikTok Lit","author":"Abul Kalam","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964988"},{"id":"b8443715-8dad-43d4-8724-9432779c8967","source":"stackoverflow","source_id":"so:79964989","content_type":"comment","title":null,"body_preview":"Yes, you can. The documentation doesn't mention this, but any dimension you configure in your alert will automatically be included in the email's body:\n\nBe sure to select \"include all future values\" t","author":"Simon MᶜKenzie","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","template_phrases","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964989"},{"id":"6747c5c4-25a0-431a-9c11-91c1f6f08ddc","source":"stackoverflow","source_id":"so:79963413","content_type":"comment","title":null,"body_preview":"You are focusing on the wrong question. Your goal is a 32-bit product. The details of the operands are irrelevant as long as the result is that of a 32-bit product (that is, it is the residue modulo 2","author":"Eric Postpischil","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","over_qualification","semantic_blandness","missing_platform_voice"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79963413"},{"id":"590a4d11-d917-44d2-a6c4-9057f62c4309","source":"stackoverflow","source_id":"so:79964992","content_type":"comment","title":null,"body_preview":"A pointer/reference to an object is distinct from the object itself. It has its own address in memory and in some languages its own semantics.","author":"user207421","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","polished_first_draft"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964992"},{"id":"4c7896fe-91b6-4c81-8c1f-556913627789","source":"stackoverflow","source_id":"so:79964970","content_type":"comment","title":null,"body_preview":"I don't have Excel but I tested it on LibreOffice Calc.\n\nYou have wrong qutation marks \"\" instead of \" and this makes problem .\n\nIt should be like\n\nvar = \"text1\" & variable1 & \"text2\" & variable2 & \"t","author":"furas","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","concrete_problem_solving","absence_of_ai_hedging"],"bot_score":0.27777777777777773,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964970"},{"id":"c369fae7-8204-4021-bd14-6453dc4647c3","source":"stackoverflow","source_id":"so:79964993","content_type":"comment","title":null,"body_preview":"Ah, but Huffman trees need not be limited to only single character mappings, what if ' = ' (e.g., a 3-char token of NB-space + assignment operator + NB-space) is to be encoded? Remember, Huffman codes","author":"Reactive-Firewall","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964993"},{"id":"6c8ecce2-d554-4499-8316-9174df022663","source":"stackoverflow","source_id":"so:79964994","content_type":"comment","title":null,"body_preview":"In response to chqrlie and the accepted answer (and in concurrence with InsideLoop):\n\nI disagree with the assertion that range reduction is separate from the hash function. The range is part of the ha","author":"qwr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:15:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://stackoverflow.com/a/79964994"},{"id":"a998d23e-b522-4269-8113-718016e1f53e","source":"youtube","source_id":"UgwBzYH6T3VISPDGuzl4AaABAg","content_type":"comment","title":null,"body_preview":"He then went on to talk about the ex girlfriend that dumped him named USA, he spent great length wondering if they'd gotten his letter, phone calls and maple syrup.ls. Hes technically not suppose to U","author":"@CarterCash-u6n","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7qxF-HS43EA"},{"id":"9dcec10b-3fa2-4216-bcf8-76cc6eb04630","source":"youtube","source_id":"UgzEUIdctSQa2PtOk6F4AaABAg","content_type":"comment","title":null,"body_preview":"Same thing has happened in my high school soccer game. It was accident then and accident now.","author":"@AgeofJuhn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7qxF-HS43EA"},{"id":"41ae8c19-3153-4a50-969b-c22917a14968","source":"youtube","source_id":"Ugw6rkv2h5LO7LtstsR4AaABAg","content_type":"comment","title":null,"body_preview":"Someone tell Qatar you can’t buy your way through FIFA Worldcup games","author":"@mrrobot9442","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7qxF-HS43EA"},{"id":"57d561fd-192a-459c-8155-6dd1d1581683","source":"youtube","source_id":"Ugwd-DKlr_CXnDb0qnB4AaABAg","content_type":"comment","title":null,"body_preview":"Should be the US Manager and will never pull him away from Canada. Wishing the best for him.","author":"@brozismacks8219","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7qxF-HS43EA"},{"id":"9058af6d-7e95-4147-a3b0-cf13d779877b","source":"youtube","source_id":"Ugx-IF_Dm0vB1iji2TN4AaABAg","content_type":"comment","title":null,"body_preview":"Honestly it didn’t even look bad i was shocked by how the injury turned out to be! It’s like some people already have it in their fate to break because it looked so soft of a kick of course I wasn’t t","author":"@jimispliffs2819","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7qxF-HS43EA"},{"id":"68e8c964-4c82-436e-97f0-0a1a9e8f7424","source":"youtube","source_id":"UgzK8S9sIalo0TFohYJ4AaABAg","content_type":"comment","title":null,"body_preview":"Messi didn't even get a red card for his egregious tackle and got a hat trick out of it 🫠\nwishing the best for Koné. Aaron Ramsey also had a similar gruesome injury but he still had an amazing career ","author":"@kyuuness","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7qxF-HS43EA"},{"id":"e815c7bc-5109-4349-b6cf-52840b53b60e","source":"youtube","source_id":"UgzH30L0zEaAxPioStx4AaABAg","content_type":"comment","title":null,"body_preview":"his foot got caught in the grass. wasn’t a horrible tackle. at least not something you don’t see in every match. unlucky","author":"@whoartthou","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","emotional_authenticity","terse_natural_expression","absence_of_ai_templates"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7qxF-HS43EA"},{"id":"02be1145-d7a1-4fc8-b3cf-ebcb2835ec10","source":"youtube","source_id":"UgwhXCLx6dnvoM1x_L14AaABAg","content_type":"comment","title":null,"body_preview":"Jesse should’ve been the coach of the US national team","author":"@butruuushbutrage","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.3787545787545787,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7qxF-HS43EA"},{"id":"129edd1b-d4c0-4f41-8365-030b879ae694","source":"youtube","source_id":"UgzH1Zbat4iLoQy2W0F4AaABAg","content_type":"comment","title":null,"body_preview":"It didn't look like an overly aggressive play. Just bad luck. Hope for a speedy recovery.","author":"@Delta_199","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7qxF-HS43EA"},{"id":"174895ea-b49a-4313-9707-0e0a5522ffbc","source":"youtube","source_id":"UgyH1LAlBCIr9SdkDqN4AaABAg","content_type":"comment","title":null,"body_preview":"Y’all don’t know this but Donald trump is responsible for this. Idk how he did it but it’s his fault. Now I’m going to go tell my wife’s boyfriend about it when they’re done.","author":"@TakeAdeepbreathok","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7qxF-HS43EA"},{"id":"6f3a6f90-70ac-4311-9cd7-33f8eb11b0ba","source":"youtube","source_id":"Ugz0rrkZaCGuPN8TYHN4AaABAg","content_type":"comment","title":null,"body_preview":"I heard the snap live & already knew. If you know, you know. That was much louder than an ACL snap. Brutal...","author":"@geniusstriker8781","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7qxF-HS43EA"},{"id":"87caf484-431d-4fb8-96dd-2d20f7730f0e","source":"youtube","source_id":"Ugxt0KVQxi5VCR18GoR4AaABAg","content_type":"comment","title":null,"body_preview":"Messi’s tackle had more malice what happened with Canada was just a sport accident heat of the moment thing","author":"@westsidekasper4860","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 Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7qxF-HS43EA"},{"id":"8a7563a1-6c1c-4060-b57c-e5e7780e99a3","source":"youtube","source_id":"Ugx9Odn77MOtZg5nnUp4AaABAg","content_type":"comment","title":null,"body_preview":"It was a freaky injury. The contact was on the right leg, and it didn't seem to be anymore than a regular tackle. How the left leg snapped ?. Not a clue. I hope he'll be alright.","author":"@aitlehcenbenlehcen2378","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7qxF-HS43EA"},{"id":"db9fcac4-c9cf-4268-a12f-1d0892296f25","source":"youtube","source_id":"UgwhxUGXRQ6MVw3lApV4AaABAg","content_type":"comment","title":null,"body_preview":"Qatars coach should be banned for what happened at the end of the match. Nothing but disrespect complaining about Canada not letting up.. honestly Canada should’ve scored 10 goals on them to make a po","author":"@Hazyalien420","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7qxF-HS43EA"},{"id":"2c314953-7123-461e-98a1-8e29624470a2","source":"youtube","source_id":"Ugz23jU4G_YWl76OwXZ4AaABAg","content_type":"comment","title":null,"body_preview":"I don't think that should be a red card because of the injury.  It wasn't a bad challenge, he didn't leave his feet it wasn't studs first and he was playing the ball.  It was an unfortunate injury but","author":"@didier_777","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 Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7qxF-HS43EA"},{"id":"45a8eef8-6773-46fe-a57f-b9e6bb60800b","source":"youtube","source_id":"Ugyhd3lNFw5zcZxxKgJ4AaABAg","content_type":"comment","title":null,"body_preview":"Not that difficult to understand when you realize the opponents are Arap","author":"@algo2017","classification":"human_created","confidence":0.72,"indicators":["terse_reply","strong_opinion","platform_native_style","apparent_typo_or_slang"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7qxF-HS43EA"},{"id":"fa3084b9-edf0-415c-802c-71eec27c28de","source":"youtube","source_id":"UgwH2BcEc8F5jLeRfYh4AaABAg","content_type":"comment","title":null,"body_preview":"I wrapped my self around sign posts trees a couple of fences while riding my bike way worse then the day I broke my leg falling over a lawn chair at 13 freak accidents happen all the time this was one","author":"@peterbova","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7qxF-HS43EA"},{"id":"a8728ac4-a37e-468e-98b1-8a8d8d69e796","source":"youtube","source_id":"UgxpzT3OxLm9EVLKK994AaABAg","content_type":"comment","title":null,"body_preview":"It was a bad tackle that’s all. 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Except someone’s gotta leave the old man with dementia free !","author":"@TitchDharamsi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iCuJm5hZP_U"},{"id":"5c7fe18c-0281-452c-ad80-f3877cbb0786","source":"youtube","source_id":"UgziLxVxfh8EUqAujTp4AaABAg","content_type":"comment","title":null,"body_preview":"The fact that was so arrogant, cocky and full of himself at 16 yrs old,  it’s no surprise he’s a narcissist","author":"@JamesStover-gr3hw","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iCuJm5hZP_U"},{"id":"0b618c4b-42ec-4554-8058-bdabb8ff2dcf","source":"youtube","source_id":"UgyuW7hcljkWEOnGRDN4AaABAg","content_type":"comment","title":null,"body_preview":"I’m so grateful to be a Canadian with a genuinely sane and competent Prime Minister.","author":"@JoetheLionWildlife","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iCuJm5hZP_U"},{"id":"65ab041c-b89c-47bb-b436-44431ea36606","source":"youtube","source_id":"UgxLyabRW04JQNPv3bd4AaABAg","content_type":"comment","title":null,"body_preview":"Why not he/Tdumpty acts like a toddler that's never been weaned off of the nipple anyway!!! ","author":"@Holymoml","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iCuJm5hZP_U"},{"id":"7a887524-df7a-4fd5-9090-a5a562c40b4f","source":"youtube","source_id":"Ugy9yMW-VcP76-6dhYZ4AaABAg","content_type":"comment","title":null,"body_preview":"Beatty is a Class Act!! A true Patriot and yes you go girl!!","author":"@missmoxey65","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iCuJm5hZP_U"},{"id":"d869fbd2-b446-4c0e-8588-bdbbed239c96","source":"youtube","source_id":"UgzkM4SwwfN6DttZ7KN4AaABAg","content_type":"comment","title":null,"body_preview":"The best city in New York is Boston. She's right ✅️","author":"@monitomaya","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iCuJm5hZP_U"},{"id":"663bd626-135d-4bcb-a7d6-0357fc445bfc","source":"youtube","source_id":"UgzqFj07tz2IG7xkSKl4AaABAg","content_type":"comment","title":null,"body_preview":"The UFC at the White House was one of the coolest things I’ve seen… the rainbow and the lightning over the Washington Monument.\nAWESOME!\n👍😃👍\nGuess Kimmy misses the topless, confused individuals jiggli","author":"@cheerwhiner7829","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iCuJm5hZP_U"},{"id":"e233fc7b-f7c6-4f29-b695-0e91c5a6108a","source":"youtube","source_id":"UgxT3KWAJd4P47V2LzF4AaABAg","content_type":"comment","title":null,"body_preview":"God bless JFK and the gift of finally removing a FAKE name from the building. JFK is REAL!","author":"@kayleightcb4091","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iCuJm5hZP_U"},{"id":"decde133-52b9-489d-b961-d61c5275c24a","source":"youtube","source_id":"UgyWvomWsvU4W_MMXvV4AaABAg","content_type":"comment","title":null,"body_preview":"Yes, yet again...  journalists have been holding onto crucial information that could have helped us a year ago... But they all put their cut of the profit above our country instead of fighting for the","author":"@floridagirl4407","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 Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iCuJm5hZP_U"},{"id":"d5776eaf-8a9f-4ea2-afca-29dd2f7e71d3","source":"youtube","source_id":"UgyZuanf4CSBR-ChZpp4AaABAg","content_type":"comment","title":null,"body_preview":"Its so comical that DJT would describe himself as a \"builder\". He knows nothing about building anything. I wonder if he even know the difference between a building tycoon and a builder?","author":"@Killawife","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 Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iCuJm5hZP_U"},{"id":"f9175fd7-043d-4eaf-81ef-7ed484d21c3f","source":"youtube","source_id":"UgyASXkwdORMVv46YDd4AaABAg","content_type":"comment","title":null,"body_preview":"did u know that in the UK 'trump' is an ancient word  (over 600 years ago)meaning 'fart'","author":"@jeromeinkpen1231","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iCuJm5hZP_U"},{"id":"22e4e2d2-55f9-40d0-8483-ef51dcfcf0d4","source":"youtube","source_id":"UgwsmSQhW2e4vSh2Ycl4AaABAg","content_type":"comment","title":null,"body_preview":"Leave it to a stable genius with an IQ of 180 to celebrate July 4th on June 14th😂😂😂😂😂😅😅😅😅","author":"@janiceputman5287","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iCuJm5hZP_U"},{"id":"8af45b5b-3454-4919-8dd9-bfce7043ff21","source":"youtube","source_id":"UgxD5kr4a-D35ZdYMHZ4AaABAg","content_type":"comment","title":null,"body_preview":"YAY Knicks!!\n🥇🥇🥇🥇🥇🥇🥇🥇🥇🥇🥇🥇🥇🥇🏀🏀🏀🏀🏀🏀🏀🏀🏀🏀🏀🏀🏀🏀\n🏆🏆🏆🏆🏆🏆🏆🏆🏆🏆🏆🏆🏆🏆","author":"@ZSAN12","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","emotional_authenticity","terse_reply","absence_of_ai_hedging"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iCuJm5hZP_U"},{"id":"7dbac3b0-9a89-4945-b670-c2e2007ad922","source":"youtube","source_id":"Ugzj4fmmwmV9VSmhp2x4AaABAg","content_type":"comment","title":null,"body_preview":"😂😂😂 stop washing your diapers in the reflecting pool. 🤔","author":"@brendaleewheaton8793","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iCuJm5hZP_U"},{"id":"1a03bd72-09c1-403e-bf1c-8707697f7916","source":"youtube","source_id":"UgzAzy7INGtjMMgY6C14AaABAg","content_type":"comment","title":null,"body_preview":"The last guy is why people carrying guns should be illegal.","author":"@Jackie371","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iCuJm5hZP_U"},{"id":"297c1429-324e-441b-a499-2e6f5695a0df","source":"youtube","source_id":"UgzF3MaOlyIrC1elXZF4AaABAg","content_type":"comment","title":null,"body_preview":"Its f*cking insane how much corruption Trump, his whole family, and his whole administration, are perpetrating with zero f*cking consequences.","author":"@squirrels666","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iCuJm5hZP_U"},{"id":"a802f680-11b0-4d68-9da8-cba08f378eca","source":"youtube","source_id":"Ugyc5fc20jHWZc6zo9Z4AaABAg","content_type":"comment","title":null,"body_preview":"2:50 - Is Jimmy allergic to applause?!?  For as long as I’ve been watching him, he has never allowed people to clap and/or laugh.  He just keeps on talking and it’s annoying AF.","author":"@danieltx7066","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","specific_observation"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iCuJm5hZP_U"},{"id":"cc9cc51c-39db-4bf4-8e8e-3c9ec61e93a3","source":"youtube","source_id":"iCuJm5hZP_U","content_type":"post","title":"Trump’s Nipple Fetish Revealed, UFC-Themed Birthday Party & Commemorative Coin Con","body_preview":"Tonight is game 5 of the NBA finals, Victor Wemanyama is the tallest person in the league which makes him hard to guard and interview, Trump has been gearing up for his UFC themed birthday party which","author":"Jimmy Kimmel Live","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals","false_specificity"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=iCuJm5hZP_U"},{"id":"2c16527f-4d6f-455f-bbfa-0166fe430cef","source":"youtube","source_id":"Ugx6Y_i_lJqYB1_hPwZ4AaABAg","content_type":"comment","title":null,"body_preview":"They will see you write 1 thing down…like access to clean water (or whatever it is) …and then watch those with great ideas of what is truly needed and pain points follow next 🖍️🖍️🖍️and so on…in a cray","author":"@Wolverine-7dwq","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.846153846153846,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hlBmcVevemQ"},{"id":"166406a7-7dcf-49bc-bd28-afba69a04a86","source":"youtube","source_id":"UgyPHisyPSNc2Safuot4AaABAg","content_type":"comment","title":null,"body_preview":"Where those criminal. land thieves: Ivanka & Kushner must be tried is at The Hague. From Chicago. I stand with the brave people of Albania.","author":"@Marxist2","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression","specific_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hlBmcVevemQ"},{"id":"094a883a-ecdd-4109-a050-9c1ba3d1372b","source":"youtube","source_id":"Ugych9DFYDLAU78DNuJ4AaABAg","content_type":"comment","title":null,"body_preview":"🖍️🖍️Also it may help people in the community that standup to write 🖍️the key🔑needs for their community start recognizing potential leaders at a more community level to help bridge to larger government","author":"@Wolverine-7dwq","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.846153846153846,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hlBmcVevemQ"},{"id":"43e5eb8b-59e4-46c1-bcf2-1a03f79cb674","source":"youtube","source_id":"UgzQkw4ZJp1wjwxnh1V4AaABAg","content_type":"comment","title":null,"body_preview":"The People DESPISE, The Accursed Family, That Has DESTROYED THE USA, and DON'T Want them, To Be In their Country!👍✅️💯\n\nALBANIA! PLEASE! DO NOT CHANGE, your LAWS, for TO ACCOOMODATE THIS DAMNED-TO-HELL","author":"@suecolbert1047","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.30187968740985544,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hlBmcVevemQ"},{"id":"f3c896f9-d82b-42d2-958c-879b63e2aaef","source":"youtube","source_id":"Ugw4EM4o2eFAis7iqIJ4AaABAg","content_type":"comment","title":null,"body_preview":"I thought the Trumps were all about “America First” ? So why are they investing in foreign countries!?","author":"@marlinweekley51","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hlBmcVevemQ"},{"id":"f4535f1e-6b53-43d8-9c58-491d6146e1d6","source":"youtube","source_id":"UgzHgFodtJ07M_SqvCJ4AaABAg","content_type":"comment","title":null,"body_preview":"You can protect all day everyday and it will accomplish nothing, stronger measures need to be taken.","author":"@superman01950","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hlBmcVevemQ"},{"id":"fd30e3f8-fc69-4ff8-8525-04c8e3a2a055","source":"youtube","source_id":"UgxFtLj05rJnjqoNGul4AaABAg","content_type":"comment","title":null,"body_preview":"The most notable thing I’ve seen on the internet lately is the videos of Ivanka Trump telling the tale about how she and Jared managed to “discover” Sazan Island. What a crock of 💩 They are oligarchs ","author":"@chriswilkins9277","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hlBmcVevemQ"},{"id":"5d780a3e-0f6e-4484-b61c-3f277ffb9640","source":"youtube","source_id":"Ugz-qkbqjtNjxNgh2nx4AaABAg","content_type":"comment","title":null,"body_preview":"Ivanka is reopening Epstein island. Its no coincidence that Erica Kirk was banned from Albania because of missing children and Ivanka's build a resort on a island with multiple underground bunkers. Mi","author":"@anthonyescobar8233","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hlBmcVevemQ"},{"id":"b0182fff-09c6-4952-98ac-b63c69db72e1","source":"youtube","source_id":"Ugws4D0CT7Ws26vds-Z4AaABAg","content_type":"comment","title":null,"body_preview":"You know Vietnam has many Island. You can turn Vietnam into a tropical  🐠 🐠 island if you want","author":"@user-hc2vy4zs9s","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_ai_template_phrases","synthetic_empathy_or_lack_thereof"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hlBmcVevemQ"},{"id":"4ccb91e6-3359-4f40-84be-7743657f7994","source":"youtube","source_id":"UgwkHjJ3FzuJEoeWa5x4AaABAg","content_type":"comment","title":null,"body_preview":"Jared and Ivank took the PINTA,  the NiÑA and The SANTA MARIA, to conquer the Island in Albania😂","author":"@giorginagiordano4439","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hlBmcVevemQ"},{"id":"c0906e69-5fe6-4253-ad55-66a06e1f208c","source":"youtube","source_id":"UgxwBGXoD3S93TtiPV54AaABAg","content_type":"comment","title":null,"body_preview":"Excellent report! Thank you for your service! Thank you for bringing this to my attention. I saw the bribery in Costa Rica, 1990! Yes, please keep focused on Jarad Kushner’s Business Enterprise. 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Very sad!!","author":"@JakeO-z5y","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hlBmcVevemQ"},{"id":"b5f72056-e5a4-477d-82a5-69df4c6f75d9","source":"youtube","source_id":"UgwCXiMdSgx0EEbkaIx4AaABAg","content_type":"comment","title":null,"body_preview":"Kushner bought the changed law fair and square!  If Kushner had enough money, he would probably buy the 1st amendment and specialize it only to his friends ...","author":"@systemBuilder","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hlBmcVevemQ"},{"id":"8244a11b-6cc6-4124-9575-60cef6c668e9","source":"youtube","source_id":"Ugx8YD8GapswNS3lAzZ4AaABAg","content_type":"comment","title":null,"body_preview":"that prime minister look shady (he'll take bribes everytime)","author":"@EddyMosby-l8m2l","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5633699633699633,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hlBmcVevemQ"},{"id":"ccf79c6b-45d9-47a3-9f40-313dc6f84e24","source":"youtube","source_id":"UgwoQm2MHIrEZlzJQwR4AaABAg","content_type":"comment","title":null,"body_preview":"YouTube reported RAMA FLED Albania.   The only island kushner belongs on is Alcatraz 😅","author":"@WannaBeeGardenEden","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hlBmcVevemQ"},{"id":"ffc6af05-eef4-4488-a3c5-d9807943776d","source":"youtube","source_id":"Ugxp0oGBpr_Oy06bjkp4AaABAg","content_type":"comment","title":null,"body_preview":"This psyop reporter Eric Czuleger is spinning for massive Isrl investment invasion across the island and take over of land in order to make Albania a chokepoint location on the sea. 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We are seeing it in real time.","author":"@Faith-f5o3w","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hlBmcVevemQ"},{"id":"2244ac5b-29a2-4add-b967-d8515d2fd1d7","source":"youtube","source_id":"Ugz2PSL9oW_zGNbccbF4AaABAg","content_type":"comment","title":null,"body_preview":"Albania stand strong Kushner and Trump cons frauds","author":"@BeverlyLounsbury","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hlBmcVevemQ"},{"id":"04d46f2e-afcd-4c86-9583-cd8fe8f3ca58","source":"youtube","source_id":"UgwbCLS9E17BLndvBzt4AaABAg","content_type":"comment","title":null,"body_preview":"Israel bought land around there too … maybe on opposite coast maybe.. jimmy dore show","author":"@WhyHATE-g9d","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.6234432234432233,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hlBmcVevemQ"},{"id":"fd802ccc-e57d-49e3-8750-8e3640b1f0b5","source":"youtube","source_id":"hlBmcVevemQ","content_type":"post","title":"Trump Family SCRAMBLES as MASSIVE Protests Against IVANKA GROW!!","body_preview":"Jared and Ivanka’s golden resort in Albania has hit an immovable wall in The Flamingo Revolution. More than 200,000 protesters turned out over the weekend in opposition to the destruction of their pro","author":"Katie Phang","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 Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hlBmcVevemQ"},{"id":"afb5bed5-1a99-451e-8db4-eecfb75d474d","source":"youtube","source_id":"Ugyy_OGbikl1mpk-0-p4AaABAg","content_type":"comment","title":null,"body_preview":"Feel bad for both! Cougar needs to eat and we have taken over their territory and hunting grounds, this is what they would do in their own habitat if we hadn’t invaded their spaces. But then the poor ","author":"@HiKibby","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oIkcVvbcXjo"},{"id":"48407da6-04e3-403a-bf57-bfed538b9c37","source":"youtube","source_id":"UgwgAPFOeAlZB6VcWA94AaABAg","content_type":"comment","title":null,"body_preview":"thank god she ain’t think twice about kicking him to gwr him off","author":"@RAINEYSARCHIVES","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oIkcVvbcXjo"},{"id":"6da2eda7-1810-48c4-809f-9d065b9f79b8","source":"youtube","source_id":"UgzFW9huxtQJXLeW9TB4AaABAg","content_type":"comment","title":null,"body_preview":"I would do the same, How did it get in? Poor Goat 💝","author":"@JennieDiaz-kg9lf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oIkcVvbcXjo"},{"id":"9e379cb9-6e90-4068-b6aa-57d4f3bdba8b","source":"youtube","source_id":"UgwxQ4i_3znFkIDI5zB4AaABAg","content_type":"comment","title":null,"body_preview":"All the yelling in the world meant nothing. Swift kick........ I'm out!","author":"@tiara3477","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oIkcVvbcXjo"},{"id":"3616d27c-39ec-4541-af86-0dd758ab355c","source":"youtube","source_id":"Ugw1-QQILnn9i8FKnW54AaABAg","content_type":"comment","title":null,"body_preview":"The mountain lion is definitely coming back be aware","author":"@Chris408c","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oIkcVvbcXjo"},{"id":"9f1af3ce-e2b2-4639-b069-b615d497f4fb","source":"youtube","source_id":"UgyByVxi3JM8rdiwXXp4AaABAg","content_type":"comment","title":null,"body_preview":"Cougar just wanted some birria tacos (birria is traditionally made from goat meat)","author":"@Rexxsar101","classification":"human_created","confidence":0.7,"indicators":["natural_digression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oIkcVvbcXjo"},{"id":"002d5a59-0d93-46a5-b35f-29d9606a6038","source":"youtube","source_id":"UgxoLfTToqtGrMx5bEx4AaABAg","content_type":"comment","title":null,"body_preview":"I used to wrestle cougars when I was in my early 20s. 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I hope the little baby is okay.","author":"@JenniferWilson-g8b","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oIkcVvbcXjo"},{"id":"935a96ff-f797-46e9-8532-8e30a2f96c22","source":"youtube","source_id":"UgzK8JawgfJuAGfmEhV4AaABAg","content_type":"comment","title":null,"body_preview":"We fight for our babies! Love this! Glad the goat’s ok!","author":"@TNTlovesmusic2011","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oIkcVvbcXjo"},{"id":"5b118852-823e-46b0-ab56-1b5c26941cc3","source":"youtube","source_id":"oIkcVvbcXjo","content_type":"post","title":"Woman jumps to save her goat after a cougar gripped its neck at British Columbia farm #shorts","body_preview":"#rescue #animals #farm \n\nCBS News 24/7 is the premier anchored streaming news service from CBS News and Stations that is available free to everyone with access to the internet and is the destination f","author":"CBS News","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","suspiciously_comprehensive","absence_of_personality","list_heavy_advice"],"bot_score":0.6428571428571429,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=oIkcVvbcXjo"},{"id":"588dfcd3-ea92-422a-887a-3ac373b68738","source":"youtube","source_id":"UgwXTOyGC8eHcvDHtg54AaABAg","content_type":"comment","title":null,"body_preview":"Josh Johnson says that the only thing needed at the whitehouse was a buick on cement blocks","author":"@pattysunbury1242","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.42802741812642797,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iBngsLHge0"},{"id":"423af56c-3300-4896-8a5b-e3edf0310a15","source":"youtube","source_id":"UgzQKFj-zoC42YVWfA94AaABAg","content_type":"comment","title":null,"body_preview":"Trump is mediocre? 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The obsession with th","author":"@Londyn406","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iBngsLHge0"},{"id":"67b0274b-ed1c-40c9-81bd-8dba7538ddb9","source":"youtube","source_id":"Ugx2_fSFHjUUGJ577LN4AaABAg","content_type":"comment","title":null,"body_preview":"Fun fact the same republican party was previously trying to get mma banned before UFC was purchased by the mobster Fertita brothers and Dana White.","author":"@kevinw925","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iBngsLHge0"},{"id":"18b14d71-84c3-4016-8f7f-cd86ae59456c","source":"youtube","source_id":"UgwvH2CsR6rSHLrhnw54AaABAg","content_type":"comment","title":null,"body_preview":"U ladies are amazing funny beautiful and informational thank you..❤🎉❤🎉😊","author":"@pamelasmith9680","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iBngsLHge0"},{"id":"99f2a8aa-9bdb-456c-8da5-5131f738a8dc","source":"youtube","source_id":"UgyCdTxeWyA6aDuP3SZ4AaABAg","content_type":"comment","title":null,"body_preview":"Michelle Obama IS A DUDE.     BRIGITTE MACRON IS ADUDE.  MAMIE BUSH WAS A DUDE","author":"@marieblanchefenwick1048","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iBngsLHge0"},{"id":"30b69636-3372-46d1-9f7f-3f184886be29","source":"youtube","source_id":"UgxXc7v_4C1YpS94PbF4AaABAg","content_type":"comment","title":null,"body_preview":"He's a loser in every sense of the word, he's been shut down.What a moron!","author":"@eddiet772","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iBngsLHge0"},{"id":"ec77487d-1503-4092-ab29-4559fc1352f7","source":"youtube","source_id":"UgyRMuA2p8r5Ixvv_Gp4AaABAg","content_type":"comment","title":null,"body_preview":"I get it! I live in Palm Springs, CA. We have to stay hopeful in the midst of this craziness. I am so thankful to live where I live.","author":"@pigeonnesttunes","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iBngsLHge0"},{"id":"fb987eb1-5d40-41a7-a102-58befa47f248","source":"youtube","source_id":"UgzQ35d0dtAXTlpACth4AaABAg","content_type":"comment","title":null,"body_preview":"You peoepl complain time to really do something to get the TRUMP TRASH OUT","author":"@leeannebishop51","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iBngsLHge0"},{"id":"c14cce72-2e13-4c70-a0f1-c26aa04eb023","source":"youtube","source_id":"UgyTELH-vBEflsDA7dV4AaABAg","content_type":"comment","title":null,"body_preview":"Eric wanted to cheat on bet's cause his father promised them immunity 😡 watch them & mainstream media sweep this under the political rug.","author":"@BenjaminCintron-e8j","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iBngsLHge0"},{"id":"a86a26ac-537d-4978-9016-659b5ec9679e","source":"youtube","source_id":"UgxryudVgaaQR-JNnCd4AaABAg","content_type":"comment","title":null,"body_preview":"There are still intelligent people in america,and These  are two of them","author":"@GaryRidley-z6n","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iBngsLHge0"},{"id":"1b1a8877-3282-489a-8770-08d48cc0ebe3","source":"youtube","source_id":"UgxyO631KTaVMDugREJ4AaABAg","content_type":"comment","title":null,"body_preview":"Of course there can't be an event that felon47 attends where there isn't an attempted assassination (or an intentionally sabotaged escalator or teleprompter). Ka$h dummy patel is bragging about how th","author":"@effyourredpill","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iBngsLHge0"},{"id":"040162c9-35e0-45a6-92dc-3f8e54d1a2a2","source":"youtube","source_id":"Ugxoowgtfaej_V7Llfh4AaABAg","content_type":"comment","title":null,"body_preview":"Its Caucusoid trash. Whats worse is pardoning the jan 6ers. Treason is a capital offense. Total abomination.","author":"@elyakimbarjudah5230","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iBngsLHge0"},{"id":"b08bd7ca-e27e-4be2-be5f-88bf643e3f9d","source":"youtube","source_id":"UgyhOa5zAl9OfhgOn-N4AaABAg","content_type":"comment","title":null,"body_preview":"Mark my words . This is going to be actually the launching of Michelle Obama's campaign for Michelle 2030 presidency! America is going to have it's first Female President.","author":"@carolbiondo","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iBngsLHge0"},{"id":"e64e4126-fc3c-483c-b447-b81bc0e49019","source":"youtube","source_id":"Ugz7VfQ4t5-IRYyTp2d4AaABAg","content_type":"comment","title":null,"body_preview":"Mediocre white men - so true. They’re protecting the privilege to move ahead without earning it.","author":"@zxipex123","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iBngsLHge0"},{"id":"387ca844-ede6-4466-b113-8eb1c97db47b","source":"youtube","source_id":"UgwQ67uVlT17-Q8ou5x4AaABAg","content_type":"comment","title":null,"body_preview":"The whole thing nauseates me! The while thing is disgusting!","author":"@lindamarcella6849","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iBngsLHge0"},{"id":"70c1f624-b011-4658-acb5-0ae33fce16ae","source":"youtube","source_id":"UgwgCcOL9pSNpajDl8h4AaABAg","content_type":"comment","title":null,"body_preview":"Angie always looks frightened while listening to Jennifer.","author":"@DianaCharles-w9p","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iBngsLHge0"},{"id":"f908da48-d74f-4bfc-84c0-f2ea09e19a6c","source":"youtube","source_id":"Ugw6TxqkZM8r4NX00ZZ4AaABAg","content_type":"comment","title":null,"body_preview":"Pre-order Jennifer’s new book Not Today, Fascists today: https://linktr.ee/ivehaditpodcast","author":"@ivehaditpodcast","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.3752711109332756,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iBngsLHge0"},{"id":"6e1bae65-67d3-4ef8-aacb-237909c6a770","source":"youtube","source_id":"3iBngsLHge0","content_type":"post","title":"IHIP News:🚨 Trump's UFC Birthday DISASTER as All HELL BREAKS Loose at WH! Eric CAUGHT RED-HANDED!","body_preview":"The White House UFC event somehow ended up being more trashy and unhinged than anyone expected. \n\nPre-order Jennifer’s new book Not Today, Fascists today: https://linktr.ee/ivehaditpodcast\n\nFollow Us:","author":"I've Had It","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3iBngsLHge0"},{"id":"ba79fbe4-0ebb-434e-a55d-ba3be00c9523","source":"youtube","source_id":"UgyLhJp16WRF-u6Aoc54AaABAg","content_type":"comment","title":null,"body_preview":"Fair play to him\n\n\n\nGive him a license... obviously!!","author":"@daouldfandango","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mW19QCSL89Q"},{"id":"a1b37fb7-ef80-48d6-982f-bd2444d36a3c","source":"youtube","source_id":"Ugy4uiogCiqoPIrTO2R4AaABAg","content_type":"comment","title":null,"body_preview":"First of all just who did his security clearance to get the job ? Apparently they are the ones that screwed up ! When I worked on Aircraft I had to get a security clearance through the FBI! It looks l","author":"@briansimmons6832","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","platform_fluency"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mW19QCSL89Q"},{"id":"966326c9-1500-475e-ae00-733c739ce824","source":"youtube","source_id":"UgyjA_A_sx3F-_xgpyd4AaABAg","content_type":"comment","title":null,"body_preview":"Wow it's almost like you don't NEED a degree or license to do these things...","author":"@melvinburger5287","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mW19QCSL89Q"},{"id":"f5274cd8-55a8-43ff-9a27-efa0f47fed13","source":"youtube","source_id":"Ugy2eDXDFhWQynVZ4454AaABAg","content_type":"comment","title":null,"body_preview":"Pilot's get there Credential's by Hours Flown , honestly this should be \" swept under the rug \" here's your piloting License MR.COOPER","author":"@adannash5949","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mW19QCSL89Q"},{"id":"1a3173aa-4de5-45e3-8400-f4608710f577","source":"youtube","source_id":"UgwtMGot_ux08QcH03Z4AaABAg","content_type":"comment","title":null,"body_preview":"27 years!! He deserves his pension. My man put in a lifetime for Air Canada","author":"@Steveo4201","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mW19QCSL89Q"},{"id":"34947ddc-8437-40aa-bd52-63221ed6f42e","source":"youtube","source_id":"UgynJX30goM5K01jK8V4AaABAg","content_type":"comment","title":null,"body_preview":"What a shame for air canada. If I would be them I would shut up and make no fuzz about it.","author":"@Christine-oh8if","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mW19QCSL89Q"},{"id":"45420682-38aa-449f-b168-dffa0c044311","source":"youtube","source_id":"UgzZYGY7IioGuE2DuC54AaABAg","content_type":"comment","title":null,"body_preview":"How did he get lazy?  Did he have to lie to hIs family. Did the wife turn him in?","author":"@mikeclark7659","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mW19QCSL89Q"},{"id":"5c83dcf9-f7ae-4b66-826d-bf75f6deb91b","source":"youtube","source_id":"Ugy4G90wYajVV6M2U1x4AaABAg","content_type":"comment","title":null,"body_preview":"Give that man his proper license. If you want to focus on fraud turn your sights to your government","author":"@Chubnutz78","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mW19QCSL89Q"},{"id":"a505d3a9-9c6b-496c-aad3-6f1cf9fa1b61","source":"youtube","source_id":"UgyiZ0N7Um458W6lAzp4AaABAg","content_type":"comment","title":null,"body_preview":"Are we even mad about this guy flew forever and obviously he’s good at it I mean, he should get a fine but for crying out loud to see your pilot with a major airline and he hasn’t had an accident and ","author":"@ericditillio1605","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mW19QCSL89Q"},{"id":"3b3c4da4-df6d-4d53-b25f-6ce100b0166f","source":"youtube","source_id":"UgwBpWP5NNJOW0rIGwR4AaABAg","content_type":"comment","title":null,"body_preview":"The fact that he worked better than most of those with legit licenses proves he earned his wings. Let the man be.","author":"@JosiahMwangi-t6p","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mW19QCSL89Q"},{"id":"8191ccdd-cebe-441c-b86d-b8eea5f12afc","source":"youtube","source_id":"Ugya99zccAwiXjTVW0l4AaABAg","content_type":"comment","title":null,"body_preview":"Fraudulently  deceiving not only his employer,  and  those who flew  all of those  flights...    also  the   government  too...       absolutely  unacceptable...   \nThis is a sinking feeling...   \nNo ","author":"@pmetzler5443","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mW19QCSL89Q"},{"id":"4ad06917-c63b-4430-8b7f-0442fe184a7b","source":"youtube","source_id":"UgzcjW-9IgNbDPfiPWt4AaABAg","content_type":"comment","title":null,"body_preview":"He was better then the rest😂😂😂 He is  PRO! he is  Model!  this is actualy a political affair! It doesent have nothing to do with this pilot! If they really care they solved this from the beggging!","author":"@AnonimUser2026","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mW19QCSL89Q"},{"id":"834c9f78-441b-46e6-95e1-c2b494d67819","source":"youtube","source_id":"UgzVSlJH9IzTMtEcCpl4AaABAg","content_type":"comment","title":null,"body_preview":"Does he get a pension. Never crashed once. He is as good or better then most licenced captains. He deserves an award.","author":"@PerryFranks-c1x","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mW19QCSL89Q"},{"id":"1afd6738-a861-449f-b687-1c2207027e46","source":"youtube","source_id":"Ugyug5Y3zC96rPGLnHx4AaABAg","content_type":"comment","title":null,"body_preview":"Make him fly equipement  only for the military over the most dangerous missions  free for another 17  years. Off days spent in Federal Prison","author":"@ladydriver2146","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mW19QCSL89Q"},{"id":"36166fc6-2a21-4d6c-be9e-e7fc5c738e44","source":"youtube","source_id":"UgxZaz3IoQ8Y9Y2o4KZ4AaABAg","content_type":"comment","title":null,"body_preview":"He sounds like that other guy in the movie , Catch Me If You Can!","author":"@ladydriver2146","classification":"human_created","confidence":0.7,"indicators":["cultural_reference","terse_reply"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mW19QCSL89Q"},{"id":"c9d2161e-46ee-4f80-af9a-0f4b0fa5c6df","source":"youtube","source_id":"Ugz_kHOv8LjHpjXPjNB4AaABAg","content_type":"comment","title":null,"body_preview":"If no crash?, leave that man to his job. He's born to fly ✈️.","author":"@KidoZean","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mW19QCSL89Q"},{"id":"9882a91b-622b-4f95-a77a-5a934256a824","source":"youtube","source_id":"UgyJvjpa40_dV86LGZp4AaABAg","content_type":"comment","title":null,"body_preview":"He is a true American hero thank you sir for your service.","author":"@davesskillet9235","classification":"human_created","confidence":0.7,"indicators":["terse_reply","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"64920987-17e4-405b-85d6-9c6ff822a765","source":"youtube","source_id":"UgywUv12KWRL382FkYN4AaABAg","content_type":"comment","title":null,"body_preview":"“SUCKERS and LOSERS” TRUMP 2018 AINSE, FRANCE on 1,800 U.S. MARINES died in BELLAU WOODS. Walks like a duck?","author":"@wesleykatekaru6991","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"e2b17cba-af79-4cb2-998f-bf5a6ee86419","source":"youtube","source_id":"UgzePhHncGAc4IpTwAp4AaABAg","content_type":"comment","title":null,"body_preview":"America will never be free until we are free from zionists","author":"@tumtum818","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"493ffa22-1eac-4938-be64-d11bc0feb17b","source":"youtube","source_id":"Ugw23AVzp-EvAyN0szx4AaABAg","content_type":"comment","title":null,"body_preview":"Him and people like him deserved to be honored years ago, why wait so long. Our country is a joke just listen to all he lost before he even was recognized publicly he can’t even enjoy it with his belo","author":"@Hollywood9O4","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 Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"b9a3fcb4-cad2-4534-b46b-2732be33bea5","source":"youtube","source_id":"UgwScv_u57wt5jRBhs54AaABAg","content_type":"comment","title":null,"body_preview":"Look at what happens when your on the Shawn Ryan show and Unsubscribe.Great man .They don't teach about him in Black History Month because he is a Man of Honor","author":"@ronpettit3200","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"ac5d3a85-bf56-4479-aae7-14fb983089e1","source":"youtube","source_id":"Ugx_gQW4eSOETyyyfyB4AaABAg","content_type":"comment","title":null,"body_preview":"What honorable things did America do in Vietnam again?…","author":"@AdamNorse","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"10e27e3e-b6ad-47ef-bd32-435a8d5d1fab","source":"youtube","source_id":"UgxKPxay93yzrtd0WLZ4AaABAg","content_type":"comment","title":null,"body_preview":"We need to see more of these stories-Americans need to know our history. These stories need to be shown in our schools. Thank you for your service, the words aren't enough, but thank you!","author":"@spreadTRUTH4all","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"7eaea7f5-bd3b-497b-9fd5-e6b6b2bfc539","source":"youtube","source_id":"Ugx4MrV3TGcQV-WowMl4AaABAg","content_type":"comment","title":null,"body_preview":"I would have waited for a real president to receive an award,or just sy\" no bugger off.\"","author":"@bobfist1219","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"e7685191-b0b5-442f-a818-ff585d49a2c4","source":"youtube","source_id":"UgxtSfbx_7BwfohGFS94AaABAg","content_type":"comment","title":null,"body_preview":"They live and fight for our country and to serve and protect us 🇺🇸🇺🇸🇺🇸🇺🇸🇺🇸 USA we should always appreciate and protect our citizens that they fight for us to have in peace","author":"@pennyhines2205","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"4c85b38b-c3e2-4df9-8e0c-358942af1754","source":"youtube","source_id":"UgwIdALlJ-jFHbjTlb14AaABAg","content_type":"comment","title":null,"body_preview":"WAR is a MAN-MADE tragedy. It's good for absolutely nothing!!!\nI bet he was still treated like a second-class citizen in a country he gave his life to. \n(Like MOST black folks who served in Vietnam)","author":"@jcanyiam8309","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"9b04d5e0-0fd0-4b18-b625-4fbaf1aa7f33","source":"youtube","source_id":"UgyVcp0AJd0W-wia8Gt4AaABAg","content_type":"comment","title":null,"body_preview":"Well deserved, it should have happened decades ago.  Glad that we have a President that sees  this.  Vietnam's civil war was a horrific war that so many were ignored, but are finally getting the respe","author":"@catrivett1964","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"78a26993-0745-466a-bac8-fa5fb4e837ac","source":"youtube","source_id":"UgwGxHcUjr_i5I2oQaF4AaABAg","content_type":"comment","title":null,"body_preview":"So got conned it to a fake war. Again.  Real heroes. Why is it the poorest that go t wars. There should be a law that every politician that votes for war. Should serve on the closest front line. Or th","author":"@dantebruno5474","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"bba1b129-fb20-494e-a2cb-1fb0ed6ef687","source":"youtube","source_id":"Ugw0OFjhXkxXuKe0Pwx4AaABAg","content_type":"comment","title":null,"body_preview":"Cut back a little on straighting out other countries troubles and work on stopping these communists from taking over OUR country.","author":"@LarryWright-g8w","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"2aa30d9b-76ac-49c8-8dc1-a030206eb256","source":"youtube","source_id":"UgwIc5bNdbbN5xy-4_94AaABAg","content_type":"comment","title":null,"body_preview":"Vietnam- that's the one Trump ducked out on because of \"bone spurs\" right?","author":"@PH_Dungeon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"67b8eeaf-413f-4944-be3e-b9ee70a7c907","source":"youtube","source_id":"UgwOQMnYoqj6lE9fy-94AaABAg","content_type":"comment","title":null,"body_preview":"We stand on shoulders of giants!...lets not waste their blood","author":"@dantebruno5474","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"e4a59c4f-32f7-4fcb-90c6-0cfe11e44c5c","source":"youtube","source_id":"Ugzw1bfsvASwtwkci-x4AaABAg","content_type":"comment","title":null,"body_preview":"Shame on the nation for  keeping it away from him far too long 🎉🎉🎉 honor the warriors. Great job Trump for showing recognition to the man of America.","author":"@BrianCharlier","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"e33942f7-2498-463e-bf4d-ef443cc0d2aa","source":"youtube","source_id":"UgwhsxhJWn6bMA3Y54B4AaABAg","content_type":"comment","title":null,"body_preview":"You take that medal and you wear it for all the men that can't","author":"@Zlysses","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"92f4d71a-3e41-47bc-aff8-c0ff4970891d","source":"youtube","source_id":"UgyWRQT8eowGlBG0L0x4AaABAg","content_type":"comment","title":null,"body_preview":"He served at Marine Barracks Ft. Meade, where I was stationed. Semper Fi","author":"@sifuredmond","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"d6022cff-dfc7-429d-8425-5e8b83435db1","source":"youtube","source_id":"UgxdaH0kUexS_WqwEvl4AaABAg","content_type":"comment","title":null,"body_preview":"Poor guy...ended up with a phoney bone spur draft dodger ..Vietnam draft dodger no less..giving him the medal","author":"@buzzbay-v2f","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"bbfcdf28-6a33-4b60-a570-16dc62db5814","source":"youtube","source_id":"Ugx3dB-5xIg83Mvysz14AaABAg","content_type":"comment","title":null,"body_preview":"If it’s on fox, it’s gaslighting.\nIf it has the orange faced lying chest then it’s much worse.","author":"@deemo5245","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"7fbead0c-63ba-43c2-a84d-5637358a4049","source":"youtube","source_id":"Ei4h1LP2MVc","content_type":"post","title":"AMERICAN HERO: Major Capers shares powerful message to nation","body_preview":"Nearly six decades after extraordinary bravery in Vietnam, Major James Capers Jr. receives the Medal of Honor from President Trump. The Marine Corps legend reflects on sacrifice, leadership, loss, and","author":"Fox News Clips","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","template_phrases","absence_of_personality"],"bot_score":0.30952380952380953,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ei4h1LP2MVc"},{"id":"28dab5d7-7e35-475a-b357-e27a0d46dff5","source":"youtube","source_id":"UgzOpbMqREKpUvj5aPd4AaABAg","content_type":"comment","title":null,"body_preview":"Wichita is about to be hit here shortly. Hutchinson just got hammered","author":"@danielphillips3659","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RlGgImx2YaY"},{"id":"05531058-4403-40c5-9bb7-6b7fd2c3d1a7","source":"youtube","source_id":"Ugw28NNmP0pfX61axyh4AaABAg","content_type":"comment","title":null,"body_preview":"I like you hair long, but, you may need a haircut!","author":"@jenniferRainwater","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RlGgImx2YaY"},{"id":"cc7c85ec-c668-414a-9ce6-8cf2024a417a","source":"youtube","source_id":"UgwXGFH3UdoU5LqhRHZ4AaABAg","content_type":"comment","title":null,"body_preview":"Hi Max I'm in Tucson Arizona but my mom lives in Missouri ❤ we both love you","author":"@emyers467","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RlGgImx2YaY"},{"id":"8e78a378-35f7-4b81-a0bf-84c269f71ae2","source":"youtube","source_id":"UgyP3cUrcb-bRUhqPE14AaABAg","content_type":"comment","title":null,"body_preview":"I live just north of Louisville ky I am in the severe threat sunday/night","author":"@BryanF1978","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RlGgImx2YaY"},{"id":"77d8c5f3-c857-4281-b9c5-fd8a939728b0","source":"youtube","source_id":"UgzCFRPIiCcI9NnysM14AaABAg","content_type":"comment","title":null,"body_preview":"Max there's like ads every five minutes during this replay! Come on! Give us brokies a break!! What the flippity floppity😭😭💕!","author":"@SouthFloridaThrifter","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RlGgImx2YaY"},{"id":"0df63c66-413f-47bf-9357-5bf31f34e498","source":"youtube","source_id":"Ugzy08z-mzNB2QpCoAx4AaABAg","content_type":"comment","title":null,"body_preview":"I'd watch a storm chaser fill in for Max on a live, someone like Connor Croff or Bryce or Paige","author":"@woofywoo1263","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RlGgImx2YaY"},{"id":"03a31ea0-7a30-44a3-90cf-4e6f5a98e5ee","source":"youtube","source_id":"UgzE7ush8CVfdfV8_UV4AaABAg","content_type":"comment","title":null,"body_preview":"Please try and always say what state u are reporting on. I cant read the tiny writing at the bottom of your scrèen","author":"@robertagreenbank7613","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RlGgImx2YaY"},{"id":"268ac5ab-2afe-4eda-a6f9-fc9fa86657fb","source":"youtube","source_id":"Ugwmp9_wXtXLmCW0KpV4AaABAg","content_type":"comment","title":null,"body_preview":"This was a crazy stream! If anything, entertaining!😂","author":"@RambleOn500","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RlGgImx2YaY"},{"id":"522db44d-c395-4120-9129-957db33264c5","source":"youtube","source_id":"UgzNBzf0TEdpqIUS9nx4AaABAg","content_type":"comment","title":null,"body_preview":"Just a heads up, Springfield MO is under a tornado warning until 10:30!!!","author":"@coryguerra5129","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RlGgImx2YaY"},{"id":"c1c1584e-1933-49bb-b91f-53a2d51cdf88","source":"youtube","source_id":"Ugx9bGemzv9lWpr3AV94AaABAg","content_type":"comment","title":null,"body_preview":"Down here near atwood we had constant thunder and horrible winds that nocked down tons of trees, but tornado did end up touching down up closer to Trenton took some people's homes but thank goodness n","author":"@Maci-n9x","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RlGgImx2YaY"},{"id":"e430a9cb-d1eb-4f6a-8cea-0f7dd2abc8fe","source":"youtube","source_id":"RlGgImx2YaY","content_type":"post","title":"🔴 BREAKING TORNADO THREAT COVERAGE - Large Tornadoes Possible With LIVE Storm Chasers...","body_preview":"🚀 Download the FREE WeatherFront App:\niOS: https://bit.ly/MaxVelocityIOS\nAndroid: Coming Soon!\nDesktop: https://app.weatherfront.com/\n\n🎁 Get a FREE 1-week trial of WeatherFront Advanced Mode on iOS:\nh","author":"Max Velocity - Severe Weather Center","classification":"human_created","confidence":0.95,"indicators":["platform_fluency","human_indicators_present","absence_of_ai_signals"],"bot_score":0.22776584825291912,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RlGgImx2YaY"},{"id":"0e36bb3d-9f61-4e94-b0e2-bd90698da69a","source":"youtube","source_id":"UgyZFIDM_GJH2PekMmd4AaABAg","content_type":"comment","title":null,"body_preview":"Iran threatens (or closes) the straight (which they dont own) everytime there is any kind of instability in the middle east \n\nOh also its a war crime bc thats an international shipping lane THAT THEY ","author":"@lilCrusader","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"4883865b-7a0e-4ed6-8996-16be420db25b","source":"youtube","source_id":"Ugw2CB8MbWQjgMkS2q94AaABAg","content_type":"comment","title":null,"body_preview":"This is such a stupid way to explain how stupid trump is, the war needed to happen, and you guys are hypocrites for not supporting the stop of a regime that killed thousand of it's people in 2 days an","author":"@ofir41092","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 Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"faf31f34-3b9f-4434-9816-44a4db31c94e","source":"youtube","source_id":"UgwLuQOnP1dMGbI8FsV4AaABAg","content_type":"comment","title":null,"body_preview":"As a Iranian I just can't express enough how pointless this whole war was, all that happened was that MANY people died and many community structures and places (schools, hospitals etc) were blown up a","author":"@Seyed_Siavash_Heydari","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"9586fa75-7fd1-4000-8594-2d3390bca4ab","source":"youtube","source_id":"UgxGarqZqEKMxA18qIx4AaABAg","content_type":"comment","title":null,"body_preview":"I love how the US is proving that Iran needs nukes for self defense.","author":"@hypernova5249","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"04fc070a-f2e6-4669-9f8c-1bd5ea5b7183","source":"youtube","source_id":"UgwwgNSUZ9ectLvjxHV4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine defending a dictatorship in a video, u pos","author":"@Fraudykun","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"038ba85c-4a9f-4431-b236-47fce8b42228","source":"youtube","source_id":"UgxH0q3SohNruTcSNEJ4AaABAg","content_type":"comment","title":null,"body_preview":"Iran: We might or might not be stopping our production of Nukes\n\nIsrael: WHAT? Only I can be ambiguous about illegal nuclear weapons! US do something about it!","author":"@d.esanchez3351","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"0c3b0af2-80ed-4cfc-89b6-6aad6599064d","source":"youtube","source_id":"Ugx77rG3ShTq3Mef_lZ4AaABAg","content_type":"comment","title":null,"body_preview":"The US didn’t spend 29 billion $ on the war. They spent 29 billion $ worth of weapons and fuel.","author":"@yatoku_","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"6cba2cd3-da59-49c0-be00-7dfc6cb9b188","source":"youtube","source_id":"UgzEACC5Q-ML_qQqWz54AaABAg","content_type":"comment","title":null,"body_preview":"I forget the facts aren't the part of the skit. Kinda depressing.","author":"@phanlash","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"97557f16-fb00-46ba-9831-8a03da02a878","source":"youtube","source_id":"UgzhE0KKPQrNp7Pamut4AaABAg","content_type":"comment","title":null,"body_preview":"Monopoly is the name of the end game, zero sum or not","author":"@antonhalk8792","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"35cde554-db0a-4d92-9817-09fa4e2996c6","source":"youtube","source_id":"Ugz6Du68Ifxnk1dpdpZ4AaABAg","content_type":"comment","title":null,"body_preview":"Iran has been “months away” from having an arsenal for decades now. We all know it’s bs","author":"@someonebored0100","classification":"human_created","confidence":0.82,"indicators":["strong_opinion","platform_fluency","terse_reply","absence_of_synthetic_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"e9d68e2e-6f0e-4260-b372-d996d5457e24","source":"youtube","source_id":"UgxiXmQOcygtDhxk9aZ4AaABAg","content_type":"comment","title":null,"body_preview":"The pool is legit representative of Trumps tenure as Presidents","author":"@awestruckcardboard3431","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"c5d58dbb-a64b-4b07-b841-554338824064","source":"youtube","source_id":"UgzpzNaiw6WbueQrwel4AaABAg","content_type":"comment","title":null,"body_preview":"This guy is so misleading it’s unbelievable. He has no idea what he’s talking about. You can read the iran deal yourself where it specifically states Iran agreed to not have a nuclear weapon or mine f","author":"@Drolls24","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"3ddf8775-5eaf-44d4-be22-b0cf2557a7a3","source":"youtube","source_id":"Ugy99ukRSPSZbi5G4qB4AaABAg","content_type":"comment","title":null,"body_preview":"So this is just the equivalent of punching your classmate unconscious, then returning to him with a crisp hundred dollar bill because you remembered you really need him to do your homework for you. Am","author":"@AmirKhaanSK","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"9c720b97-a274-4815-8769-5a33fafe92e9","source":"youtube","source_id":"Ugxw4SnA0uLVLqswJud4AaABAg","content_type":"comment","title":null,"body_preview":"\"Turn news properties into more Trump-friendly media\"\n\nIsn't that literally just press censorship?","author":"@Actualrandomperson","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"ae2e758b-b9f5-48e2-9405-19de0e3534ae","source":"youtube","source_id":"UgwyHmpmVFvUAvNeZEx4AaABAg","content_type":"comment","title":null,"body_preview":"29 billion? You know the US has to pay 300 billion for reparations right? You can thank Trump and your generals","author":"@pedromigueldinis","classification":"human_created","confidence":0.78,"indicators":["strong_opinion_without_equivocation","platform_native_voice","terse_reply","absence_of_synthetic_markers","false_specificity_concern"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"6b7ea2c6-0a17-44f1-b905-f052c6010ad1","source":"youtube","source_id":"UgwOSWBcgLnFGmiXfsN4AaABAg","content_type":"comment","title":null,"body_preview":"I love it when the reflection pool isn't a metaphor but also is a functional metaphor and by love I mean am horrified by! Thank you for your work","author":"@IrisGlowingBlue","classification":"human_created","confidence":0.82,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency","absence_of_ai_templates"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"ba80e543-9af4-453c-b94b-71553e202202","source":"youtube","source_id":"UgzCu_bYAeVB-EupISd4AaABAg","content_type":"comment","title":null,"body_preview":"I'm loving this Iran deal. What we did to Iran was unconscionable. An unprovoked, unjustifiable, offensive war, which killed many civilians and destroyed tons of infrastructure. We owe every bit of th","author":"@sykora9526","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"3f4d8d21-0e7a-4c29-aec5-5b002f45dd03","source":"youtube","source_id":"UgwUNT0aIqDlLScc8H54AaABAg","content_type":"comment","title":null,"body_preview":"This is just really shoddy reporting at best or the intentional spread of misinformation. The whole point of the war as stated by trump was to get rid of iran's icbm and nuclear capabilities. The map ","author":"@warpstone_addict","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"7f8d589a-3e31-4ceb-bf47-901b91181842","source":"youtube","source_id":"UgxwOh_hXMM-ZkGZvUV4AaABAg","content_type":"comment","title":null,"body_preview":"This could have all been entirely prevented had Trump not been president, or that he didn’t boot out the JCPOA in the first place.","author":"@EliteLenny223-Main","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"d84e8d8e-3275-422b-aa60-599d3b5a55c5","source":"youtube","source_id":"Ugx1HCX6rZbORCL557F4AaABAg","content_type":"comment","title":null,"body_preview":"As Iranian im so disappointed that we dont get regime change, our regime is dictatorship and we cant have Normal life with this regime, also we cant destroy them because everytime we have a move they ","author":"@hoseininjast","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"3e44863a-01a4-43cb-8bcb-b5c228d30c84","source":"youtube","source_id":"UgwwFiGJ7VrrGnkcUiZ4AaABAg","content_type":"comment","title":null,"body_preview":"This massively misrepresents the goal of the war. China imports over 30% of their oil from Iran at $5 per barrel. The goal of the war from the US perspective was to cut off China from their oil. Just ","author":"@snipman8067","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","false_specificity","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"5704deb6-6e57-405c-8660-7d51cb093472","source":"youtube","source_id":"nJjPyZuWnaU","content_type":"post","title":"Did the U.S. get a good deal with Iran?","body_preview":"President Donald Trump declared an end to his campaign against Iran’s leaders with an exhortation on Sunday: “Ships of the World, start your engines. Let the oil flow!”\n\nWith the Iranian regime still ","author":"Dave Jorgenson","classification":"human_created","confidence":0.85,"indicators":["quoted_article","original_commentary_around_quote"],"bot_score":0.22843716518501037,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=nJjPyZuWnaU"},{"id":"ecdc0ab3-38aa-4eb9-8172-97ca37c95e57","source":"youtube","source_id":"Ugw-VYFuCzlh2yH-DWJ4AaABAg","content_type":"comment","title":null,"body_preview":"\"disciplinary action has been taken\"\nBAHAHAHAHAHAHAHA Bullshit! funny how they never say \"disciplinary action has been taken\" when they \"accidentally\" shoot civilians.","author":"@Jaws10214","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"fd25a14f-2676-460a-bcaf-00a1d56e3d66","source":"youtube","source_id":"UgzwHh0hDAx7qWwVTVl4AaABAg","content_type":"comment","title":null,"body_preview":"\"that gun goes off\" by itself?\n\nuh huh, sure buddy","author":"@iamxevicho5170","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"08de6882-c960-409a-a7f8-aabd2c071d71","source":"youtube","source_id":"UgyKPfPrg7im8tcP0j14AaABAg","content_type":"comment","title":null,"body_preview":"These are the fucking idiots protecting me? Horseplay...yeah people shooting or getting shot is horseplay??? Next time I shoot someone thats what I will tell the investigators, just horseplau sir! FUC","author":"@coleelliott190","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"039ddd99-5ab0-44a1-9be3-37b5e99ff076","source":"youtube","source_id":"Ugx9-ouRclq_afEQ60Z4AaABAg","content_type":"comment","title":null,"body_preview":"Either the most dumbest cops or their hired actors behind the outlaw gun agenda.","author":"@bradgarrett9542","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"69741f53-a8e8-4b7b-9a38-9314ddc81683","source":"youtube","source_id":"UgwR1ZKX1DM-IPcazmR4AaABAg","content_type":"comment","title":null,"body_preview":"Yea let me just point this gun at an individual trained to return fire when threatened of their life😂 dont go well","author":"@DiabolicRaider","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"587bb162-32bd-4afb-a222-c022cd141ba4","source":"youtube","source_id":"UgyiWP5UZJf6g9wo0ZZ4AaABAg","content_type":"comment","title":null,"body_preview":"wait are the police cruiser's windows not bulletproof?","author":"@silenttruth3932","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"76cfbd5f-442a-4bbe-95d6-1beb979ab9a5","source":"youtube","source_id":"Ugy76gKL1TNnt2lhDIR4AaABAg","content_type":"comment","title":null,"body_preview":"Reform the police they should have discipline akin to the Army or Marines","author":"@Adub979","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"711991a3-d834-4b68-9db0-c0202c32870c","source":"youtube","source_id":"UgyTTea83DYaKq_U5UJ4AaABAg","content_type":"comment","title":null,"body_preview":"That's what happens when you give a dumb ass a weapon 🙄 🤦‍♂️ weapon safety first and never aim your weapon at a target you don't intend to kill","author":"@LastKing-4518","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"d48b9dd8-7f2f-475a-9782-888638d31a1e","source":"youtube","source_id":"UgxvzoSPG__T4_OH5qh4AaABAg","content_type":"comment","title":null,"body_preview":"They took desk...I mean \"garage\" pop to a whole new level.","author":"@MadisonFond","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"f5c0f95f-ff13-47e8-8aa2-818519fe68b8","source":"youtube","source_id":"UgyKyk4dPydMsaoCn914AaABAg","content_type":"comment","title":null,"body_preview":"S*** , what would happen to me if I shot somebody by accident","author":"@bendunahoo11","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"dc12b370-12ff-4ccb-a9df-0edb5cd96770","source":"youtube","source_id":"UgzMJc33f67F-2iJOZp4AaABAg","content_type":"comment","title":null,"body_preview":"And both these guys get to keep their job where they’re supposed to be trusted to keep us safe and uphold the law","author":"@dariuseatmon3971","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"f489d821-16a0-4b05-918f-66a3e833942e","source":"youtube","source_id":"Ugz_GJUJe14v8ywJH5J4AaABAg","content_type":"comment","title":null,"body_preview":"Is this dumb and dumber?…. This day and age If a random person on the street did this shots would be immediately fired at them.. not sure why an officer or officers think this is ok to even joke with…","author":"@SOLDOUTTOLOVE","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"0ac7af76-1be7-4c67-a9d0-d12023bfb1d3","source":"youtube","source_id":"Ugwckir7-zcr-aq_hL14AaABAg","content_type":"comment","title":null,"body_preview":"All 3 should be fired. The first and second for drawing their weapons to play thus violating gun safety. The one standing beside the cop that got shot should also be fired for not chastising the first","author":"@walter_lesaulnier","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"b88ba189-37f4-4ec5-9f91-17075fcd9cba","source":"youtube","source_id":"UgwIEmeoVV6Vk3MCyT14AaABAg","content_type":"comment","title":null,"body_preview":"Pendejos Les pagan para Que Sean profecionales , con mucho entrenamiento y salen con esa pendejada, surte que no le dieron en la cabeza aver si aprendio su leccion policia initil 😂😂😂","author":"@Panchoel01","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"8133892c-c64a-4262-b0a3-06bf35c3df95","source":"youtube","source_id":"UgyR1LJy7j37u24dCOZ4AaABAg","content_type":"comment","title":null,"body_preview":"No investigation was needed.   Both should have been fired  on the spot.","author":"@SandNSurf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"581cb69a-24a5-4f96-83a0-c8c46f95a80a","source":"youtube","source_id":"Ugyp6DFXVbXBm5OOh2J4AaABAg","content_type":"comment","title":null,"body_preview":"Finally the police is actually doing their job. Took a thug off the streets (for a couple of weeks)","author":"@jdsingh21","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"cbbf69e4-2489-4d73-ad51-698bf5cf2fed","source":"youtube","source_id":"Ugymln1h_3efVy93yw54AaABAg","content_type":"comment","title":null,"body_preview":"That’s what our taxes pay for idiots with badges nothing new bullies with ego and injustice for all welcome to the land of the mucks","author":"@IanGoncalves-t1t","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"67005df8-22f9-4007-b1d2-92d9556a600c","source":"youtube","source_id":"UgzUEmsWdFqs44jmPm14AaABAg","content_type":"comment","title":null,"body_preview":"Wow. These guys need to reevaluate what horseplay means.","author":"@triciaslaughter8460","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"24ed2d68-001f-481a-bc74-7a2809e5b9f6","source":"youtube","source_id":"UgzcvbVOr-RaA_aF3794AaABAg","content_type":"comment","title":null,"body_preview":"That's funny shit ,  I got bet   $100  that the cop who took a bullet not get a medal of valor ..  it was a horse play incident.. if it was a black man getting shot it would be 17 bullets a empty gun ","author":"@VincentJames-or9nl","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 Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"511872cd-be02-41a7-86cb-4fa68cd8a822","source":"youtube","source_id":"UgxXR1zfUUuKaf0b-ON4AaABAg","content_type":"comment","title":null,"body_preview":"These are the people “serving and protecting” the American people.\nBunch of dipshits.","author":"@BlitzedMoogle","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"24404a8a-aae1-45bb-812b-b43b8427cd5d","source":"youtube","source_id":"UgzULKqatDN90bkgpXN4AaABAg","content_type":"comment","title":null,"body_preview":"Blame bad orange man and call for march for justice","author":"@BlackYellow07","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SpmUJw39FD4"},{"id":"d9277cbc-5753-4d09-b508-007fd8fd224c","source":"youtube","source_id":"Ugwot1lYHWR26Gro1Y94AaABAg","content_type":"comment","title":null,"body_preview":"Next time hand it off to 4chan, they’ll do a much better job with him.","author":"@ironleeFPS","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"0a1eb495-e114-4218-a03e-944b3d5b5900","source":"youtube","source_id":"Ugwp2hVwSsuDIDotfsl4AaABAg","content_type":"comment","title":null,"body_preview":"Wow, it sucks to be you, Robert Buckner. Don't know what kind of pressure you were facing at that time but let this be a lesson to any one of us men. This situation could've easily been avoided by tak","author":"@watcher-someone-awake","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"2090a8f1-5b73-4845-a1db-32eb2a94f592","source":"youtube","source_id":"Ugxb0TIg0xeSIN9joMR4AaABAg","content_type":"comment","title":null,"body_preview":"The dude called the cops is in the fucking bathroom with the door goddamn open. What the fuck is wrong with these idiots so sick of it!","author":"@appelblossom4311","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"e07f2d7b-54aa-4618-b21d-b86ec95d7ab0","source":"youtube","source_id":"Ugxob8HBVvyfOK5alEt4AaABAg","content_type":"comment","title":null,"body_preview":"I hope that the man who did this injustice realizes what he did and why it cost him his job. \nI feel for the lady who had to shut down her business due to the wrongful negative impact this has caused ","author":"@joannahorn2419","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"121221b3-d0ae-4d2b-a2e9-d0789bf1a679","source":"youtube","source_id":"UgxNnQmhbc9_M8dd8BR4AaABAg","content_type":"comment","title":null,"body_preview":"Did this for 10 years with my daughters  no lady ever complained","author":"@Tingtong-go5fc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"214c2e4d-602c-4c24-a49f-e8746a7d73ff","source":"youtube","source_id":"UgwXZBcJNbKE9cRyNiZ4AaABAg","content_type":"comment","title":null,"body_preview":"A nice case of what goes around comes around good job destroying your life and career","author":"@drewski1535","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"01b25093-4282-4136-b8f7-f4f10b0a8ee3","source":"youtube","source_id":"UgzQIDzvZFKz7xeqoOR4AaABAg","content_type":"comment","title":null,"body_preview":"I wonder if this was a black family would the officers have been so kind","author":"@KaiCo-oi3fh","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"6c5d6910-7f8b-4fe9-9026-ade37afd1df5","source":"youtube","source_id":"UgzKiQEwnb2nWRxVdF14AaABAg","content_type":"comment","title":null,"body_preview":"First off, QT (QuikTrip employees and customer service) is always stellar in my experience (and I have driven all over this country).  Second, most men’s gas station bathrooms seem to be used by men w","author":"@TravelJennie","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"ccfe245d-4431-4662-a7b2-8eb0f3a7010f","source":"youtube","source_id":"UgwFz_UFIOv1Lx9VE5x4AaABAg","content_type":"comment","title":null,"body_preview":"And notice the wife and mother didn’t rush in, as the dude complained his mother in law was “very ill”.\nI’ll bet ya he regrets this stupidity.","author":"@RealWoutLies","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"d571f0aa-c369-49f7-8d09-2faa4f18aa21","source":"youtube","source_id":"Ugx1UVG40LarGIqVwuJ4AaABAg","content_type":"comment","title":null,"body_preview":"I will say this as a woman and who worked retail: Yes we are trained to not get into the mix when a customer is acting a fool like that entitled guy was. She did well in getting in and closing the doo","author":"@TAiiNE","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"274fd122-2709-4191-bfcc-e41113e94dc8","source":"youtube","source_id":"UgxUqBYfZ3XHgzbgMU54AaABAg","content_type":"comment","title":null,"body_preview":"I've ranted about this old man on every site I've seen so I'm done with him. But the poor cake lady caught in the crossfire! I had no idea about that until now. People, please be careful when you seek","author":"@scottishhellcat","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"91f9fb68-a414-43d2-bbd1-722aa21facd0","source":"youtube","source_id":"UgxdeIr5T2oQGtVHZbF4AaABAg","content_type":"comment","title":null,"body_preview":"Thanks Dad. That's a father of girls, I totally support him.","author":"@leonard4020","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"cdd8a936-5d3d-4c49-a957-18d30251736d","source":"youtube","source_id":"UgzJZYIpfk2KmDOl4at4AaABAg","content_type":"comment","title":null,"body_preview":"Well, the guy who called the cops and made a big deal out of it. They should trespass him and ban him from all facilities under that company and make it a permanent band.","author":"@ghostzombie-ny1xn","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 Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"54681ea0-c4fc-4a34-abf4-a39e2ec5ee80","source":"youtube","source_id":"UgzaEE2CffFP2unepqp4AaABAg","content_type":"comment","title":null,"body_preview":"That young father absolutely did the right thing. Had this been a roadside reststop in Montana, where there are typically 4-mens and 4-womens private (or family use) rooms that lock, and all were in u","author":"@DonAlan007","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"d22fddd2-390a-4bd7-ba5f-7c9bfa941ca0","source":"youtube","source_id":"UgzIlAPBXUm7oezLl7R4AaABAg","content_type":"comment","title":null,"body_preview":"Let's not make this about the store Manager. She isnt wrong either way. What really breaks my heart is that the 911 caller made the little girls cry. He didn't even have the presences of mind to take ","author":"@osoavenger7348","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"9856d784-4b34-4aea-b4ff-f8b1ea7b0985","source":"youtube","source_id":"UgwD6Yvsib4TE7eYv1x4AaABAg","content_type":"comment","title":null,"body_preview":"Whoa, what a couple of LOSERS.  Where in the H is this ????  Creepy people for sure.  I hope the father and his girls are alright.  WTH????\nAnd where's the elderly woman the moron said was waiting to ","author":"@teeta62","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"6e04129b-4c4b-4fc8-aaa1-c5f569cde28d","source":"youtube","source_id":"UgyhYt9du7adxkHqnT94AaABAg","content_type":"comment","title":null,"body_preview":"Today is Father’s Day\nThe guy calling the police is an absolute Buffoon.\nThe father assisting his young girls is a good father.\nMr. Buffoons Wife, obviously has never been a mother.","author":"@robertwallen8510","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"3811690e-c334-4ab0-9aec-45b715e5533c","source":"youtube","source_id":"Ugwr6P1ds02u0qh49TF4AaABAg","content_type":"comment","title":null,"body_preview":"WTF was the dad supposed to do? Little girls don't EVER go to the BR alone. He's being a safe and attentive dad.","author":"@kimberlyaustin6677","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","emotional_authenticity"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"c1f26c75-054f-4e3c-ab4f-b8ce8d15ac05","source":"youtube","source_id":"UgwzxGnDQeSSg8fXUVN4AaABAg","content_type":"comment","title":null,"body_preview":"It's obvious the old man never had kids and has no clue what parenting is. He also has no clue he's wasting the cops time","author":"@PlatinumEagleStudios","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"cbf225ae-cf4b-4025-8dd5-a883c8e62203","source":"youtube","source_id":"Ugxl1CsZJFEMMc8tzO54AaABAg","content_type":"comment","title":null,"body_preview":"these are the same time type who tell on you to the teacher for talking when the teacher was outa the room in middle school","author":"@ANNUNAKITRACKS","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"2a814580-db10-4a8e-91e1-b99ab5fd392f","source":"youtube","source_id":"UgzeEJSSlOKqSZypYIh4AaABAg","content_type":"comment","title":null,"body_preview":"I would have thought this was a non issue these days?","author":"@JDeG-q3e","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"a5d71ae9-8276-4e17-a02b-37c2c649c05a","source":"youtube","source_id":"UgwStqjBWexEgt8sbMd4AaABAg","content_type":"comment","title":null,"body_preview":"That guy should have been charged with harassment and nuisance","author":"@youtuberazz","classification":"human_created","confidence":0.6,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"cdf564df-d6df-4e6d-babb-68e058ab8b9b","source":"youtube","source_id":"Ugy5QQ9NLfqYc8MpiWx4AaABAg","content_type":"comment","title":null,"body_preview":"He wanted to SCREW THE other guy, he had the chance and did his play, he got SCREWED... Fair game, at least this time... 🖕😆","author":"@abdulalhazred4589","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"1169654e-70e8-4289-9dbd-a390fb76a29d","source":"youtube","source_id":"UgwG_krPdj7Q-pMTKJ14AaABAg","content_type":"comment","title":null,"body_preview":"I’m scared to use the restroom now because of  what’s going on now","author":"@KweenJaz","classification":"human_created","confidence":0.82,"indicators":["emotional_authenticity","terse_natural_expression","platform_fluency","absence_of_ai_hedging"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"33e1396d-3cd1-4770-a014-a4e23b08c18d","source":"youtube","source_id":"Ugywk20--5dnoaiIZe94AaABAg","content_type":"comment","title":null,"body_preview":"Goid for that young fatherbp looking after his daughters.","author":"@deborahwhitney9427","classification":"human_created","confidence":0.82,"indicators":["typo_present","terse_reply","authentic_sentiment","platform_fluency","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"91b7de90-4ec5-42fe-a283-58f58b5bd72b","source":"youtube","source_id":"Ugx0KvN5I5RxMttlIBF4AaABAg","content_type":"comment","title":null,"body_preview":"As though his wife or mil could be remotely desired by this young man - who is about his business.\nHe does sound like a tattletale, a juvenile - while blocking access to the  washroom and claiming tha","author":"@arumiam","classification":"human_created","confidence":0.72,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","strong_opinion","absence_of_ai_templates"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"39d4c394-5a40-47b5-8980-1652b701a54d","source":"youtube","source_id":"ODql_LNJEnI","content_type":"post","title":"He Called 911 on a Dad and Instantly Ruined His Own Career!","body_preview":"What happened at this highway gas station when a realtor launched a childish 911 tirade against a father and his young daughters, all because they were using the restroom during a family road trip?\n\nA","author":"Civilians Uncut","classification":"ai_generated","confidence":0.78,"indicators":["template_phrases","synthetic_empathy_and_framing","list_heavy_structure","suspiciously_comprehensive","missing_platform_voice","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ODql_LNJEnI"},{"id":"333daf7c-8598-4527-b8c8-8359e4803c6e","source":"youtube","source_id":"UgxpwXS5Ig-a8_5woox4AaABAg","content_type":"comment","title":null,"body_preview":"They should’ve kept pushing on further south til they got to Mexico. It looks lit down there.","author":"@vofv1208","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","terse_reply","strong_opinion","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"c1de11c7-84e1-4d01-835c-3e288459864d","source":"youtube","source_id":"Ugy5eyrnpBUDPbU1c3t4AaABAg","content_type":"comment","title":null,"body_preview":"This makes me miss my home state SO MUCH. if only I could go back to Bristol for the Fourth of July","author":"@deborahb5852","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","emotional_authenticity","terse_natural_expression","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"39b70f61-4b09-4455-99be-b22daf58994b","source":"youtube","source_id":"UgyMQ3MeXaZcyV9pjaV4AaABAg","content_type":"comment","title":null,"body_preview":"About 6% of Providence, Rhode Island now consists of Scottish citizens. I wonder if Peter joined them","author":"@basketanand","classification":"ai_generated","confidence":0.75,"indicators":["false_specificity","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"2fd11fc6-ff68-4263-bb90-b9c6227b6286","source":"youtube","source_id":"UgzyqNNe7ILcNQKjXMp4AaABAg","content_type":"comment","title":null,"body_preview":"Boston robbed the Scots blind bc Boston was built by the Irish. 😂. Seriously, tho, Boston is run by and full of lefties. That’s why the prices are insane.","author":"@nonnynu","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":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"d8cfdb81-4d2b-492f-8030-f072f1d8a3e9","source":"youtube","source_id":"UgyLwRSUDGuTQBUm2uR4AaABAg","content_type":"comment","title":null,"body_preview":"WELL, THE OPEN CONTAINER LAWS ARE OUT THE WINDOW FOR THE WORLD CUP","author":"@ericstone1595","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"5ae2df0d-4d80-4752-a7c4-a047a540fba3","source":"youtube","source_id":"UgyREMKnG68tmasCng94AaABAg","content_type":"comment","title":null,"body_preview":"Hear me out:  in the summer when the schools are closed we rent out school buses AND schools so people from Europe can have experiences they saw on TV/Movies.","author":"@Zeena5000","classification":"human_created","confidence":0.8,"indicators":["natural_digressions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.3077778252875529,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"1f0133f5-072b-4857-98cc-179399b3ba58","source":"youtube","source_id":"Ugz78eIqu3gMf-Wg3Ix4AaABAg","content_type":"comment","title":null,"body_preview":"These Scots are more American than most Americans I've met","author":"@SethKotta","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"bfde7920-83e3-40d3-98fc-de4f81dd8075","source":"youtube","source_id":"UgzzaoX62t0AAC6Uuk94AaABAg","content_type":"comment","title":null,"body_preview":"Leave it to the Scots to find an affordable and fun way to get to the games! ❤","author":"@suenevin57","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"3c85ee8f-a66c-47cc-9a85-7ad613a46659","source":"youtube","source_id":"UgzEeucb1_DKL79Te014AaABAg","content_type":"comment","title":null,"body_preview":"YES !!!!!! They beat corrupt FIFA …. GOOOOOAAAALLLLLL !!!!! Love it","author":"@dianacantu9303","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.3846153846153845,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"a7aa22d9-7b9b-438c-984b-382d0d7f41c1","source":"youtube","source_id":"UgwaUr4rmxy10WzmNQ94AaABAg","content_type":"comment","title":null,"body_preview":"YES !!!!!! They beat corrupt FIFA …. GOOOOOAAAALLLLLL !!!!! Love it","author":"@dianacantu9303","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.3846153846153845,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"085e79d1-1d10-4a6b-98ed-b8ffdb2a29ca","source":"youtube","source_id":"Ugy78bQXCFElMvz6o6d4AaABAg","content_type":"comment","title":null,"body_preview":"Boston native living in Providence. They are welcome back whenever they want to come back. The light and joy they added to the community while they were here was amazing to experience. I know a lot of","author":"@gglizzy4651","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","emotional_authenticity","natural_digression","platform_fluency","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"6f8dee64-360c-457b-8d9d-71e49e867310","source":"youtube","source_id":"UgwqIr1pXbKeYcArGRN4AaABAg","content_type":"comment","title":null,"body_preview":"Dear Scotland:  Next time you send thousands of Scotsmen to the US, we need six months notice to warn barkeepers, liquor distributors, breweries, and beer manufacturers.  Thank you.","author":"@Zeena5000","classification":"human_created","confidence":0.82,"indicators":["genuine_humor","strong_opinion_stance","platform_native_voice","absence_of_ai_markers"],"bot_score":0.3077778252875529,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"d19cb261-673f-4f30-bab2-9838692822ea","source":"youtube","source_id":"UgxGedvvaOy04mblN2x4AaABAg","content_type":"comment","title":null,"body_preview":"I hope they all come back again. Its been a treat watching them here","author":"@zachschendt7201","classification":"human_created","confidence":0.72,"indicators":["terse_reply","genuine_emotion","platform_fluency","minor_imperfection"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"3ec6d660-d7e5-47a1-9a4b-9251e656152c","source":"youtube","source_id":"Ugw68JVQgD60iHskDjZ4AaABAg","content_type":"comment","title":null,"body_preview":"America needed this. God Bless the World Cup. ❤ 🤾‍♂️","author":"@Lise-ds1zb","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","emotional_authenticity","terse_reply","absence_of_ai_templates"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"7a6e7038-960a-4fc8-b85a-bbd19ab4cf09","source":"youtube","source_id":"UgwO2_-OQ14vhfcUxnl4AaABAg","content_type":"comment","title":null,"body_preview":"America to me is simpsons in a good way we love homer","author":"@MatthewCoulson-xy1bn","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","emotional_authenticity","terse_reply","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"32490392-dc87-4722-8714-b874ec558545","source":"youtube","source_id":"UgzyFKrSnKMB20Dw4Vl4AaABAg","content_type":"comment","title":null,"body_preview":"So that's where Europeans see American yellow school buses from! The Simpsons.","author":"@ericramsell5947","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","platform_fluency","terse_reply","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"cea4d5ae-0561-4cda-a8b6-16459fe46faf","source":"youtube","source_id":"UgyerLTs89ar0D3exfR4AaABAg","content_type":"comment","title":null,"body_preview":"$80 for a train ticket I'd disgusting $17 for beer $460 game ticket wat a ripp off","author":"@nmon9402","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"a231f2cb-d1d1-49f4-a5ee-9d54f3c6c31f","source":"youtube","source_id":"Ugwqd9g5ygqtVU8QiGB4AaABAg","content_type":"comment","title":null,"body_preview":"Aw, man! I’ve been a school bus driver for 9 years in Texas. That would’ve been such a privilege and so much fun to drive them around! Alba gu brath. Let’s goooo Scotland! 💗🏴󠁧󠁢󠁳󠁣󠁴󠁿🙌🏻🚌","author":"@polytheneprentiss1534","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"6e9b4752-3b2a-472b-816e-77732fb53fd0","source":"youtube","source_id":"UgyWQrkHeuXtDGdLvLJ4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you so much for blessing us with your love!!!!!","author":"@brene6470","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"3bb39655-9f20-491d-b863-cf939ba755d5","source":"youtube","source_id":"UgwNjJarJBOAFEw8uDh4AaABAg","content_type":"comment","title":null,"body_preview":"Hello and thanks for watching! I'm the reporter who joined the Tartan Army for their bus ride. If you have any questions about the experience - would love to hear them!","author":"@JeremySiegel-l3x","classification":"human_created","confidence":0.85,"indicators":["self_reference","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"c18e23af-5ccf-4777-978c-68277e8b12fd","source":"youtube","source_id":"BtGcE1YLBsg","content_type":"post","title":"Why are these fans taking a school bus to the World Cup?","body_preview":"FIFA and local transit authorities have come under fire for what fans say are exorbitant transit fares to get to World Cup matches, many of which are in stadiums located relatively far outside their m","author":"GBH News","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=BtGcE1YLBsg"},{"id":"ff4d4943-a32d-4202-8a91-88d63f335bad","source":"youtube","source_id":"UgyUTjwur9Sb6le33fJ4AaABAg","content_type":"comment","title":null,"body_preview":"Our lowest representing the US on the world stage…","author":"@jaelancaster5506","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"eabe0d6b-06bc-4697-9565-bac4b026362f","source":"youtube","source_id":"UgxGDsiLJIS0ip7767J4AaABAg","content_type":"comment","title":null,"body_preview":"Bessent lives in a very, very glass house he shouldn't throw stones.","author":"@markdoro2494","classification":"human_created","confidence":0.7,"indicators":["idiomatic_expression","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"5873fd93-1664-40d5-9334-8ea606f5d3f6","source":"youtube","source_id":"Ugzh2W35E-kfj9aUttV4AaABAg","content_type":"comment","title":null,"body_preview":"Should have brought out. Some toot. For Mr bean. All would be good.","author":"@colincrisp1592","classification":"ai_generated","confidence":0.5499999999999999,"indicators":["imperfect_expression","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"603b93ff-8256-489f-8d52-8e87f6527275","source":"youtube","source_id":"UgxJwvA9zZdJF7ZvjsN4AaABAg","content_type":"comment","title":null,"body_preview":"Zelensky is a highly-respected war hero with integrity and intelligence.  Bessent is a trump a$$ licker.  Bessent holds no cards at all. 💩","author":"@les2150","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"4bfd7da7-700c-476a-ab29-43ac27843837","source":"youtube","source_id":"Ugz7U-g9_nUCxjtN8l94AaABAg","content_type":"comment","title":null,"body_preview":"I cannot wait until all these children are gone.Please, people stop voting for babies to be in the government.","author":"@solespider6024","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"38127194-a738-4323-a78b-db602c917bc0","source":"youtube","source_id":"UgzWEtvL4KvTJ2Fw2Jl4AaABAg","content_type":"comment","title":null,"body_preview":"Guy is such a horrible speaker it took 10 minutes to say it.","author":"@JacksonDavid-s2y","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"aa93ecd0-82b4-4a79-ba13-9d934f79d935","source":"youtube","source_id":"Ugyv23Fo21K4WcKHVsB4AaABAg","content_type":"comment","title":null,"body_preview":"Who talks like that in such a powerful position on the world stage? This ignorant administration has cost us the credit we had with the world. It will take generations to undo the damage, if it ever h","author":"@LizzyBell-70","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","emotional_authenticity","platform_fluency","absence_of_hedges","terse_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"7bd37e7e-0236-4123-83de-2a5164d01b1b","source":"youtube","source_id":"UgwxYvPuaWxq6tYLsgh4AaABAg","content_type":"comment","title":null,"body_preview":"I will giggle like a little kid when Scott Bessent goes to PRISON!","author":"@bigsola64","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"d8a2078b-07f9-4ae3-997e-e8690a15fe8e","source":"youtube","source_id":"UgwNX740ouI6uilL9RR4AaABAg","content_type":"comment","title":null,"body_preview":"Scott reminds me of bugs Bunny 🐰 his teeth and his stammering.he should be rated and feathered","author":"@LenoreHeath-w6u","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"b9eb94c6-3258-4431-aa0a-0dcaab12fcd0","source":"youtube","source_id":"UgwbrKZm3q8B4LHN-N14AaABAg","content_type":"comment","title":null,"body_preview":"Bessent has the most punchable face in the regime so maybe he should STFU","author":"@OldLadyLogic","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"e66e7e9d-d933-4f5b-a38e-b034fd09d8e9","source":"youtube","source_id":"Ugy2pNxRLj9yoelLv6h4AaABAg","content_type":"comment","title":null,"body_preview":"I'll bet Bessent was polishing his glasses constantly during the meeting.  That's his go-to self-soothing behavior.\nWhat an utter snowflake","author":"@williammahaffy4642","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"96785798-1a1d-4293-b3aa-01aaf89c720f","source":"youtube","source_id":"Ugwzz_9lZ5V8oibURG14AaABAg","content_type":"comment","title":null,"body_preview":"And by the United States \"taking over\" they mean Trump and his spawn.","author":"@ethanadams8165","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"c8844c42-c91b-46e2-a2a2-9f1f4acb9170","source":"youtube","source_id":"Ugw0Seq20BARVviE5Cl4AaABAg","content_type":"comment","title":null,"body_preview":"I love Zelensky!! Wouldn't it be nice to have a President like Zelensky that fights for his people?? You go Zelensky for standing up to Bullies","author":"@missmoxey65","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"710fd599-98e5-4b4a-9d6f-7f3478f83054","source":"youtube","source_id":"Ugzev4sYG5wRMGRp3WR4AaABAg","content_type":"comment","title":null,"body_preview":"Bessent, the previous owner of the Barbie dream mansion, should shut his traitorous pie-whole! Withholding Congress allocated war funds and artillery to Ukraine is tantamount to WAR CRIMES, which HE, ","author":"@ReneeKaizer-sw3eg","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"796702dc-5bd5-4f0b-83a0-1397ffbf55b9","source":"youtube","source_id":"Ugz8fgGZZ5EclhL4Abp4AaABAg","content_type":"comment","title":null,"body_preview":"Mr bean is kind and special needs children are AWESOME. Fuck these guys, losers, losers, losers, losers.","author":"@Kdhd1990","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"6b843350-7c67-4b80-b95a-0d66784ae09b","source":"youtube","source_id":"UgxvvaDatKhkLJHwMRV4AaABAg","content_type":"comment","title":null,"body_preview":"Embarrassed to be an American … I have never hated someone I never met more than this administration of pure corruption and supremacy","author":"@thepunish3r735","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"a9887d8c-d5bc-4fc3-a307-d9905629fca7","source":"youtube","source_id":"UgzAaQquyBTTuTTgIrp4AaABAg","content_type":"comment","title":null,"body_preview":"It's like every single one of these people from the administration are just a piece of 💩 themselves!","author":"@lucindadrake7460","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"d6424f74-90bd-4cc6-b4f8-57a494aae5d8","source":"youtube","source_id":"UgzohT-FXci62XL33yZ4AaABAg","content_type":"comment","title":null,"body_preview":"Like a landlord getting rid of a shitty tenant, the US has a lot of work to do when he's gone..","author":"@Badge124","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"29641e4e-7671-4919-9288-18f2a0af710f","source":"youtube","source_id":"Ugz_zb6R692RQUH89gF4AaABAg","content_type":"comment","title":null,"body_preview":"Easy to SEE EVIL: Trump, Kushner, MBS, PUTIN, EPSTEIN, GHISLAINE —MORE IMPORTANT KNOWING THEIR EVIL UNDERLING HELPERS","author":"@TrustThenVerify","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"7fc439a7-e4d5-4657-889a-a931839e540a","source":"youtube","source_id":"UgxPQJRedNJeW-u-eTZ4AaABAg","content_type":"comment","title":null,"body_preview":"Trump took Bessent to Epstein Island.  He needed his personal attorney to be as compromised as he is!  Now they both have to keep the secret!","author":"@MichaelMosel","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"e8a507af-db04-47df-ad76-0410b2feaa7a","source":"youtube","source_id":"LkN8iBZ7b00","content_type":"post","title":"Trump Treasury Secretary lashed out at Zelensky when he stood up for his country.","body_preview":"Trump Treasury Secretary lashed out at Zelensky when he stood up for his country.","author":"Aaron Parnas","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.44232902653354145,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LkN8iBZ7b00"},{"id":"1a4129b7-186d-46ac-bff0-f44e777c218e","source":"youtube","source_id":"Ugzya8i6nAfubRaYc_F4AaABAg","content_type":"comment","title":null,"body_preview":"I don’t even speak Spanish besides that 1 year in high school. But I still understand him saying I’m from here so what about my color.","author":"@Troy211","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"4ba27a74-4339-42fd-a87c-199665ebfb6b","source":"youtube","source_id":"UgyHnq2HPJS5oANpJrx4AaABAg","content_type":"comment","title":null,"body_preview":"As soon as the dems take back control of government , every single ICE agent should be brought up on charges.","author":"@TonJravolta007","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"ac9a009a-96a4-45d8-a5bf-6daa695b8f72","source":"youtube","source_id":"UgydNGen86sSNaEuxsl4AaABAg","content_type":"comment","title":null,"body_preview":"The covered faces is an outrage. When he yelled 🗣️ “¡Yo Soy de aquí, cabrón!”\nI felt that in my chest. Growing up in NYC, Puerto Ricans are such a vital part of the culture. The idea they are in PR ha","author":"@DaydreamingTori","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"e8be1517-0aa9-4826-a2ea-26beddd730e5","source":"youtube","source_id":"Ugzfn1y_i8ww0WrBUId4AaABAg","content_type":"comment","title":null,"body_preview":"ICE can't be in PR, it's a US territory. Where are they going to deported him, the US?","author":"@waymanharris9430","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"4ad0ec95-0741-450b-80b3-0131ab3cadea","source":"youtube","source_id":"UgzX5Q4YwdS3G3p4mfN4AaABAg","content_type":"comment","title":null,"body_preview":"5 paid dudes out there NOT DOING THEY DAMN JOB. Oh wait their job is just harassing minorities and murdering protestors. So I guess they were doing it.","author":"@AxeMan808","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6058608058608058,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"8e8db389-0e6c-418d-b893-2183005c977c","source":"youtube","source_id":"UgxEpnL1ulY4cR4SWVJ4AaABAg","content_type":"comment","title":null,"body_preview":"HOW THE F YOU SUPPOSED TO FIND A SPECIFIC BROWN PERSON IN  <looks at video again> PUERTO RICO?!?!?!?!\nALSO TRUMP DOESN'T EVEN THINK THAT'S PART OF AMERICA SO WHY THE F ARE ICE AGENTS THERE?!?!","author":"@AxeMan808","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6058608058608058,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"dc15c0ff-9e27-4c00-a161-c1b891d9056a","source":"youtube","source_id":"UgyS3YYtf5V1OXFSRKZ4AaABAg","content_type":"comment","title":null,"body_preview":"What the hell are ICE agents doing in Puerto Rico 🇵🇷?","author":"@junco1312","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"e1dba194-26e9-4c6c-bc4b-5665ded73b71","source":"youtube","source_id":"Ugxuj_bZrQJsD2BRkkF4AaABAg","content_type":"comment","title":null,"body_preview":"Puerto rico people need to support more😢. And go to protest against ICE","author":"@yc1100","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"9eacf608-0c3b-4200-ba75-245ad65ec0a0","source":"youtube","source_id":"Ugxjdmfk8WM60qGob4N4AaABAg","content_type":"comment","title":null,"body_preview":"Ice will struggle there because most of the people are brown and black.","author":"@russellsoloway8078","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression"],"bot_score":0.7999999999999999,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"eec62364-c7fc-41f8-8b43-55ac40ec4855","source":"youtube","source_id":"UgyJmLppuEf9Vy7w0id4AaABAg","content_type":"comment","title":null,"body_preview":"They want to clear the people out of P.R. and turn the island into a luxury resort for Ivanka.","author":"@russellsoloway8078","classification":"ai_generated","confidence":0.6,"indicators":["suspiciously_balanced","absence_of_personality","false_specificity"],"bot_score":0.7999999999999999,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"95c93106-3324-43ea-b294-401f888c8060","source":"youtube","source_id":"UgwEeZtsBEVpRku6-fB4AaABAg","content_type":"comment","title":null,"body_preview":"Wow!!! Puerto Rico!!! Debería de ser un país independiente nuevamente. En mi opinión los Estados Unidos lo ven como el bote de basura…. Pero cuando lo necesita para sus propios beneficios es cuando le","author":"@lindabeal5353","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"0d85f445-c8c1-494c-b2c5-54c68800b0da","source":"youtube","source_id":"UgwzX_yw8qs2kVLwelR4AaABAg","content_type":"comment","title":null,"body_preview":"Ice is there to deport dominicans,they probably thought he was dominican, but once they heard his accent and how he curses, they knew he was native, only a puerto rican curses like him","author":"@ElBellacko1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"25949c41-e94c-4c74-9fb5-d644fee05baa","source":"youtube","source_id":"UgzfWhYqdxXTP4gbo514AaABAg","content_type":"comment","title":null,"body_preview":"No ha cambiado nada los ICENAZIS  suguen con sus atropellos solo cambio su facijefe","author":"@davidrendon540","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"249d48a4-619a-448f-93e1-20d4cbeceb05","source":"youtube","source_id":"Ugz84-2t6cLe23WSqvx4AaABAg","content_type":"comment","title":null,"body_preview":"The entire concept of ice in PR is ridiculously ludicrous......comic villain levels of inept stupidity","author":"@imdatdude53","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"4f1b1739-37f7-49c7-a009-7f0bfe6e1f6d","source":"youtube","source_id":"UgzGY_InPmWnMEeeK3N4AaABAg","content_type":"comment","title":null,"body_preview":"X Q,SE TAPAN LA CARA X Q,SON CRIMINALES OH Q,???😢NI MODO Q,LES HAGAN NADA ELLOS ESTAN PROTEJIDOS X EL MAYOR","author":"@LorenaMendoza-u2y","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"66524885-b493-48ac-abe7-bd90a87379b5","source":"youtube","source_id":"UgxAIMFd0cDWFIszYoR4AaABAg","content_type":"comment","title":null,"body_preview":"Miren los blanquitos vienen del Norte vienen sacar la gente fuera de su propia casa, propia Tierra.  Hay si  veramos con el Tiempo aque pasara del Kingdom of Rome in America ahora Wiked People 😢","author":"@jeanmackendyluvaable8596","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","emotional_authenticity"],"bot_score":0.7362637362637361,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"978c6a4f-1da0-4a8d-9687-fe28da0aea2c","source":"youtube","source_id":"Ugyle29T4bI4ERk-K5F4AaABAg","content_type":"comment","title":null,"body_preview":"Pueto Rico se Vendio a USA por Fama pues ahora Gozen lo es el Premio  del Pueblos😮😮","author":"@jeanmackendyluvaable8596","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0.7362637362637361,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"018e8bf3-43d5-44bf-9ab4-389e6533a208","source":"youtube","source_id":"UgzdzmVTF3vSdZiGN_p4AaABAg","content_type":"comment","title":null,"body_preview":"There are ICE agents in fkng Puerto Rico? What in the fucking fuck? Where u gonna \"send them back\" to?  Dear unrealistic god, we are so fkd, we will never be the leader of the world stage again, and h","author":"@The_Infamous_Boogyman","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"78481ec3-9011-45d8-ab77-c8edfaa189c2","source":"youtube","source_id":"Ugw--T6b2bMa96dejNt4AaABAg","content_type":"comment","title":null,"body_preview":"Ice are just a bunch of uneducated people in my opinion.","author":"@Christine-q5c","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"983e6e88-753e-4a79-adec-04812fbb6b6f","source":"youtube","source_id":"UgwAmKXZSe22CTqI9Gh4AaABAg","content_type":"comment","title":null,"body_preview":"How many latinx voted for this 😢. I will bote for Donald Trump 😭🎶","author":"@soserenefreedom","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"b6dd3d96-1f0d-4930-a008-909f5446d596","source":"youtube","source_id":"UgyqVXxB_8T0If78CLd4AaABAg","content_type":"comment","title":null,"body_preview":"Not gonna lie, ice is in real danger 😂 puerto ricans i know turn you to a sloppy joe","author":"@trueamerica986","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"04c83849-ad54-4bc0-b064-cfc371280e7d","source":"youtube","source_id":"OGdI75JKn50","content_type":"post","title":"ICE Stopped The Wrong Man 😳 #ICE #Politics #News","body_preview":"Credit: @tatianababi1989\nOriginal Video Credit: @newlatinostv\nA viral video from Puerto Rico is sparking debate online after a man reportedly told federal agents that he was from Puerto Rico while bei","author":"Lamont Tyson","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","list_heavy_advice","absence_of_personality"],"bot_score":0.4761904761904763,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=OGdI75JKn50"},{"id":"341d7ac2-86b4-4360-bf9b-5ab8040cb6b3","source":"youtube","source_id":"Ugzzw615NYO-Ftbmp754AaABAg","content_type":"comment","title":null,"body_preview":"I read that there is a $35 charge to access a certain part of this monstrosity. Please correct me if I'm wrong. Obamas hate this country. He himself in an interview said \" cause trouble in the town sq","author":"@Dee-f7n7g","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","imperfect_expression","false_specificity","absence_of_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"2576e312-2d57-460b-bc77-6722fa24ad47","source":"youtube","source_id":"Ugwfom1hm9Ir-1hgn954AaABAg","content_type":"comment","title":null,"body_preview":"Well it's look like a giant tombstone on public land to me.","author":"@TuyenTran-kw8bl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"0f982891-c1d1-438e-9e77-a0cd257b935d","source":"youtube","source_id":"UgyhcYtSHR6y691MPkB4AaABAg","content_type":"comment","title":null,"body_preview":"Thank You for speaking thee truth !! Haters of AMERICA should LEAVE !!","author":"@marylynnblack9258","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"9efd07b3-8ed2-449f-81ab-3cdbdfa44da8","source":"youtube","source_id":"Ugxt1EZwzXcuhDMGNoF4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is 1 billion times  better than Obama could ever be","author":"@Gfbaumer","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_signals","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"65f1a1d4-267b-43e3-b896-1c457e13e633","source":"youtube","source_id":"Ugzypiy6abL86GDfLV14AaABAg","content_type":"comment","title":null,"body_preview":"The lying heifer it is not free. Maybe she should have check the website first.","author":"@jwil6234","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"70d094e3-37da-4d7c-bcc4-9312ec0dd3a6","source":"youtube","source_id":"UgxORMGExx5fdKS_MGF4AaABAg","content_type":"comment","title":null,"body_preview":"WE           YET SHE DOSEN'T UNDERSTAND \n                          We the people all of us  !  \nThey can't even list everything President Trump has done to protect our freedom from the NWO taking over","author":"@roostercrows3477","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.616117216117216,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"5f71cf28-9128-4d9e-955f-6dcf786c9fcd","source":"youtube","source_id":"Ugxymnkcm35bvPwipcd4AaABAg","content_type":"comment","title":null,"body_preview":"Obama's legacy will be that he built the ugliest most expensive building in Chicago.","author":"@colductsbubba4673","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_template_phrases","potential_for_personal_bias"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"4fc9ef1e-88e1-4332-a712-be40501adf8e","source":"youtube","source_id":"Ugzi5A_6FLlyo_KYWBR4AaABAg","content_type":"comment","title":null,"body_preview":"That man hasn’t paid the BLACK CONTRACTORS…how dare him do that to them 😡","author":"@ednadieselpros","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"acf7f2a3-54c7-4241-8d87-4290daa6e02f","source":"youtube","source_id":"UgyqduHrec_nZUDEKpZ4AaABAg","content_type":"comment","title":null,"body_preview":"They are  racist and promote deception and division the view sucks","author":"@RichardBeaman-q1t","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"a22620b5-702e-45fd-9fed-fc1aa1057347","source":"youtube","source_id":"Ugx9ocDSUUxH_7eIhNR4AaABAg","content_type":"comment","title":null,"body_preview":"These fucking scabs I literally can't listen to them at all","author":"@sgnm13","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"90670dad-2682-4dc0-888b-bdffb2a8a805","source":"youtube","source_id":"UgyauKF7HGJeI6GWYVJ4AaABAg","content_type":"comment","title":null,"body_preview":"It's still not paid for. They owe black contractors millions. That is the message of this center.","author":"@JoeWeaver-h6v","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"4f69653a-86ea-484c-aba4-b5e82e629748","source":"youtube","source_id":"UgyaLgZqjTCHyFAfI_p4AaABAg","content_type":"comment","title":null,"body_preview":"Sewer pipes busted and rained on the kids during lunch. The transvestite show started right on time.","author":"@Varoom-z5l2j","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"e6866662-b2e6-436a-a784-87823eea4064","source":"youtube","source_id":"UgyJd83Mb2SMEsvat5x4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is millions times better than that idiot. \nOnly the stupid follows a community organizer.\nTrump will be paid for too.","author":"@Daniel-q2f8s","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"b872fd84-4374-4490-8363-de682136fcdd","source":"youtube","source_id":"UgzNdhK3iywsMRyJX6t4AaABAg","content_type":"comment","title":null,"body_preview":"Former President Barack Obama and the Obama Foundation state that they have paid their construction manager and general contractor in full and have no direct outstanding payment disputes.\nHowever, mul","author":"@Clothy1070","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"3491e967-dab3-45aa-b847-5624271a04d0","source":"youtube","source_id":"Ugw8Fv9Ao9Dq3GVmzJF4AaABAg","content_type":"comment","title":null,"body_preview":"Sir they dont hate America they are part of an agenda to destroy freedom and the western world is the last of freedom the wef is the shadow government that works for the elites its all so obviously if","author":"@thenumberonedegen","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.7098901098901097,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"b9cd54a6-2d71-4435-b563-10f582e39b20","source":"youtube","source_id":"UgyFOT7MXW_ZdAgJgJF4AaABAg","content_type":"comment","title":null,"body_preview":"\"It's for everyone to enjoy.\"  EXCEPT heterosexual White males and/or Christians.  What a fu@king JOKE!","author":"@thebunkreport","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"ed41e414-b22c-4b47-ac9f-93c457933877","source":"youtube","source_id":"UgzVe_OB35dTcMHVovB4AaABAg","content_type":"comment","title":null,"body_preview":"PURE TRASH...both the American hatting Obama's and the asshattt View cast and ABC as a whole.","author":"@trueamerican9991","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"b635a502-678c-453c-8330-4ee53e3ab8f7","source":"youtube","source_id":"UgwVmWPMYS9t0SiiH5d4AaABAg","content_type":"comment","title":null,"body_preview":"Pam bondi literally said they cant arrest the pedophiles involved in the epstein world aka Israel because it would devistate the economy cause they own all the assets why dont the liberal fucks talk a","author":"@thenumberonedegen","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.7098901098901097,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"5a03095a-c991-4862-850c-867ff4944b4e","source":"youtube","source_id":"UgxVXzTUosEVwaKNcut4AaABAg","content_type":"comment","title":null,"body_preview":"Jackson Park, a neighborhood underserved for so long?  Didn't the Obamas live in Chicago for years and years?  Why didn't they do anything about it then?","author":"@saw1191","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"a945eb7f-e359-44ba-b2fd-ef5c82831a43","source":"youtube","source_id":"Ugwba94isS5IjZK1tTx4AaABAg","content_type":"comment","title":null,"body_preview":"Funny  there  is  nothing  at  this  man's  library  made  America  great  ,  wake  up  America  , deviance  is  wrong.  United America  we  sta6 .","author":"@jimmylove9544","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"5c61dcf4-f0b8-4441-b4c3-427083cb19e3","source":"youtube","source_id":"Ugxn9N3slccGHuXftbl4AaABAg","content_type":"comment","title":null,"body_preview":"Quit playing with yourself whatever your name is lady from the shitshow","author":"@bbeeeeppbbeeeepp","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"c5b77896-08d5-442b-abb7-13419c042ff7","source":"youtube","source_id":"YlDsEG-syiE","content_type":"post","title":"Obama's Library is a DISGRACE #Politics #News #Controversy","body_preview":"Obama's Library is a DISGRACE\n\n🔥 Shop & Support\n⚡️ Shinergy → https://shinergylife.com\n👕 The Officer Tatum Store → https://www.theofficertatumstore.com\n🛍️ Pure Choice Apparel → https://purechoiceappar","author":"The Officer Tatum","classification":"ai_generated","confidence":0.9,"indicators":["promotional_links","absence_of_original_commentary","platform_native_structure"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=YlDsEG-syiE"},{"id":"e4341acf-c3b3-45cb-b9fe-e4ab637dad9f","source":"youtube","source_id":"UgyqLfI8UCrGV0k0xtl4AaABAg","content_type":"comment","title":null,"body_preview":"The first African American President, and we never see any of his African FAMILY members.  Did I miss the acknowledgement of his African family members in attendance at the opening of his Library? Oh,","author":"@barbarawjackson7880","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"6e71052b-1974-4f21-bd80-b8b8ded7afd8","source":"youtube","source_id":"UgwHdVQaUkfPajFbU-14AaABAg","content_type":"comment","title":null,"body_preview":"President Trump is the CEO of the USA. Number one is money!!! We don't need to give the money to blacks, Hispanics and foreigners. They need to work!!!","author":"@KevXRDuke","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"1753e0ea-25a7-4918-960a-613eeafb0604","source":"youtube","source_id":"Ugzv7ArIzIB5r0BUqWl4AaABAg","content_type":"comment","title":null,"body_preview":"They seem to always want to make an issue of something, fabricated issues..\nTheyre whole platform is social issues and making them up when  its not the reason.\n\nThey make the division, they make the e","author":"@JoHowe-v5i","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.597069597069597,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"e305b525-b45e-46bc-8d56-ef94f087d7bd","source":"youtube","source_id":"UgwdLIol81Po_oxpWoR4AaABAg","content_type":"comment","title":null,"body_preview":"Stop labeling people black or not. Just stop. \nPlain and simple. \nJust stop","author":"@JoHowe-v5i","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.597069597069597,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"48f45d3c-707c-4655-9255-cd26855ca38c","source":"youtube","source_id":"UgybBValaD7NGMXnzUt4AaABAg","content_type":"comment","title":null,"body_preview":"Its a 'black' hole of a dystopian monolithic building. ","author":"@TammyDenseDdank5658","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"9fece861-7466-4215-996a-02eaffbe919e","source":"youtube","source_id":"UgzBDqOxsIQi1Qq-lnR4AaABAg","content_type":"comment","title":null,"body_preview":"A Left Building... words on the left... choices on the left🤣😂🤣","author":"@Emtonas77","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"492d040a-fe5e-46ef-8220-eaf6b6f15a0c","source":"youtube","source_id":"UgzQYMI-AEztxV5iVtN4AaABAg","content_type":"comment","title":null,"body_preview":"😂😂😂😂😂😂😂😂😂😂😂😂😂\nThe OHBAMAHAHA'S...\nThe gay SAMOLION'S..   \n😂😂😂😂😂😂😂😂😂😂😂😂😂\nAmerica's biggest embarrassment....\nWHAT A CLOWN SHOW.","author":"@duaneoestreich2792","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"1aebcb82-ea24-4402-8e62-2d0e5ffc7f7e","source":"youtube","source_id":"Ugx8kf_C9BAaaQmzba94AaABAg","content_type":"comment","title":null,"body_preview":"A really good question is What is in the floors above the Racist Indoctrination Library? The windows in this prison are tiny. They are most likely windows hiding Projectors or cameras needed to secure","author":"@Bostonterrierdad","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 Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"57f196d2-54d5-4221-b35b-7a47079f5372","source":"youtube","source_id":"Ugw6w_e1X-IFuEYjfyp4AaABAg","content_type":"comment","title":null,"body_preview":"listening to obama's speech makes me understand that his Mind and mouth are not in agreement.. they live in different worlds.","author":"@Emtonas77","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"c9af3c2a-85d7-4f67-b314-aa31d28cf1ac","source":"youtube","source_id":"UgwXG_0MzyiMzihdSpN4AaABAg","content_type":"comment","title":null,"body_preview":"Obama goes in to the Office with a net worth of $16m. 8 years later, making $400k a year, net worth was $160m.","author":"@fitzdawg821","classification":"ai_generated","confidence":0.75,"indicators":["false_specificity","missing_platform_voice","absence_of_personality"],"bot_score":0.8564102564102561,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"c62cabd4-26ac-4f66-8b65-b932629c6db3","source":"youtube","source_id":"UgzQs2OZgfQ2wIHU6yN4AaABAg","content_type":"comment","title":null,"body_preview":"0n the 4th it seems lefties will atack other lefties for displaying the American Flag.....a dose of their own medicine????😂😂😂😂😂","author":"@jacobsigler7531","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"1484236d-0440-41d4-a12e-e4c0f87a45c1","source":"youtube","source_id":"UgzewBm6skHx2rgfn9d4AaABAg","content_type":"comment","title":null,"body_preview":"4:41  CLINTON LOOKS HALF DEAD WITH HIS MOUTH WIDE OPEN SITTING BACK THERE! GEEZ!","author":"@kd619","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"3004b17e-0480-48f3-a4ca-1c1179b7df9d","source":"youtube","source_id":"UgyCF4nNG75eW11CVvp4AaABAg","content_type":"comment","title":null,"body_preview":"I've never really heard Michelle Obama talk but I'm nauseous now that I have","author":"@debunk-n4y","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"7b2efcf1-08c9-44f6-a5f9-529579999a22","source":"youtube","source_id":"Ugxzotj66idyEU-cBm54AaABAg","content_type":"comment","title":null,"body_preview":"Obama was the worst president in my lifetime until Joe Biden who was even worse. And look what Clinton and Bush did!","author":"@ericbitzer5247","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 Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"3ebbb805-5db3-4102-aa44-ba668564c1f7","source":"youtube","source_id":"UgyVz_4E7sTkzitHqNF4AaABAg","content_type":"comment","title":null,"body_preview":"its kind of clear that Bill Clinton is not well because of his age, so its best not to make fun of that.  It will happen to most of us in the future.","author":"@dariusanderton3760","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_personality"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"55986b05-8e4b-44cb-b872-1fbea9a52bf7","source":"youtube","source_id":"UgxbN0K7maRhI6r_Xi14AaABAg","content_type":"comment","title":null,"body_preview":"We Always come up short, because of money flow, anit no telling what the hold up is. A lot of private PRIVATE DONATIONS, company donations, transaction processing, and legalities and more. Everyone do","author":"@dorianrayborn8629","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"225492b6-7ed9-411a-9840-42df751f97fa","source":"youtube","source_id":"UgxwSdGU03KqJXfjr6l4AaABAg","content_type":"comment","title":null,"body_preview":"We as a nation of people need to intentionally work together and not compete  vindicatively","author":"@dorianrayborn8629","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"3d8eae6c-60d9-432f-822b-c7f926a37a70","source":"youtube","source_id":"UgyYRMQxrJ9d-Pud3Ul4AaABAg","content_type":"comment","title":null,"body_preview":"Emptiness!!. Subcontractors goes through the main contractor. Meaningful building packed with meaning that only intelligent people can appreciate.","author":"@yvonnejobe4032","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"689b75a2-46fb-4344-9c8b-9d2db5705966","source":"youtube","source_id":"Ugwq2WMvqMLNdxlS9ch4AaABAg","content_type":"comment","title":null,"body_preview":"They built it like a fortress because it is located in a crime filled Democrat city.","author":"@dariusanderton3760","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"89944d70-d6d1-4c08-9614-a26fbd2397ef","source":"youtube","source_id":"VTH7zcLYoOI","content_type":"post","title":"The Obama Library Opening Was a DISASTER...","body_preview":"The controvertial Obama presidential center and library are now open, but some workers are saying they havent been paid…\n\nJournalistic report. Includes news footage for purposes of commentary, critici","author":"Cash Jordan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.3153598213770603,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=VTH7zcLYoOI"},{"id":"336662b8-00e2-4174-a467-3d73461c564b","source":"youtube","source_id":"Ugx-b84uv-fOnnov6D14AaABAg","content_type":"comment","title":null,"body_preview":"the administration favored saving the global economy than taking this evil regime down, However, the truth is that this deal does just that is gives the global economy to Iran and its terror activitie","author":"@boazorr","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","false_specificity","missing_platform_voice","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"ba2504bb-b077-4a9f-bef2-dce1ffd318b1","source":"youtube","source_id":"UgxElHTmkogqId8zpH14AaABAg","content_type":"comment","title":null,"body_preview":"October 7 was one of the worst terror attacks in “known history”? How about the dozens of October 7ths that happen every day to Palestinians by the IOF terrorists?","author":"@miataisGOAT","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"570ec0fb-ad74-4942-ad77-688bd9658abb","source":"youtube","source_id":"UgzZ7HVtOcryqi_yJm54AaABAg","content_type":"comment","title":null,"body_preview":"Iran should close the straight until Israel withdraws from all its neighbours and a state of Palestine is created. Motto: No state, no straight! The USA would finally be forced to turn on Israel or el","author":"@Lupercalia1066","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"9f62f47b-4eb5-4f3f-b4ff-bc379bf2a86b","source":"youtube","source_id":"UgydsPKuB1PiSUsbOD94AaABAg","content_type":"comment","title":null,"body_preview":"Emily's face throughout that lady's  victimhood cry 😂","author":"@shabzix5659","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"42bda068-e63b-48c0-8a86-b7b9c319014b","source":"youtube","source_id":"UgyHj_OY6dcp53Lmi-R4AaABAg","content_type":"comment","title":null,"body_preview":"30:00 lovely Israel apologist you got there BP A THIS channel has become unwatchable","author":"@TimMestil_x","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"4c89c218-9c5c-42d4-b61c-fd08ba8c4b6b","source":"youtube","source_id":"Ugws39B1gHdVYIhqrhp4AaABAg","content_type":"comment","title":null,"body_preview":"Why are you platforming this idiot who is allowing the mainstream narriative permeate Breaking Points?   this is why i don't subscribe.","author":"@rogymasri2181","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"100cc6b9-22fc-4c77-84fe-199aaa0a962d","source":"youtube","source_id":"UgyDGSsf_MsgoK_KU-F4AaABAg","content_type":"comment","title":null,"body_preview":"Ryan explains what happened when Israel began advancing further into Lebanon which provoked Hezbollah. Then Israel claims to be a victim. I suspect Israel will continue to try and sabotage the negotia","author":"@ricklearn16","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"9f2a2a80-6738-4a8d-a5f9-cdc0fd8d6b26","source":"youtube","source_id":"Ugw6wJ0N0WoxCDdg4Pl4AaABAg","content_type":"comment","title":null,"body_preview":"Goodness - somebody advise that lady about proper lighting","author":"@JeffBGroover","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"a4499e43-84d1-4dbb-90e7-f67f17b9f4d4","source":"youtube","source_id":"UgxmaGQXKStW3V_kFlx4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine giving a country billions in aid, fighting their wars, and diplomatically covering their atrocities, and that same country flaunts itself to your face. Welcome to 2026 USA and Israel.","author":"@christophersnowden4117","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"f0d3a152-4218-4be8-a751-52f75cbdffa6","source":"youtube","source_id":"Ugy2EfC9OEaswJQn_4Z4AaABAg","content_type":"comment","title":null,"body_preview":"JD Vance is Catholic. Catholics aren’t like evangelicals in the U.S. (see Ted Cruz). Most Catholics don’t have the same theology around “blessing Israel”. And that’s good","author":"@jimdadosky","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"56e06a9c-84e7-4715-85ed-9965476dcd1d","source":"youtube","source_id":"UgylsEC80fBGkQZIg6B4AaABAg","content_type":"comment","title":null,"body_preview":"Your books are old and discredited by Jesus, the world changed in ways you cannot imagine, revealing you as monsters, not as a national religious movement given an 14th chance. There are no Jews, nor ","author":"@NWdreams1986","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"d2006a71-ec50-4801-98c6-9445b70c9c82","source":"youtube","source_id":"UgzAYnlTK71MyrA_6494AaABAg","content_type":"comment","title":null,"body_preview":"This is just a distraction for the mid terms if we were serious we would stop funding them","author":"@dissenter5986","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"891bb64b-cf85-4214-b574-d999febde488","source":"youtube","source_id":"UgwN9Pq-LKcpcGZV71x4AaABAg","content_type":"comment","title":null,"body_preview":"Tarloposky/ tarnopolski is a Polish surname... he ancestors are converts from Poland... just a fan fact😅","author":"@jaroslawantosz3411","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"38644425-51ca-44d4-81a5-618929eddf8a","source":"youtube","source_id":"Ugy3YgJIw7un1W3ryRB4AaABAg","content_type":"comment","title":null,"body_preview":"How long before an economic downturn or worse before the usual suspects are blamed & the backlash begins? Will the polarization switch & become Pro Israel vs politicians against further Israeli suppor","author":"@johngallagher1899","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","niche_expertise","imperfect_expression","absence_of_hedging"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"8cb14310-6036-4023-9596-8cda6a76fd9f","source":"youtube","source_id":"UgwTK0IhhkkyJIc7A_94AaABAg","content_type":"comment","title":null,"body_preview":"Gee, maybe being a \"superpower\" ain't such a great idea after all...🤔","author":"@JK.soilhealth","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0.43478260869565216,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"4f627989-7005-450a-aff5-097b0628e31e","source":"youtube","source_id":"Ugx_vSfJlKxjNAIfEMt4AaABAg","content_type":"comment","title":null,"body_preview":"Noga is right, after all God did say the Israelites were a \"stiff necked people\" after Aaron and them made that golden calf.","author":"@JK.soilhealth","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.43478260869565216,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"cbcc2c70-ab4d-40f5-ba37-f98e9be971ad","source":"youtube","source_id":"UgzDLvJ0JhhnW4hWXoR4AaABAg","content_type":"comment","title":null,"body_preview":"If Israrel wont completely leave southern Lebanon its going to fail. Even if they stop the attacks their presence in Lebanon is still an act of war. If they refuse to leave the whole peace plan will f","author":"@DavidBrown-wn7kb","classification":"human_created","confidence":0.78,"indicators":["strong_opinion_without_equivocation","platform_native_voice","absence_of_hedging","terse_direct_expression","typo_present"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"68ca3c81-58fa-4015-868b-e397f4f419d0","source":"youtube","source_id":"UgwjwSEWTxN6yWjTEQh4AaABAg","content_type":"comment","title":null,"body_preview":"This interview taught me alot. Turns out Israel has had alot of its own internal issues. Really scared by Oct 7th and years a war. Now those issues are rising to the surface as the Iran War reaches a ","author":"@ColonelSmiles","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"5b49c86d-e8ad-4e20-9f88-f0fed9bcbff0","source":"youtube","source_id":"UgzhZu_LlB-7gyXDaX14AaABAg","content_type":"comment","title":null,"body_preview":"The Spirit World is saying that The Majority of Lebonese Civilians are Now DEAD, like Gaza!!! Trump is Play Fighting with the Greek Hebrew Israeli Mossad, they are still Working on the same team WITH ","author":"@Jeff-mm1en","classification":"human_created","confidence":0.72,"indicators":["strong_opinions_without_equivocation","emotional_authenticity","idiosyncratic_structure","absence_of_hedging","platform_native_style"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"085ea7eb-c89e-4835-946b-a59c18ab955d","source":"youtube","source_id":"UgzUMENIdfpgmrRWT3F4AaABAg","content_type":"comment","title":null,"body_preview":"I can't say I believe what this lady is saying but I guess it's still good to listen to what liberal Zionists say.","author":"@3dPrintingMillennial","classification":"human_created","confidence":0.82,"indicators":["strong_opinion_with_stance","platform_native_voice","authentic_skepticism","absence_of_ai_hedging"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"c9eb492a-24a4-41e9-be9c-a20f7b63b98d","source":"youtube","source_id":"UgzAuW0rFPSNQyuFtpd4AaABAg","content_type":"comment","title":null,"body_preview":"The Israeli looks straight off the Thriller music video","author":"@Sufficient-Spirulina","classification":"human_created","confidence":0.82,"indicators":["cultural_reference","platform_fluency","emotional_authenticity","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"fcc30860-c8c4-4c31-8e3e-dfce68eb56da","source":"youtube","source_id":"UgzOdFVPxY_Cfjx0i8Z4AaABAg","content_type":"comment","title":null,"body_preview":"Thx Ryan for the happy Juneteenth. Kinda shady for no one else to acknowledge it.","author":"@jmallory5378","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","terse_reply","absence_of_ai_markers"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"55394b2a-1359-40b1-842d-b9c2d1398a50","source":"youtube","source_id":"UgwWpWuOxJ280J7h35x4AaABAg","content_type":"comment","title":null,"body_preview":"Seriously, life is \"unliveable\" for israelis? For israelis? It's like the BBC, eventually all the podcasters go mainstream and start both siding a genocide.","author":"@LynB-p7m","classification":"human_created","confidence":0.82,"indicators":["strong_opinion","platform_native_voice","emotional_authenticity","absence_of_ai_hedging","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"42261bbf-9772-4374-9083-29590f46216f","source":"youtube","source_id":"UgzJ0ZKhR4tM8KMixXZ4AaABAg","content_type":"comment","title":null,"body_preview":"It’s all show, JD is a Peter Tiel and Zionist prodigy. They knew this war would be unpopular so they made JD step back to reduce the blowback on him.  Make no mistakes about it, he is going to run 202","author":"@lonniepollard9883","classification":"human_created","confidence":0.78,"indicators":["strong_opinion_without_equivocation","platform_native_voice","absence_of_synthetic_empathy","terse_structure","niche_political_terminology"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"24132e90-f2f7-4e7d-8a8f-c2f7b90385ad","source":"youtube","source_id":"UgyxhA9woIm6UVxzqoF4AaABAg","content_type":"comment","title":null,"body_preview":"I love how Noga wont actually translate when Bennett said, blames AI and western journalists, then proceeds to say what she think he meant to say based on what he has said in the past. What a joke.","author":"@fozz878","classification":"human_created","confidence":0.82,"indicators":["strong_opinion","emotional_authenticity","platform_fluency","specific_reference","absence_of_hedges"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"c5aca06e-2aa7-422b-a3a1-c36f96a0ecc3","source":"youtube","source_id":"Ugz382_5upKGpS5U8mh4AaABAg","content_type":"comment","title":null,"body_preview":"I hope you never have this guest on again. Does she think we’re all stupid? Also, wtf do you mean “rough neighborhood”?!!! Have you forgotten how israel has been attacking all their neighbors? They ar","author":"@N_A_A","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"4244424a-6cb4-403b-a2b1-5ceb956f0c55","source":"youtube","source_id":"LApDmN-XlPg","content_type":"post","title":"Deal on BRINK OF COLLAPSE, JD Vance Calls Out Israel","body_preview":"The Friday crew discusses the Iran deal facing collapse as JD Vance unleashes on Israel. \n\nNoga Tarnopolsky: https://x.com/NTarnopolsky\n\nSign up for a PREMIUM Breaking Points subscriptions for full ea","author":"Breaking Points","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.287824551995107,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=LApDmN-XlPg"},{"id":"03893fae-57e1-45a9-b8c1-89c86ab77f85","source":"youtube","source_id":"UgywQDfuxG3Ubp9OYdl4AaABAg","content_type":"comment","title":null,"body_preview":"❤❤❤ thank you Aaron for being amazing human being 🎉God bless you","author":"@sylviagiera9556","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MzV3Ou5oz6A"},{"id":"c1496f2b-536d-4b11-a4b8-5d3f268417b9","source":"youtube","source_id":"UgzLPGbvj4uh-xhboqR4AaABAg","content_type":"comment","title":null,"body_preview":"i respect a man who changed is life to better ❤❤❤❤❤❤life over job","author":"@SherwayneMccalla","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MzV3Ou5oz6A"},{"id":"659bc206-90a4-4816-8a1e-b3f107811fba","source":"youtube","source_id":"Ugw493i6N6AP0n6G6_R4AaABAg","content_type":"comment","title":null,"body_preview":"GOD bless that man!!! 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All people aren't bad  heart about doing something right. Blessings for him..","author":"@chrislucas6501","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MzV3Ou5oz6A"},{"id":"9e2d4a0e-aa1d-4d05-9208-2eec36556a74","source":"youtube","source_id":"MzV3Ou5oz6A","content_type":"post","title":"Recently released from prison, on his way to a job interview and tragedy strike","body_preview":"Recently released from prison, on his way to a job interview and tragedy strike","author":"Global Mind Apparel","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=MzV3Ou5oz6A"},{"id":"3f8a8369-4155-43ca-a4b8-3288c7334384","source":"youtube","source_id":"Ugxm7TjiQX48yFlPvl14AaABAg","content_type":"comment","title":null,"body_preview":"Wow,  not a single active player born in NYC!   None!","author":"@AlRask-j3b","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=d5VaKHcGADo"},{"id":"39f6eeef-fa22-4784-9fcb-40e7572811b6","source":"youtube","source_id":"UgxADyvth-hxPJjS8kl4AaABAg","content_type":"comment","title":null,"body_preview":"ALL giants BEWARE DAVID BRUNSON AND HIS TEAM IS ON THE MOVE . 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They were by far ","author":"@WilliamMcLaren-kr7vi","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=d5VaKHcGADo"},{"id":"d777bf99-8b65-44da-a05e-212f208dce0a","source":"youtube","source_id":"UgyKEMthdYoxqqiLi154AaABAg","content_type":"comment","title":null,"body_preview":"Whomever put this together did an excellent job. 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Thank you for your service","author":"@lavernejackson2055","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ecquq6pFOBQ"},{"id":"4c7ae565-c178-499b-8f4f-b4f4e23816f2","source":"youtube","source_id":"UgzVNfcQAI8x1gPHQOB4AaABAg","content_type":"comment","title":null,"body_preview":"That building looks like SpongeBob SquarePants Squidward’s house","author":"@Larry-k2d7q","classification":"human_created","confidence":0.7,"indicators":["cultural_references","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ecquq6pFOBQ"},{"id":"cb5737e3-598d-4afe-a1fa-8f2143c7ad69","source":"youtube","source_id":"UgzvVEOBKAxesh8Itl94AaABAg","content_type":"comment","title":null,"body_preview":"Dans quelle partie du Centre Obama sont exposés les images des fœtus et bébés expulsés légalement par la première ordonnance de Mr..Barack Obama signée juste à sa prise de fonction à son premier manda","author":"@michelinemunguba6077","classification":"ai_generated","confidence":0.92,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","over_qualification","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ecquq6pFOBQ"},{"id":"3bdd459a-bb88-4907-8ad4-1ab7de2127da","source":"youtube","source_id":"UgzZBYz9nboSo8Skbd54AaABAg","content_type":"comment","title":null,"body_preview":"What's the point.  Why not open a community for the homeless and give a lower amount for rent and after school programs.   I don't get it.  50,000,000.00. This is sad","author":"@carolynthomas5176","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ecquq6pFOBQ"},{"id":"cdc30413-5046-4349-a05a-bdd271aeaff4","source":"youtube","source_id":"UgyH3q1kUdh7I2aePkh4AaABAg","content_type":"comment","title":null,"body_preview":"Obamas are the most narcissistic traitors ever. Frauds.","author":"@TheLordReigns-247-36","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ecquq6pFOBQ"},{"id":"fc38a768-1666-4449-b968-9d99fef86cc9","source":"youtube","source_id":"Ugz5ioQjiiwQhBuj_Bl4AaABAg","content_type":"comment","title":null,"body_preview":"❤Celebrate❤🎉🎉🎉🎉🎉Thank You President Obama❤Our Beautiful First Lady Michelle❤Great Music❤","author":"@BrendaRico-k7x","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ecquq6pFOBQ"},{"id":"a2a9d9a8-24f8-448d-8315-13c56f80e662","source":"youtube","source_id":"Ugyaj0WwbiRTveq0TEZ4AaABAg","content_type":"comment","title":null,"body_preview":"❤Would Love to see it in person❤Thanks for the video❤Sending much Love❤","author":"@BrendaRico-k7x","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ecquq6pFOBQ"},{"id":"f2eba8b2-d4f1-4244-b6a2-1d736ec52f05","source":"youtube","source_id":"Ugz9GQsoWGfv7Xgz5fp4AaABAg","content_type":"comment","title":null,"body_preview":"PRESIDENT Obama and First Lady, Michelle Obama’s speeches are ones for the records! They allllllways present a master class of oratory prowess! \n\nIt was a GREAT DAY! Our kids FINALLY got to hear from ","author":"@brittneyk0158","classification":"human_created","confidence":0.72,"indicators":["emotional_authenticity","strong_opinion","platform_fluency","imperfect_expression","hedge_stacking"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ecquq6pFOBQ"},{"id":"613f012b-840d-4b15-beaa-74ad4ffa099d","source":"youtube","source_id":"UgxEeTa6vU1Dnqb1w_p4AaABAg","content_type":"comment","title":null,"body_preview":"This is what America is supposed to represent.  They captured the heart of the country.","author":"@JB-Jinn","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ecquq6pFOBQ"},{"id":"8de4433e-cfd9-4678-93f4-bbc038436c50","source":"youtube","source_id":"UgxnUry9-NNAiXjhUgl4AaABAg","content_type":"comment","title":null,"body_preview":"You barely see the American flag. Hum? What does that say about how they feel about us? They hate this country!!","author":"@rubie5501","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ecquq6pFOBQ"},{"id":"637d38b4-b5b4-481f-8450-0f26300a9482","source":"youtube","source_id":"UgzsvuGDqTgH81ZzLJR4AaABAg","content_type":"comment","title":null,"body_preview":"it looks more like a trash bin then a center my opinion","author":"@JamesCaprilozzi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ecquq6pFOBQ"},{"id":"d25852b7-a70d-4723-91e3-de15a6c001f0","source":"youtube","source_id":"UgzYze6MleR3OHY2GwJ4AaABAg","content_type":"comment","title":null,"body_preview":"Perfect Perfect Perfect.  Enjoyed and loved the whole ceremony.  So proud of the Obama and good to see them and the other former Presidents and their wives.  Hope is still alive with all races being o","author":"@mozellesilvers2663","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ecquq6pFOBQ"},{"id":"3aac5830-b752-4751-bc48-768f1b381171","source":"youtube","source_id":"Ugw7iUW4n5Hr8OPlQWR4AaABAg","content_type":"comment","title":null,"body_preview":"The ugliest building have ever seen in America and I am 69yrs old. Obama pay your black workers you socialist! Plus what crowd. 😂🤣😂🤣","author":"@marykincaid8348","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ecquq6pFOBQ"},{"id":"4fd2a2ae-ed28-4b13-b7bc-b7463c63eb15","source":"youtube","source_id":"UgzLzDPNUGpyu0sc4ut4AaABAg","content_type":"comment","title":null,"body_preview":"The Obama's NEVER disappoints! I do think Steve Wonder was the right choice be history, but they should of also played Michael Jackson's \"We Are the World\"","author":"@RealWorldAviationandGaming9392","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ecquq6pFOBQ"},{"id":"57f119cb-9661-4829-9e68-d6224729e414","source":"youtube","source_id":"Ugym5GT76SbK_e44v9d4AaABAg","content_type":"comment","title":null,"body_preview":"Congrats! To Michelle& Barack Obama for bringing America together.A much needed uplifting of joy & togetherness. Which is much apriecated. I love you Barack& Michelle","author":"@katherinemack114","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ecquq6pFOBQ"},{"id":"5b97d644-e1f0-4d7d-aab3-31040513cfba","source":"youtube","source_id":"Ecquq6pFOBQ","content_type":"post","title":"LIVE: Obama Presidential Center grand opening","body_preview":"More at https://abc7chicago.com/live-updates/barack-obama-presidential-center-featuring-library-set-open-week-chicago-what-know-events-live-updates/19303407/","author":"ABC 7 Chicago","classification":"human_created","confidence":0.7,"indicators":["external_link_sharing","lack_of_ai_hallmarks"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Ecquq6pFOBQ"},{"id":"49b68431-5532-483d-ae0e-7085ad82ab9f","source":"youtube","source_id":"UgycPGNq_6n3rJDdkhZ4AaABAg","content_type":"comment","title":null,"body_preview":"Seems that Trump is joking by his smile afterwards. And you are very petty to pick on him because he went the wrong way. I’m sure you make mistakes in your life too. You don’t seem that bright so I’m ","author":"@CWW-y6c","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 Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"f26ff73f-9455-4c40-9e86-f3c337f91b22","source":"youtube","source_id":"Ugxpt2DX7wcgU-5MGuN4AaABAg","content_type":"comment","title":null,"body_preview":"I'd never justify anything to a subhuman scumbag MAGA.","author":"@ImaTXhick","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"abd2455e-58a5-4a5d-b5ce-adae69f11254","source":"youtube","source_id":"UgyEUOu-EqSq-5uI0WN4AaABAg","content_type":"comment","title":null,"body_preview":"With his decline in his mental ability I guess America's just lucky he wore pants","author":"@EatherBunny78","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"e19df3ec-a170-4ef9-8d87-6d648824af85","source":"youtube","source_id":"UgwpB2VnnijJlyshNZ14AaABAg","content_type":"comment","title":null,"body_preview":"Why did they all laugh at his comment, are they 12 years old.","author":"@JamesLawrence-v9t","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"058061c8-7e2e-40d6-a7df-ceeba6b07486","source":"youtube","source_id":"UgybsNjPZjeAALBOFaF4AaABAg","content_type":"comment","title":null,"body_preview":"A memory care unit somewhere is missing a patient.","author":"@patrickcasey330","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"a99ae2e2-12b3-49af-b8cc-62fc92bd6e30","source":"youtube","source_id":"Ugy0YC59eol5V0d-fBF4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is 80 and his galloping dementia has his brain on the level of a three year old. The good news about that is, come November he will have declined to a level so we all can abort him.","author":"@drstevenrey","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"4c811a0c-3ac0-44ac-a5a6-440686b0a226","source":"youtube","source_id":"UgzZrQj7iDOyzP8CFXd4AaABAg","content_type":"comment","title":null,"body_preview":"He is not fit for office at all...never was and never will be","author":"@kimberlysims2349","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"cbadb19f-d68c-42ea-90c9-afbc68c5a896","source":"youtube","source_id":"UgzL1IqRv1lvlO92xWd4AaABAg","content_type":"comment","title":null,"body_preview":"The twilight of his life is too  damn fricking long. Let's set that sun, huh big guy?","author":"@kgal9657","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"81b90f17-9afc-4163-9a41-4a637e575c93","source":"youtube","source_id":"UgyiCJVB7mPb8jD10EF4AaABAg","content_type":"comment","title":null,"body_preview":"Newsflash …Black peoples are the captain now …. Times up demons😂😂","author":"@IAMTHESTORM-b6w","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"b5a0838a-1ca1-4fd8-81ff-e32dbf9fdbe8","source":"youtube","source_id":"UgwS4DkjzT8YjrrSPDZ4AaABAg","content_type":"comment","title":null,"body_preview":"I wld love to read their thought bubbles when he said “I’m the boss.”  He thought they were laughing with him but they were laughing AT him, lol!","author":"@Time.for.tea.","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"e41ec5ad-4f60-42bf-8321-54f8e32b703d","source":"youtube","source_id":"Ugx52OFne-K4Y1Yy-Z54AaABAg","content_type":"comment","title":null,"body_preview":"David, you aren't going back far enough. Remember the debate where Trump was in charge and Biden seemed confused? That is the MAGA's stopped-clock definition of 'context'.","author":"@jeffalcorn47","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"fc7e3399-cca2-45d6-8719-1a6c1b3eea67","source":"youtube","source_id":"UgxQaCuY_OJdz1zK3aF4AaABAg","content_type":"comment","title":null,"body_preview":"His chair was lower because he weighs soooo much the chair sunk lower than an average person","author":"@susank9725","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"1b1ccf36-34fb-4767-87bc-889e2208bbc3","source":"youtube","source_id":"Ugwah-ZA_sSszrzQ3B14AaABAg","content_type":"comment","title":null,"body_preview":"Fumbling, bumbling, stumbling and stammering!  The most mentally challenged buffoon ever to hold office of any kind!  He’s not fit to run a neighborhood lemonade stand let alone America","author":"@MichaelTorrance-p8c","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"1838c055-1b5f-4841-b5ae-6a1591e6ed71","source":"youtube","source_id":"UgzLArUvdJ7D7MqtHo54AaABAg","content_type":"comment","title":null,"body_preview":"Fart is mentally worse than Biden now and was then too. Every time he complained about Biden his state was worse at that point.","author":"@stuartc6303","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"357353d7-361f-48e9-90ea-f8b98ffcfdff","source":"youtube","source_id":"UgyytisFEI_CQCqDjup4AaABAg","content_type":"comment","title":null,"body_preview":"Trump sucks, maga sucks, never vote for Republicans","author":"@bridgettdance4623","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"47ca740e-b0e4-4de6-bd26-1d6043044147","source":"youtube","source_id":"Ugyb-vUkn_KuMdQGWWZ4AaABAg","content_type":"comment","title":null,"body_preview":"Trump obviously has moments of lucidity,, they are certainly getting rarer and rarer , he is truly deranged.","author":"@geoffdunstone","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 Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"b8208cea-3a4d-472a-88b4-c0f9a23ffe4e","source":"youtube","source_id":"Ugyn6cUFWssK8Q8K1PZ4AaABAg","content_type":"comment","title":null,"body_preview":"He is not the boss. Everyone around him is telling him what to do, and it's bad!","author":"@kathygallegos2502","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"f089662e-0abc-4d9a-b846-c4fde91af88c","source":"youtube","source_id":"Ugy2ZK0_1BWOqpHlEU94AaABAg","content_type":"comment","title":null,"body_preview":"Notice the woman hurried her pace to get in front of him and wouldn't stay behind him. Don't blame her, he smells!","author":"@kathygallegos2502","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"8852d9c8-4a30-492c-9b20-0f1c7fe97f1b","source":"youtube","source_id":"UgwocbSq8XbT3VFzncd4AaABAg","content_type":"comment","title":null,"body_preview":"The man is a complete idiot.  Never was smart and never will be.  He's just plain stupid.  He spends his entire life trying to build himself up by (trying) to knock others down by insulting them.  Any","author":"@rlar27","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"797fed3f-db75-40da-94b6-6d90382d7094","source":"youtube","source_id":"UgyMyhDEaTE6mtrViG94AaABAg","content_type":"comment","title":null,"body_preview":"And to think the politically myopic red hat cultists were always whining about President Biden................just shows their brazen HYPOCRISY once again lol!  😂🤣😆😄😂","author":"@user6tos8ca","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"42d7a0ea-c08e-48ff-b86f-ec71544d30e2","source":"youtube","source_id":"Ugy8IO1hYICHr6sIr9F4AaABAg","content_type":"comment","title":null,"body_preview":"The Government of the USA is like Hollywood. They make it up all the time, little of their content is real.","author":"@denisfowler7367","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"5e242d18-ce5b-45db-a5cb-75d62e0cbc5a","source":"youtube","source_id":"UgwPaylaQ2ZTGhuxPC94AaABAg","content_type":"comment","title":null,"body_preview":"TRUMP 🐒 VIVE EN OTRA DIMENSIÓN DESCONOCIDA ES UNA VERGÜENZA  😡 QUE EN  CONGRESO  PERMITA ESTA VERGÜENZA ESTÁ  TAN CONFUNDIDO  QUE  🤔 CON 🙉🐒🙈🤯🥸🤓👉🤯👉🤓QUE CON IRÁN EN ENTENDIÓ  QUE  IRÁN  GANO Y E, SE REN","author":"@eroildo.3374","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"202c0c60-06f1-47f9-9be7-157a6e42eb96","source":"youtube","source_id":"Q7Bss8c3T-o","content_type":"post","title":"The FULL VIDEO of Trump they didn’t want released","body_preview":"-- Unedited video footage reveals Donald Trump appearing highly disoriented at the G7 as he mistakenly enters a room\n🤖 Sponsored by Venice: Use code PAKMAN for 20% off a Pro Account at https://venice.","author":"David Pakman Show","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","self_reference","template_phrases"],"bot_score":0.2968674150160911,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Q7Bss8c3T-o"},{"id":"d01d3ab5-23d2-4a24-af4a-d1ca73bfb14b","source":"youtube","source_id":"UgzEHhg4WFVVzs8Yn4Z4AaABAg","content_type":"comment","title":null,"body_preview":"There is a far cry between a jaded politician and a pedophile politician.  Are you saying the majority of the GOP (impossible to separate them from Maga at this point) are, or secretly admire, pedophi","author":"@helanna9843","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.42140468227424743,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"91f1d36c-97b0-42c9-939a-1fcb92da5b90","source":"youtube","source_id":"Ugz7rr2170t7pFYbD-94AaABAg","content_type":"comment","title":null,"body_preview":"24:54 Listen you two to some PUBLIC HEALTH experts.. they will tell you about the HERD RESPONSE.. etc reasoning on why everyone needs to be vaccinated (a large percentage anyway). to PROTECT all the o","author":"@stan9372","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","lack_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"d6cd4379-b3dc-4fc6-b29f-2552fd1c09d0","source":"youtube","source_id":"UgztOMw_d8fe8buMf3R4AaABAg","content_type":"comment","title":null,"body_preview":"Pretty f ing gross that JD said he pressured Usha for \"years\" ( they have a 4yo) to have another child; that disgusting Erika kkk was the inspiration. These people as so g d weird. He'll be born on th","author":"@Freedumbsjustanotherword","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"ab31cfd0-9739-43b1-92eb-8c21f094aa18","source":"youtube","source_id":"UgyfrpNuvcAMmZS06jN4AaABAg","content_type":"comment","title":null,"body_preview":"I always thought that Trump called Michelle Obama a man because he wanted the excuse to look up her skirt.","author":"@helanna9843","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.42140468227424743,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"c48f4d84-9d62-4672-ac44-f62ff7c6f47a","source":"youtube","source_id":"UgxUpvcYplBvrzye2_l4AaABAg","content_type":"comment","title":null,"body_preview":"trump is looking vulnerable and they are circling..jd also maneuvering for position over marco.","author":"@PG-e4k","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"98d45ffe-93e7-4120-be51-81f93aad1cdb","source":"youtube","source_id":"UgzbL904yEUh_HF0EUd4AaABAg","content_type":"comment","title":null,"body_preview":"Is Michael implying it’s not important for the military to get flu vaccine? While it is true people do get the flu after being vaccinated, should we then not take the vaccine?  Where are the stats tha","author":"@arlenecramer6482","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5413135593220338,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"d3e526a8-2cee-4511-af51-8305d87d84cd","source":"youtube","source_id":"Ugx-h1B3i_mfJyuR5Td4AaABAg","content_type":"comment","title":null,"body_preview":"When your body, your faith, your convictions are non negotiable, you probably shouldn't take a that job.","author":"@Freedumbsjustanotherword","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"24e25fb3-9cd5-456d-9493-a05ae9237b23","source":"youtube","source_id":"Ugx1FEzF-t3beNWJrkd4AaABAg","content_type":"comment","title":null,"body_preview":"The problem is not that people don’t care infidelity but look at the choices?  I would certainly choose Platner over his opponent. I am glad I don’t have to make that choice.","author":"@arlenecramer6482","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5413135593220338,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"72c6a53c-78e2-445e-9e52-18ae3ca31fd8","source":"youtube","source_id":"UgwSkpgR1aGqv07adu94AaABAg","content_type":"comment","title":null,"body_preview":"Eventually we are going to have another flu the likes that devastated America and the world in 1919 and 1920. People will be sorry they chose to be anti-vaxxers in that year. Regarding his book involv","author":"@johnnester3222","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"0d2928a3-73ba-45a1-b69c-9fe0e8a95c1a","source":"youtube","source_id":"UgyqZjTJAhjsf0eZv4F4AaABAg","content_type":"comment","title":null,"body_preview":"You have men and woman in the military living in such close quarters if there are that many cases if flu, Michael Wolf, don’t you think it might be because they were not vaccinated? How much of a stre","author":"@debraturner4559","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"b2939173-7785-4fda-830e-00abb4795620","source":"youtube","source_id":"UgxzoYkXY5yxODt-w414AaABAg","content_type":"comment","title":null,"body_preview":"It’s a strange way that Joanna interprets former President Bush embrace of Michelle or entertainers attending the event. Everyone knows of the President Bush and Michelle’s relationship.  The same thi","author":"@arlenecramer6482","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5413135593220338,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"c7a45a1a-efa4-407c-90c1-cea8b01edda8","source":"youtube","source_id":"UgzDLCXx_bbFljynfQt4AaABAg","content_type":"comment","title":null,"body_preview":"Joanna, look at the metal rod on the back of the two original chairs…Trump’s chair was the same height as everyone else’s!","author":"@leoniemary3850","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"a5fe41ec-05db-40c6-92df-9ebceede207e","source":"youtube","source_id":"UgxSRLgrkKc_WZtcpQJ4AaABAg","content_type":"comment","title":null,"body_preview":"You’re never going to see Trump awake at the opera. And I happen to love the opera; the first one I ever saw was “Lohengrin”, and I loved it!","author":"@johnnester3222","classification":"human_created","confidence":0.8,"indicators":["natural_digression","genuine_specificity","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"06ff079e-3026-4060-a86d-d033bf2c2c82","source":"youtube","source_id":"UgzPG0YbF74p1ckTd-p4AaABAg","content_type":"comment","title":null,"body_preview":"Not to mention Michelle Obama is a stunningly beautiful woman! And the mother of Sasha and Malia, two beautiful women in their own right. I hate to correct you, but it’s the Obama Center, and I think ","author":"@johnnester3222","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 Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"7476592f-8d0a-4a91-85e9-77d4a1be146d","source":"youtube","source_id":"Ugxk44iXpQjf2Hh5-394AaABAg","content_type":"comment","title":null,"body_preview":"Oh dear Michael Wolf is a bit wrong about the flu. The flu is not the common cold Michael.","author":"@leoniemary3850","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"de502202-8212-45ce-a2a2-7da6e18a3e92","source":"youtube","source_id":"UgzA4zTJoGAMN-vnXvZ4AaABAg","content_type":"comment","title":null,"body_preview":"Yup. That's how it's pronounced. \"Slavishly = slave-ishly\" not \"Slavvish\". From \"slave\", not from the Slavs or whatever. The King's English wins again.\n\nPS Re chairs - nothing more pathetic than a CEO","author":"@T-aka-T","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"f28a621c-6af8-4bdc-aedf-027b1f54c760","source":"youtube","source_id":"UgyMhyG37kQS0cAb3wZ4AaABAg","content_type":"comment","title":null,"body_preview":"How many angels can dance on the head of a pin, will probably be the most salient point of his whole damn book!","author":"@johnnester3222","classification":"human_created","confidence":0.7,"indicators":["cultural_reference","strong_opinion","imperfect_expression"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"f5aa3c1b-a4d5-44bf-a1b7-1838ec4ff44e","source":"youtube","source_id":"UgyoY4UnOpER1cNEitB4AaABAg","content_type":"comment","title":null,"body_preview":"I’ve been laughing at this idiot since the late 1970s!","author":"@8765granteaton","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"18cc6187-ffce-401b-b2eb-a8c6a2c1b790","source":"youtube","source_id":"UgwoyHuhopj4KQesOlt4AaABAg","content_type":"comment","title":null,"body_preview":"You talk about Donald as if he were healthy and his brilliant mind illuminated the West and gave off an intoxicating perfume from a wonderfully sculpted and maintained body 😂","author":"@Malagom5019","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"e1749419-c9b5-4454-8df6-5ebeba843d4f","source":"youtube","source_id":"Ugx77edZfVLi6QuajIR4AaABAg","content_type":"comment","title":null,"body_preview":"Theres beef stock, chicken stock vevetable stock and now one in orange...\nLaughing stock","author":"@normanfitches5593","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"49857f27-cf01-4bed-8ed0-5816f0488e1d","source":"youtube","source_id":"Ugz8W1v-uB-jqgUmnCl4AaABAg","content_type":"comment","title":null,"body_preview":"NO WAY!!! I would never read his new book!!!  barf","author":"@victoriacunningham243","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"0627c8bf-c6f9-451d-b1f8-b1efd48d517a","source":"youtube","source_id":"UgyXL-uh394DAzNAW1F4AaABAg","content_type":"comment","title":null,"body_preview":"RIFF THE BOOK!\nRIFF HIS BOOK!!\nRIFF J.D. VANCE.\n\nI'M A RIFFER!!","author":"@Pocketrocket-pj1us","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"130ed450-8f31-4852-ac24-252886cae19f","source":"youtube","source_id":"Ugydlh50Hwo9uBw0L8F4AaABAg","content_type":"comment","title":null,"body_preview":"Michael, one of the trainees died from the flu in TX. And the AF reinstated the mandatory vaccinations for at least a few weeks. The flu kills people and can cause secondary bacterial infections such ","author":"@azariesfire9166","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"4a379cfa-0196-4ab7-ad3a-c17c17d6f6ac","source":"youtube","source_id":"UgxKcKdlzNTyj_FJSAF4AaABAg","content_type":"comment","title":null,"body_preview":"Hegsbreath is the worst.  My dad was in the Army in the 50s. His opinion was that the military “owns you”. They tell you what to do when and how to do it. I am not aware of personal choices being acce","author":"@susan8823","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","historical_detail_with_personal_framing","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"4293b64c-17f2-4c75-9dbd-b89e0a83f600","source":"youtube","source_id":"K5Fz5QvMEMI","content_type":"post","title":"This Is Why the World is Humiliating Trump: Wolff | Inside Trump's Head","body_preview":"Michael Wolff and Joanna Coles examine why Donald Trump may have stumbled into a new political reality as European leaders stop trying to placate him and begin pushing back instead. They unpack JD Van","author":"The Daily Beast","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 Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=K5Fz5QvMEMI"},{"id":"8213b869-41bf-41da-8b9e-7689db8f2d73","source":"youtube","source_id":"Ugz3ml_qRV0gh01B1K14AaABAg","content_type":"comment","title":null,"body_preview":"Wow,  not a single active player born in NYC!   None!","author":"@AlRask-j3b","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EeF6UQtPPQ8"},{"id":"c8f43371-d626-4af8-b153-7ae13249b87a","source":"youtube","source_id":"UgyoqGVE9UI8yUJmUW14AaABAg","content_type":"comment","title":null,"body_preview":"Well It’s A Nice Day For A Ny Knicks Celebration Congratulations 🎈 To All You Guys WHO Are Celebrating The Win And That Music Is Jamming To My Music 🎵","author":"@nidialuccioni4476","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EeF6UQtPPQ8"},{"id":"60181bad-2211-4217-8454-03356a78d17a","source":"youtube","source_id":"UgyKgIfJC5t3P17ps554AaABAg","content_type":"comment","title":null,"body_preview":"The Knicks are reviving this city, and Mamdani’s mayoral win is the shock that started it all.\nCounted out by everyone. \nBut driven by everything.\nThey were supposed to lose. They refused to.\nLET’S GO","author":"@WaqArain","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.35531135531135527,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EeF6UQtPPQ8"},{"id":"a2b0af52-05d9-42bc-b1ec-56d089d46f4d","source":"youtube","source_id":"UgyveArqFJ6SOVM91SV4AaABAg","content_type":"comment","title":null,"body_preview":"The Knicks are reviving NYC. Mamdani's win was the spark. Both written off. Both fighting back. LET'S GO KNICKS 🏆🥇","author":"@WaqArain","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions"],"bot_score":0.35531135531135527,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EeF6UQtPPQ8"},{"id":"81cafcee-538c-43bf-b4f9-7587daef9941","source":"youtube","source_id":"Ugx88RjEtN7MZgkOuQ94AaABAg","content_type":"comment","title":null,"body_preview":"Knicks recent fan surge has to be credited to of course the team.. but CHEIGBO did everything he’s ever done for the Knicks!","author":"@UbuntuJ49","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EeF6UQtPPQ8"},{"id":"302e97b0-e321-4ae8-b725-70da4653fa57","source":"youtube","source_id":"Ugzhz_oNm2XMAdI5VQF4AaABAg","content_type":"comment","title":null,"body_preview":"BROOKLYN LOVE 💃🏽🌇🚇🚍My NYC Is Lit ❤️‍🔥 Best Feeling Out There Today! Congratulations To Our New York Knicks World Champions 💙🏆🧡","author":"@DeeK.M","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EeF6UQtPPQ8"},{"id":"447e78f9-92ed-40b2-ab85-662a2d68665d","source":"youtube","source_id":"UgyJB04wWtZN7GvXwt54AaABAg","content_type":"comment","title":null,"body_preview":"Yes 🧡🧡🤍🤍🧡🫶🏾🫶🏾 I love the New York Knicks. You DiD It 🫶🏾🫶🏾🧡💙💙🤍🤍💙💙","author":"@SharonFloyd-u2u","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EeF6UQtPPQ8"},{"id":"a4335e69-7c01-41b9-b4bb-6b745613f032","source":"youtube","source_id":"UgygEkapVF6SzRbRBTV4AaABAg","content_type":"comment","title":null,"body_preview":"It’s About The I Believe In The New Knicks All The Way🧡🤍💙🫶🏾🫶🏾🧡🤍💙","author":"@SharonFloyd-u2u","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EeF6UQtPPQ8"},{"id":"847f056b-2a6d-477f-a0df-89c24e97f03b","source":"youtube","source_id":"Ugxy1pOdjpBGNXXzld94AaABAg","content_type":"comment","title":null,"body_preview":"Personally, As a 36 year NYC resident and Knick fan , I thought the Mayors speech was far too long and I didn’t need his recap of what happened game by game. I knew","author":"@11BDUBS","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EeF6UQtPPQ8"},{"id":"9595c445-630c-41d9-a305-e999542b84a6","source":"youtube","source_id":"Ugzzl6w4G0FDeVuszMZ4AaABAg","content_type":"comment","title":null,"body_preview":"Is the waterfall time to celebrate New York Knicks?","author":"@IanAquino-v7e","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EeF6UQtPPQ8"},{"id":"2303893a-6722-42b6-87d2-b6bcd99b2091","source":"youtube","source_id":"EeF6UQtPPQ8","content_type":"post","title":"🏀🎉 WATCH LIVE: Knicks Championship Ceremony at City Hall | Jalen Brunson, Zohran Mamdani Speak | NBC","body_preview":"The wait is over! New York celebrates its champions as the Knicks take over the Canyon of Heroes for the Parade of Champions. Watch live. #Knicks #DesfileDeCampeones #NuevaYork #KnicksNation #NBAChamp","author":"NBC New York","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","template_phrases","absence_of_personality"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=EeF6UQtPPQ8"},{"id":"3f6d7df8-9c25-4fee-9585-1c529d878f98","source":"youtube","source_id":"Kv_DG6C9RK0","content_type":"post","title":"LIVE: Knicks Parade of Champions in New York City","body_preview":"Millions of people are expected to pack the Canyon of Heroes on Thursday morning to celebrate the Knicks, who ended a 53-year title drought and inspired the city during their dominate run through the ","author":"Eyewitness News ABC7NY","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","external_links"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Kv_DG6C9RK0"},{"id":"74818214-c799-4c9d-84fe-ffb4f65602be","source":"youtube","source_id":"IpVqqG8fmvE","content_type":"post","title":"Brooks and Capehart on Trump’s record-low economic approval rating","body_preview":"David Brooks of The Atlantic and Jonathan Capehart of MS NOW join Amna Nawaz to discuss the week in politics, including the preliminary deal with Iran, President Trump’s record-low approval rating on ","author":"PBS NewsHour","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","original_commentary_around_quotes"],"bot_score":0.38366850189911733,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IpVqqG8fmvE"},{"id":"0766faba-773a-48d6-9b26-fddb9078b281","source":"youtube","source_id":"UgymTtOM9oJ3ZB5rNDd4AaABAg","content_type":"comment","title":null,"body_preview":"Why would you want the government, aka the largest terror cartels, to have more money? That’s buying bullets and bombs for genocidal maniacs.","author":"@SailboatDiaries","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_signals"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"41b32a05-672b-4af2-973b-2494f51fe1a9","source":"youtube","source_id":"UgzKevW3dXVZ65G8qBt4AaABAg","content_type":"comment","title":null,"body_preview":"27:00  End Citizens United and keep donation limits.","author":"@bryanfookes9120","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"fd364c11-75f8-4933-a73d-ef43399fc295","source":"youtube","source_id":"UgzIWB1Q8V6z9icAgtN4AaABAg","content_type":"comment","title":null,"body_preview":"This crap infuriates me. You pointed it out yourself. Oligarchs LOVE when we point the finger elsewhere.  But pointing the finger at oligarchs IS NO DIFFERENT. They are not the “problem”. It’s the FUC","author":"@Poise716","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"1fac9ce9-062a-4115-a339-f38c44bf1a0a","source":"youtube","source_id":"UgwnMWCp29FAjV7nsS54AaABAg","content_type":"comment","title":null,"body_preview":"You will still have hundreds ofmillions of voters just in USA alone who will actually go and vote for one same party , just in 2 lines.","author":"@Stef-oe9dt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"c6bad887-53ad-4bbf-ae0e-0f38403f1084","source":"youtube","source_id":"UgywLvMK-qj3oYL2roV4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you for compiling all this research and breaking it down in such a digetible way. In particular, I appreciate the history lessons and how it ties with what we see today. It gives me a bit of hop","author":"@meowmeow5087","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"be444eb9-547e-4f1c-a632-ea7d40ef38ff","source":"youtube","source_id":"UgxUV2LDWPDIcoLPs0x4AaABAg","content_type":"comment","title":null,"body_preview":"Nobody should be a billionaire, and then there's Elon 😂😂😂\n\n\nThe state of this world","author":"@saifchowdhury3581","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"d4c4bc60-b331-4fe9-bb0f-485b58a4a065","source":"youtube","source_id":"UgylHlplRk1QCjMhe0h4AaABAg","content_type":"comment","title":null,"body_preview":"Are all oligarchs created equal?  Now that you've defined what an oligarch is how should we determine what constitutes their good societal characteristics from the ones that harm society.  Very though","author":"@MeRavenAir","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"7be9a2ee-a3a3-4f0f-bf24-2b0ee03b5085","source":"youtube","source_id":"UgxJc4snwW2yOOKsux14AaABAg","content_type":"comment","title":null,"body_preview":"Your chart doesnt get to the root cause.. its a loose correlation at best. It also doesnt show the flip back up. For instance i think monetary policy is the larger issue here. But dunking on elon beca","author":"@angloblaxon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_template_phrases","semantic_depth_on_specific_topic"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"f5e45a98-8139-42c0-950b-65e9bd985c46","source":"youtube","source_id":"UgwDNhi1su33f34x63t4AaABAg","content_type":"comment","title":null,"body_preview":"Yes Johnny!!! First good shit you've made in years. THIS! THIS IS THE TRUTH!","author":"@madshansen1375","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"673b68e0-7224-40cb-80b9-20aa13cc16cc","source":"youtube","source_id":"UgxaPtSrxSnKkPUKOm94AaABAg","content_type":"comment","title":null,"body_preview":"Wow who could've guessed it comes down to class consciousness and class warfare","author":"@MBeckers","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"9785b5f8-d440-463f-bd69-a726624f5266","source":"youtube","source_id":"UgwxEkNk48NpPQJ71xh4AaABAg","content_type":"comment","title":null,"body_preview":"first past the post aka Distorted Misrepresentation is the main tool of oligarchs.  The solution is accountability through achieving Proportional Representation.","author":"@leifharmsen","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"42bc1190-7016-4ae8-af3f-f7ada7acb67b","source":"youtube","source_id":"UgxuGs89BhXStvb7Arh4AaABAg","content_type":"comment","title":null,"body_preview":"rage bait! Vote to change the laws if you think they’re unethical.","author":"@brycehuff","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"96f5fe25-9d90-49dd-ad79-560b6c0e506b","source":"youtube","source_id":"UgxHSfenv37oYbQA7px4AaABAg","content_type":"comment","title":null,"body_preview":"When billionaires hoard money it makes all the money in the economy more valuable, meaning we are all richer thanks to currency being removed from circulation. What you should be saying is “Thank you ","author":"@SailboatDiaries","classification":"ai_generated","confidence":0.78,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"8a5de241-aae3-4228-9b54-18941dc082f9","source":"youtube","source_id":"UgzmMo-khDcp2zBv2kB4AaABAg","content_type":"comment","title":null,"body_preview":"When your average CEO at a minimum gets 10x the salary of a program lead at the same company. Thats when you know shit is fucked.","author":"@dvtye3378","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"9783c94b-4d44-42a3-a633-d83afd82ab23","source":"youtube","source_id":"UgyHiG6C0Zek88XkP714AaABAg","content_type":"comment","title":null,"body_preview":"Trillionaires have existed for a long time, he's the only one honest about it. And yet he's the posterchild for every post or video. Waah waah waah.","author":"@unrelateddude","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"bbbe3cbc-5fb0-4da4-aa41-ea3db594e065","source":"youtube","source_id":"UgwOX53UgA5oDjz3s2p4AaABAg","content_type":"comment","title":null,"body_preview":"And who is the master puppeteer? Could it be Saaaataaaan? 👵😈","author":"@4estdweller4ever","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"73f5c8b4-6595-425c-8ab6-1535098ef4c0","source":"youtube","source_id":"Ugx_EHmlsqrLgOC_IU54AaABAg","content_type":"comment","title":null,"body_preview":"I think people wouldn’t mind trillionaires so much if we could all just afford gas and food…","author":"@joetheperformer","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"e9605370-4ce2-46c0-b29f-5fe922a2180f","source":"youtube","source_id":"UgxAgYKSp3kAiAFOMhV4AaABAg","content_type":"comment","title":null,"body_preview":"I like these videos but the comment sections are driving me mad 😂","author":"@officialflorint","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"0bf164af-1cd6-4b6b-85ca-c8a49da2c89c","source":"youtube","source_id":"UgyEeys7vqm6cl-s3q54AaABAg","content_type":"comment","title":null,"body_preview":"TLDR: No war but class war, politics is a distraction, the 1% are actively interested in keeping us divided so we cannot go after the nobility, the oligarchs.","author":"@mattisuber222","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"ca00d095-fa3e-422e-8f38-0e7d1300deb8","source":"youtube","source_id":"UgwICF1wRcToNdPz9Ux4AaABAg","content_type":"comment","title":null,"body_preview":"Go to https://ground.news/johnnyharris to get 40% off unlimited access to the news tool I actually trust. It helps you cut through the noise and understand how stories are being reported across the sp","author":"@johnnyharris","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","commercial_intent"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"b95428fa-c34b-416a-a739-6206cd42f6a8","source":"youtube","source_id":"4S25FfbFw4M","content_type":"post","title":"Oligarchy is worse than you think","body_preview":"I thought I knew what \"oligarchy\" meant. I was totally wrong\nGo to https://ground.news/johnnyharris to get 40% off unlimited access to the news tool I actually trust. It helps you cut through the nois","author":"Johnny Harris","classification":"human_created","confidence":0.95,"indicators":["platform_fluency","natural_digressions","self_reference","specific_calls_to_action","original_music_credit"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4S25FfbFw4M"},{"id":"1c8810ae-3611-4fa2-bb67-9af2191523a9","source":"youtube","source_id":"Ugz9dEGBRiqoOF61TOR4AaABAg","content_type":"comment","title":null,"body_preview":"\"The White Bull Tavern, there was no beer. All the Scots fans just drank the place dry, and all they had was Bud Light.\" Ah, shit I about died laughing!!😅😅😅😅","author":"@JimiKool","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QfznpM89MZ4"},{"id":"bdf62675-0722-426d-9594-cb7780fb4769","source":"youtube","source_id":"UgyCLkIm08qTt-7qWah4AaABAg","content_type":"comment","title":null,"body_preview":"People in NYC take noticed. That's how civilized people behave!","author":"@JimiKool","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QfznpM89MZ4"},{"id":"fac73d80-5a0b-4f8a-9331-aede2feb70d3","source":"youtube","source_id":"UgyO8jK11LFnCd40xnp4AaABAg","content_type":"comment","title":null,"body_preview":"Yanks clearly don't know how British football fans get down. We will drink you dry all day every day. Well done Scotland. From an English man 👍","author":"@ashleystansfield4888","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QfznpM89MZ4"},{"id":"453d463a-69b1-490f-a155-7da9633c723d","source":"youtube","source_id":"UgxCC3c5Pbua94q0F5l4AaABAg","content_type":"comment","title":null,"body_preview":"Scotland just moved to my number one place to visit","author":"@Kraze777","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QfznpM89MZ4"},{"id":"678c2046-0dba-4534-92d8-f22960082e77","source":"youtube","source_id":"Ugy6q5UG8pjHM-wM-sx4AaABAg","content_type":"comment","title":null,"body_preview":"No one in the world, can drink more than the Brits!!!","author":"@DRIFTGORILAZ","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QfznpM89MZ4"},{"id":"08ff1b2c-12f1-475d-99be-399f7f2b7e5b","source":"youtube","source_id":"Ugy6Okz7EY9JmdDGqvJ4AaABAg","content_type":"comment","title":null,"body_preview":"I thought our beer was inferior to Europe’s? I thought they don’t like our beer?😂","author":"@-Wolfheart","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QfznpM89MZ4"},{"id":"1db36c1a-37f6-4e53-acd4-5ea61230bfe3","source":"youtube","source_id":"Ugw6VF23nlZMTTO8Qeh4AaABAg","content_type":"comment","title":null,"body_preview":"This is wonderful to see. Happiness and cleaned up as well. Other countries get it. Why can't we do better.","author":"@seaturtle7697","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QfznpM89MZ4"},{"id":"45afefe3-5672-4695-a769-0702a30e6697","source":"youtube","source_id":"UgymZWA_5H01iOA95DV4AaABAg","content_type":"comment","title":null,"body_preview":"Nice to see a countries culture on tour and not the replacement enrichment forced upon us ❤","author":"@mattlittle1424","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QfznpM89MZ4"},{"id":"dfc0df4e-ed21-4621-aa92-276c71971e1e","source":"youtube","source_id":"UgwxcPaa4Sl5_jy_2dd4AaABAg","content_type":"comment","title":null,"body_preview":"Culture is important. We are the human race..we need echother. We are ancestors","author":"@HeatherEvans-p1i","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QfznpM89MZ4"},{"id":"de353550-1f61-4db5-9910-0349b20b0372","source":"youtube","source_id":"UgweVay7fu_2-fuwRLJ4AaABAg","content_type":"comment","title":null,"body_preview":"I’ll take cones on statues instead of tearing them down any day lol","author":"@jasoncard620","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QfznpM89MZ4"},{"id":"a1150af0-b9ec-4715-8e51-c2a77a81ccbb","source":"youtube","source_id":"Ugx90UN-3OoyZC1yBeJ4AaABAg","content_type":"comment","title":null,"body_preview":"Cleaning up after yourself shows respect for the place and yourself!","author":"@Goonybird1727","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QfznpM89MZ4"},{"id":"6a8ae453-6ecd-4e8f-966c-8d814d82ccbf","source":"youtube","source_id":"UgxOzmsUNI542rfsgXJ4AaABAg","content_type":"comment","title":null,"body_preview":"I love the black guy at the end. Men like him are what make America such a great place. And thanks to the all the Scotsmen who came to visit us. Their love for us and our country is deeply felt and ap","author":"@PeteKiefer","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QfznpM89MZ4"},{"id":"770e7b76-9d17-4d91-a7ba-a3593450b442","source":"youtube","source_id":"UgzOZKmwjiBCAWwa4NJ4AaABAg","content_type":"comment","title":null,"body_preview":"Hearing “Country Roads” in a Scottish accent…\n\nRIP Merlin.","author":"@jimjimmers8571","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QfznpM89MZ4"},{"id":"627747b6-8dda-4906-9825-477f772143cd","source":"youtube","source_id":"Ugw1wLpfqhMMblW_TgF4AaABAg","content_type":"comment","title":null,"body_preview":"Why is it all these people from other countries can come here and get drunk and wasted and have an amazing time but for some reason when Americans get drunk they want to start fighting each other?! Th","author":"@NoOneSpecial5079","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 Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QfznpM89MZ4"},{"id":"f393c804-62c2-4838-8670-88340f55a13b","source":"youtube","source_id":"Ugw8KlOnL3y6C4Xhjd54AaABAg","content_type":"comment","title":null,"body_preview":"“All they had was just…Bud Light.” Same, brother, same. 😂","author":"@angelavalentino5146","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QfznpM89MZ4"},{"id":"cd19634c-c5b7-429b-bc61-675b715ee94b","source":"youtube","source_id":"UgyrhvNZMTorRd-fvIx4AaABAg","content_type":"comment","title":null,"body_preview":"Yall come.back now Japan, ya hear? We like people as courteous as yall visiting!","author":"@tyrandolph5465","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QfznpM89MZ4"},{"id":"265737a8-d919-48a5-93c0-15c5364e964d","source":"youtube","source_id":"UgwBjBlICdvoqxDBXaR4AaABAg","content_type":"comment","title":null,"body_preview":"You think that’s great.  Go visit Scotland, go to a pub…any pub and start speaking.  “Are you from the States?”  “Why yes I am.”  Put your wallet away and get ready for the time of your life.  Amazing","author":"@142BandC","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QfznpM89MZ4"},{"id":"f9b13e54-2fdb-47d4-b28b-1f0ddffb6078","source":"youtube","source_id":"UgyQryR1Dd2v6ry8YWd4AaABAg","content_type":"comment","title":null,"body_preview":"All they had left was Bud Light liol I've been avoiding that garbage like the plague for decades. I'll take a Yuenleng, Dark & Tan or Lager, anyday of the week.","author":"@CharlesCowart-y2q","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QfznpM89MZ4"},{"id":"9e366e36-2974-4119-9071-eaf366a844a2","source":"youtube","source_id":"QfznpM89MZ4","content_type":"post","title":"Scotland INVADES Boston (And They Run Out Of Beer)","body_preview":"Check out our Twitter: https://goo.gl/fnYe4v\nAnd Facebook: https://goo.gl/W5junb\nOr follow on Instagram: https://goo.gl/mhVr1Y\n\n#politics #news","author":"TheDC Shorts","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","absence_of_personality","suspiciously_comprehensive"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=QfznpM89MZ4"},{"id":"4e7c1bb1-9b05-4e28-9c50-39b2d7a59859","source":"youtube","source_id":"UgzWywjRTGfedwXm_WF4AaABAg","content_type":"comment","title":null,"body_preview":"Bro lost all his marbles.... and the pouch he had them all in....","author":"@dane.5360","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yC5z_HompKQ"},{"id":"e52dc779-87ba-4a3d-af15-809a7e04d639","source":"youtube","source_id":"Ugxa7L1o-YdTi0wBtGV4AaABAg","content_type":"comment","title":null,"body_preview":"I mean dude is respectful even when he's hammered probably a good dude all things considered","author":"@alreadylost6587","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yC5z_HompKQ"},{"id":"241b63a3-302e-4439-9a6e-8a894eae4804","source":"youtube","source_id":"UgxL-tIHsUljEP1Zr5x4AaABAg","content_type":"comment","title":null,"body_preview":"No one talking about how he called even the woman sir","author":"@justinshoats6989","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yC5z_HompKQ"},{"id":"2d1b0211-6bad-45e7-a07b-ff6d7643a96b","source":"youtube","source_id":"Ugyf5Lp5U5tmlSyrkiV4AaABAg","content_type":"comment","title":null,"body_preview":"Bro is seeing in two different dimensions simultaneously","author":"@Styx-nv9hf","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yC5z_HompKQ"},{"id":"3067532a-ad28-4bdf-a561-0314cb01917a","source":"youtube","source_id":"UgwnVOyREbnMWGuZAeF4AaABAg","content_type":"comment","title":null,"body_preview":"It's wrong to drink and drive, no matter which way you look at it.","author":"@MonkeySpaceBoots","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yC5z_HompKQ"},{"id":"9e2d891a-72b0-461d-b58d-41a03e7b97bc","source":"youtube","source_id":"UgzQbWqWU_fG7wJBReF4AaABAg","content_type":"comment","title":null,"body_preview":"Yes sir, no sir, 🎉❤ most respectful law breaker ever","author":"@Grace-ms7un","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yC5z_HompKQ"},{"id":"332a116f-ce30-43ec-a81e-f8a3cd613b44","source":"youtube","source_id":"UgyufBRjuoJ-0Bg2uqt4AaABAg","content_type":"comment","title":null,"body_preview":"Anyone who is driving and can't even talk should go straight to jail, that's so fucking irresponsible","author":"@hei6406","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yC5z_HompKQ"},{"id":"e1669891-a360-4420-b44d-955cbd3ea1bd","source":"youtube","source_id":"yC5z_HompKQ","content_type":"post","title":"Most Polite DUI Suspect Ever","body_preview":"Today’s true-crime documentary examines the case of a man who had just one beer.. as if.\n\nWe are an independent news platform committed to accurate, fact-based coverage of criminal investigations, pol","author":"Jailhouse","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","human_indicators_absent"],"bot_score":0.5254388435875197,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yC5z_HompKQ"},{"id":"b31d9206-5719-47c2-b955-7d663b656510","source":"youtube","source_id":"Ugz7Y1Sj30lS3Oal3L54AaABAg","content_type":"comment","title":null,"body_preview":"Neutraize ALL Hezbollah, Hamas and IRGC personnel.  That is only solution. Neutralize all captured terrorists. They cannot be rehabilitated.","author":"@fncusmc5585","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"a2ca79cb-8a4f-4171-98ad-1a799c4e7fb9","source":"youtube","source_id":"UgxexPhRDFEz4SxteUJ4AaABAg","content_type":"comment","title":null,"body_preview":"Prince Pahlavi doesn't have the support he says he does.  If he did this regime would already be over.","author":"@susanw.68","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"f94b6c9b-c75a-4efa-ad2e-5b094a270e88","source":"youtube","source_id":"UgxecU4BX3wV5X_dDxN4AaABAg","content_type":"comment","title":null,"body_preview":"FFS let's just go in and eliminate those rats and hand Iran back to its rightful people.","author":"@JamesAlexander-f1y","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"c1aae018-5600-4af3-a8b7-cf803a290bd3","source":"youtube","source_id":"UgzZdquV-G5Wou4YLZh4AaABAg","content_type":"comment","title":null,"body_preview":"Earlier today i saw a post saying islam has been running iran for a thousand yrs. It was great to say nope actually i remember 1979 when they took over iran. People are so dim.","author":"@zoemumby3003","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","personal_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"a1d02986-1e07-4d5c-87d6-a53837814fcd","source":"youtube","source_id":"UgxBtBQMizTotaF30QN4AaABAg","content_type":"comment","title":null,"body_preview":"BB has a duty to protect his people — full stop. The MOU isn’t a diplomatic win, it’s a political time bomb. I voted for Trump, and I can already see how this thing is going to blow up in our faces co","author":"@home_Grown_studio","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","self_reference","emotional_authenticity","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"b927dc86-f088-42dd-a59a-e0b0d3d1ecc0","source":"youtube","source_id":"Ugxz8SrtHjGuIQmcvOt4AaABAg","content_type":"comment","title":null,"body_preview":"I am a Trump man to be clear\r\nHowever...lashing out, due to anger, with bombs, is foolish and dangerous. \r\nSo is road rage, throwing wild punches in a bar, etc..\r\nIf one is going to hit then hit hard.","author":"@tex99456","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","analogy_with_personality","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"2bfc9f0d-5932-4c45-9f4b-8cefaedad23a","source":"youtube","source_id":"UgxLs8O-pMM5N_2pfxp4AaABAg","content_type":"comment","title":null,"body_preview":"We can trust. They use peace talk to rest and fire again.","author":"@DuongNguyen-j5f8t","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"9b9a0c90-6ac7-4104-98e8-afcdb56061b9","source":"youtube","source_id":"UgyBUkWwUI3E912tq554AaABAg","content_type":"comment","title":null,"body_preview":"@drornoy6731​​Vance is a biblical snake.  My  discernment and concern also. 🙏","author":"@deniseA0223","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"b355732d-0ffd-464d-ac8b-5dede6819364","source":"youtube","source_id":"UgwjGxI69Z7YXBb0zaV4AaABAg","content_type":"comment","title":null,"body_preview":"The never ending war, been going on thousands of years under many names. Get rid of the irgc & you have stopped the cash cow for the other terrorist organizations.\nBetter to win this battle than loose","author":"@JeffLynfoot","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 Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"521c2803-45ac-487b-a023-1a19f4dbab64","source":"youtube","source_id":"Ugy8ZU9pKaXS70dakYd4AaABAg","content_type":"comment","title":null,"body_preview":"Finish this NOW, NO 60 days, no negotiation, UNCONDITIONAL SURRENDER,  IRAN: NO DEAL. VANCE: LOOK UP","author":"@bernardduffy343","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"5b20b57a-3948-48fe-bc63-1e54e83f583c","source":"youtube","source_id":"UgxL1y4HoJhKP-kMWwB4AaABAg","content_type":"comment","title":null,"body_preview":"I heard JD Vance wishing the Iranian delegation a safe flight home. 🤭","author":"@douglasberard8664","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"5b41ca0e-55b7-4da5-afcb-5cb7f715e60f","source":"youtube","source_id":"UgywhRc_gIpD2EibH2B4AaABAg","content_type":"comment","title":null,"body_preview":"Trump and his insane deal that is actually worse than Obama's deal.  He thinks he has power.  An ordinary IRGC soldier has more power than Trump.  Throwing Israel under the bus did absolutely nothing ","author":"@elenatramsti5176","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"f3649c32-0ee3-42fb-bcbd-becce3079e5c","source":"youtube","source_id":"Ugy-VJYsbtwbBRpioRx4AaABAg","content_type":"comment","title":null,"body_preview":"REGIME CHANGE IS SOOOO NEAR, with a little in person help by american troops and Mossad.","author":"@bernardduffy343","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"7341e5c5-528f-4e15-9e71-90d2d560bd71","source":"youtube","source_id":"UgytnsyHSFc2ybdc-Qd4AaABAg","content_type":"comment","title":null,"body_preview":"Say what you like, but Trump has been huffing and puffing at a steel-brick wall that is IRGC.","author":"@emmanuelchika1202","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"00305796-4464-445a-9509-1adfaa8ea6d0","source":"youtube","source_id":"UgySL2s8VmspaQ8FEex4AaABAg","content_type":"comment","title":null,"body_preview":"The Iranian strait radio broadcast is comical. Reminds me of the  Lord Haw-Haw broadcast during WW2. Germany calling, Germany calling, you British have no legs to stand on, Germany is invincible. 😂😂😂","author":"@Deacon_T","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","historical_analogy_with_personal_connection","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"4d703f77-cc06-4ac1-b45d-c3f799bf6e68","source":"youtube","source_id":"Ugx36fQb8cMZHWkUWUh4AaABAg","content_type":"comment","title":null,"body_preview":"Afghans, Pakistanis and Iraqis in the land of Aria is so bad. They will wipe out the the indigenous population if Britain refuse to sign them off and send them somewhere else as it was the UK company ","author":"@NimaMoradi-f5c","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"4984bc28-c61e-402d-846c-40289a54cbb9","source":"youtube","source_id":"Ugz1N3uG-0_WAcvyLXd4AaABAg","content_type":"comment","title":null,"body_preview":"Their intentions were always delay, not a concession or surrender. Liars will always lie!","author":"@ormandhunter3546","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"b4ca5cd1-c469-43fd-97fd-1f0ab04b9f6f","source":"youtube","source_id":"UgzTpSr7FI9zjRv2dpl4AaABAg","content_type":"comment","title":null,"body_preview":"I love your sense of humor, you are so hilarious. You tell it like it is. Love your live stream. 😅.😅😅","author":"@50lindafrey","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"9830b6c0-c8ad-467b-803c-11ffcb401f2c","source":"youtube","source_id":"UgxzdFLt7_7TjK2acWF4AaABAg","content_type":"comment","title":null,"body_preview":"Im not a trump lover, but stop being stupid.  Trump constantly offers an opportunity for peace because peace is what is most desirable. The alternative is to destroy that nation and end up killing the","author":"@tatyanaedwards6750","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"b0465623-beb9-4835-805e-356975bb9568","source":"youtube","source_id":"UgyRXLX8My32uzpOpux4AaABAg","content_type":"comment","title":null,"body_preview":"We all knew peace talks would fail with these lunatics.  The nuclear demand #1 demand of trump, open strait #2.  No further military action #3.  They have no intention of peace.  Situation made worse ","author":"@bradleyjohnson9239","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"4843a9f9-be48-49bd-915f-65c48e3cf371","source":"youtube","source_id":"UgwafAmrIzxK29olqSR4AaABAg","content_type":"comment","title":null,"body_preview":"Iranian government and the goat humper IRGC need to be destroyed! This is the only thing that these idiotic people will understand 😂","author":"@deweyvarner6963","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"385abdd0-4312-4e6c-bff3-6dc8dafb25c9","source":"youtube","source_id":"UgyImRpXdc5Z3A_6jAp4AaABAg","content_type":"comment","title":null,"body_preview":"Irgc is not interested to negotiate with washington, they only buy time until D T leave office. Irgc keep provide rockets to terrorists to continue to attack northern Isreal, so that Iran can use that","author":"@GlennKwong","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"a67d52d1-93ac-476f-be37-b2d4ae367817","source":"youtube","source_id":"Ugwj69sxiTQW7VNHRwx4AaABAg","content_type":"comment","title":null,"body_preview":"Trump needs to just destroy all these goat humpers!","author":"@deweyvarner6963","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","missing_platform_voice"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"b6afd59d-36cb-49d2-b116-3a9344b4a182","source":"youtube","source_id":"Ugxdz6RcIh_Q-CDCG_d4AaABAg","content_type":"comment","title":null,"body_preview":"Strait keeps changing; open, closed, open, closed. It should be called the strait of hormones.","author":"@lexclarke9821","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"cba45934-f9c5-4efd-be54-859be07e70fd","source":"youtube","source_id":"Ugy4A2Se4ZSljbwpcyB4AaABAg","content_type":"comment","title":null,"body_preview":"🔴 Use promo code YT20 to get 20% OFF Tousi TV+ Annual Memberships at https://offers.tousi.tv","author":"@TousiTV","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","absence_of_personality","marketing_spam_or_seo_text"],"bot_score":0.4625129511040136,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"32e3750d-0d16-46e5-b295-576c0aba80c0","source":"youtube","source_id":"roDT9tc6QHY","content_type":"post","title":"LIVE: IRGC Falls Apart - Iran Talks REJECTED On Day One - Regime Infighting CHAOS","body_preview":"🔴 Use promo code YT20 to get 20% OFF Tousi TV+ Annual Memberships at https://offers.tousi.tv\n\n🛒 Get your Iran merch from our Tousi Store: https://www.tousistore.tv\n\n📲 Download Tousi TV app — available","author":"Tousi TV","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","list_heavy_advice","absence_of_personality","synthetic_empathy"],"bot_score":0.5,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=roDT9tc6QHY"},{"id":"09702194-b5d8-4310-b942-6745556b5d6e","source":"youtube","source_id":"Ugxzbu7ChQ1lNcyj50x4AaABAg","content_type":"comment","title":null,"body_preview":"Wish 😂 I was that baby.  Look at her, she will not take her eyes off ofhim😅😅🎉⚘️🫶👏🙏","author":"@vickiebonner4181","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m1Rc67urY3I"},{"id":"a2cdbcc3-f65b-495e-a99e-b3bb90e3af78","source":"youtube","source_id":"UgxRZGwOxy3hQtkgDW54AaABAg","content_type":"comment","title":null,"body_preview":"I was that baby when i met him before he became president.  He stopped me at 95th at the train station and asked me to vote for him for Senate. I was so in awe of him.  I told I had to do my research.","author":"@antoinette9074","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m1Rc67urY3I"},{"id":"ebc05799-f826-4284-9620-1a2336930c50","source":"youtube","source_id":"Ugw60K0vaHF7R_5BjTx4AaABAg","content_type":"comment","title":null,"body_preview":"This Beautiful Baby is looking at the President like she wanted to say something ❤❤ so Cute","author":"@nellieshaw","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m1Rc67urY3I"},{"id":"505ccb10-042b-40e7-b8da-be68a0b22705","source":"youtube","source_id":"Ugw5qbjR0kXl1jdf_Pl4AaABAg","content_type":"comment","title":null,"body_preview":"Such a wonderful man. Glad we share the same timeline.","author":"@Random-observer-h5i","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m1Rc67urY3I"},{"id":"fb8d36b9-8e5a-404c-8aa5-5d406d94040f","source":"youtube","source_id":"UgytPXurekX453cdt-l4AaABAg","content_type":"comment","title":null,"body_preview":"😭😭😭😭 Barack is literally playing in our face. He knows stuff like this makes us miss him MORE 🥺🥺🥺","author":"@CD-DMV","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m1Rc67urY3I"},{"id":"34fd0459-b215-471f-9e2b-50b9d95d5e08","source":"youtube","source_id":"UgzkvCnM_Yy3BJZwurx4AaABAg","content_type":"comment","title":null,"body_preview":"Looks like someone's ready for grandchildren???🤔🤔🤔🤗🤗🤗😂😂😂","author":"@goodchick88","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m1Rc67urY3I"},{"id":"f43139e6-c677-4674-83ea-c05cb66268d3","source":"youtube","source_id":"Ugw5snRQNwVsivpic_p4AaABAg","content_type":"comment","title":null,"body_preview":"She never took her eyes off of him. How precious❤❤","author":"@thartwell9698","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m1Rc67urY3I"},{"id":"4c68e7c9-ba82-4700-a3c3-cc0e734cd324","source":"youtube","source_id":"Ugyf7MjRs1NA2Kpwr9p4AaABAg","content_type":"comment","title":null,"body_preview":"I would have loved to see that baby's face, because she didn't take her eyes nor hand off Obama the entire time...❤","author":"@chrrylocks","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m1Rc67urY3I"},{"id":"21f019f4-62f3-4534-b01e-c01fce54a283","source":"youtube","source_id":"UgyM39aIhiZmxzDq3p14AaABAg","content_type":"comment","title":null,"body_preview":"He is just so darn good!!! He’s honorable, humane, he’s kind!!!","author":"@Angelabillingsley","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m1Rc67urY3I"},{"id":"a8e6f0a2-cb71-49e4-96cf-68404146ec09","source":"youtube","source_id":"Ugz4IdfvTa3lhjAwgqB4AaABAg","content_type":"comment","title":null,"body_preview":"Beautiful \nPresident Obama looks very comfortable holding such a precious and adorable baby ☺️🥰🤗😍","author":"@LorettaMurray928","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m1Rc67urY3I"},{"id":"56f98074-5341-4e67-abd4-0edb4c758b9d","source":"youtube","source_id":"Ugx5UcYmPsM0Ixhh0zB4AaABAg","content_type":"comment","title":null,"body_preview":"Im so jealous, I wished I was there to meet and get a photo with them and to see the center. I WILL get there someday to tour it. That baby is so kissable 💙💙💙💙","author":"@loulou64-s8w","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m1Rc67urY3I"},{"id":"7bd098d3-633d-472f-b8fd-91215e93ac6a","source":"youtube","source_id":"UgzC_NUrCIouyTApuN54AaABAg","content_type":"comment","title":null,"body_preview":"I just love how President Obama and Lady Michelle Obama so genuine, is loving, caring  friendly and down to earth people; even when they was in the White House !!!\n🙏🏼👏🏼❤️🤗","author":"@diane5007","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m1Rc67urY3I"},{"id":"99afbbd9-76dd-446e-8223-5ddb58c59a2c","source":"youtube","source_id":"UgzsZg9FWbeHr4LBE-B4AaABAg","content_type":"comment","title":null,"body_preview":"He's like me, grandkids ready❤. You can tell he's a great dad and going to be an awesome grandfather. Got the spoiling down.  I know I can't wait. I got grown kids and no grands.","author":"@gratiagriffith9218","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m1Rc67urY3I"},{"id":"f9f362b4-cd2a-4a55-b5d9-af31c320022b","source":"youtube","source_id":"UgzLxs68te9C9jndKlR4AaABAg","content_type":"comment","title":null,"body_preview":"The baby was saying \"what a good looking dude, I'm stayin!\" ❤❤","author":"@artmakerforever3510","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m1Rc67urY3I"},{"id":"281be7fe-58dd-4428-bf08-218a45ee7f71","source":"youtube","source_id":"Ugxodeynfk4WC1OxzZ14AaABAg","content_type":"comment","title":null,"body_preview":"President Obama hasn’t forgotten how to hold and talk to a baby. So endearing!","author":"@carolehaymon","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m1Rc67urY3I"},{"id":"3aadfc6e-64b3-41a8-9b56-5acde91718f7","source":"youtube","source_id":"UgwnSgCsCCJfe9pUAnd4AaABAg","content_type":"comment","title":null,"body_preview":"Even the baby knows a real loving person, she didn't want to leave President Obama ❤❤","author":"@MaryWyatt-ij3fl","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m1Rc67urY3I"},{"id":"3219e013-8bb2-40a7-b1f2-a117e918bd8b","source":"youtube","source_id":"m1Rc67urY3I","content_type":"post","title":"President Obama charmed by baby during at public opening of presidential center in Chicago","body_preview":"President Obama was thoroughly charmed by a baby as he and Michelle Obama surprised the first visitors to his new Obama Presidential Center and Museum in Chicago on Juneteenth.\n\nCBS News Chicago bring","author":"CBS Chicago","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=m1Rc67urY3I"},{"id":"e188d71e-35aa-4062-bebe-0a861f7d69ac","source":"youtube","source_id":"UgzqrWBVWoK_wy1-9Kl4AaABAg","content_type":"comment","title":null,"body_preview":"Votes from illegals are the Democrats win strategy. Goes back to Clinton’s first win. Think about that. Even with millions of illegal votes, Trump still wins. Twice. Mexican immigrants have already le","author":"@GeorgeWeimer-l2h","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sjst9obFV8I"},{"id":"a4b6a6dd-848a-4db4-9f32-f111de84d787","source":"youtube","source_id":"UgwNdEIbtoFbytFL0-l4AaABAg","content_type":"comment","title":null,"body_preview":"They want to guarantee their jobs by creating!!! They all need to go!!!","author":"@AllanGoodrich","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sjst9obFV8I"},{"id":"98d45336-be81-4ef9-9b0b-98568c6d7a14","source":"youtube","source_id":"UgyAdB3C25msTLI9ogx4AaABAg","content_type":"comment","title":null,"body_preview":"Ro Khanna is an idiot & he NOT BE REPRESENTING any of us!","author":"@jordanmiller9931","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sjst9obFV8I"},{"id":"596f0c0f-190d-4b46-8967-c87320ca3d99","source":"youtube","source_id":"UgyIQIbA_aFd-67Awzd4AaABAg","content_type":"comment","title":null,"body_preview":"It's about time a reporter pushed back on lies and bullshit!!!!","author":"@carriebradley7634","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sjst9obFV8I"},{"id":"6340fc16-53dd-4657-8205-f75841992b8a","source":"youtube","source_id":"UgzkTYDenQOfbUZLWl14AaABAg","content_type":"comment","title":null,"body_preview":"25 millón to be exact confirmed by the mouth of Mr. Schumer. They tells us but it doesn’t register.","author":"@waizertulita3850","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sjst9obFV8I"},{"id":"4dc49ecf-36e3-47d1-97d2-5ef54cab532a","source":"youtube","source_id":"UgwC-iB4a60eEbse5ll4AaABAg","content_type":"comment","title":null,"body_preview":"Better question...why are none citizens holding a public office?","author":"@Julie-qe5uk","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sjst9obFV8I"},{"id":"15a48877-ccaf-429b-b19b-d16e31b0979f","source":"youtube","source_id":"UgzAzC2iOzdXnytpWMp4AaABAg","content_type":"comment","title":null,"body_preview":"Traitors that's what the left is and when the time comes to clean this mess up, Patriots will put these criminals in jail","author":"@chichesterbuilders","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sjst9obFV8I"},{"id":"2f0c109b-2409-448f-bb34-0fa9eaa1e2d2","source":"youtube","source_id":"Ugzing3V0QfiWE3476J4AaABAg","content_type":"comment","title":null,"body_preview":"The data doesn't show it because nobody has looked until now.","author":"@allinaaron1","classification":"ai_generated","confidence":0.6,"indicators":["missing_personality","semantic_blandness","absence_of_human_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sjst9obFV8I"},{"id":"97d0c652-e031-4f3d-b7b1-d44025e5cae5","source":"youtube","source_id":"Ugxv-asXgjPWcgOt-6J4AaABAg","content_type":"comment","title":null,"body_preview":"Thank-you,  your 100% right.You saw what happened in California where Bass and other people went to Skid Row and were paying people to vote for Bass and the other woman that was losing.","author":"@PatriciaFranklin-f2t","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sjst9obFV8I"},{"id":"0402eaa9-205d-4bfe-b709-419b2b497feb","source":"youtube","source_id":"Ugyw8uMULHAMaAJQKF54AaABAg","content_type":"comment","title":null,"body_preview":"Stop the FRAUD PROSECUTE ALL WHO Are rigging THESE ELECTIONS IN OUR STATES IN AMERICA!! Investigate prosecute put em behind bars these are serious crimes against Our Nation!! Do it and DO IT NOW!!","author":"@soniadelsid8998","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sjst9obFV8I"},{"id":"1c7f8434-3e4b-4d4a-abb1-4489d6b83738","source":"youtube","source_id":"UgyNrNXM7totUxbz9Dl4AaABAg","content_type":"comment","title":null,"body_preview":"How many can be PROVEN its a hypothetical not fact","author":"@mykelmontoya9311","classification":"ai_generated","confidence":0.5499999999999999,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sjst9obFV8I"},{"id":"22d862a3-1c60-482e-add3-c749d5987230","source":"youtube","source_id":"UgyIsOR3KEN6acKD_Cl4AaABAg","content_type":"comment","title":null,"body_preview":"And dead people that show up to vote and are paying taxes sending money to Democrat politicians now how is that happening is it illegals using those ss. 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In California we are at 120 BILLION and we still don’t even have a track? WOW. Salute to the Japanese. 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Great job to the bystander that called","author":"@donnadeerman7557","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"47b85b47-7048-4e5e-89a5-66993a8c24b6","source":"youtube","source_id":"UgwXtKgXlEygzgyphZt4AaABAg","content_type":"comment","title":null,"body_preview":"I’m just waiting to get to break a window for this reason. Fuck that window and that parent.","author":"@dr.pepper1023","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"c3052723-5ef3-4254-a44c-7b72c9aebeb2","source":"youtube","source_id":"UgziPmHWLTxm4vtWgPV4AaABAg","content_type":"comment","title":null,"body_preview":"For those of you that are thinking this, stop!!! because  It’s not the color, it’s the culture.","author":"@rdoobies8512","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"ffe190f6-0c0f-41b2-a9b0-6723e7d9c2f5","source":"youtube","source_id":"UgxpU0Xw0o3uEosVfCx4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah no one would been  able to call 911 faster than I would’ve busted that window to save that child.","author":"@JoshUAb1991","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"cd651270-8819-4156-89b2-59c8842d0c33","source":"youtube","source_id":"UgxRbEgkhjR9it3ieMF4AaABAg","content_type":"comment","title":null,"body_preview":"Why did everyone wait for the police to get there? I would have shattered that damn window. Damn the consequences","author":"@a1machinista1","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"b2e4ec0d-d773-43a6-acf2-b391403c0045","source":"youtube","source_id":"UgwfS0xWJOewoQ5S4nZ4AaABAg","content_type":"comment","title":null,"body_preview":"Step 1 after getting them out is baptise the shit out of them… they temp inside is still going up…","author":"@Alfa-feto","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"c32d2137-7144-4048-b2c6-87de9dc22439","source":"youtube","source_id":"Ugyz1bJeHpqnJPdArXJ4AaABAg","content_type":"comment","title":null,"body_preview":"Why wait for the cops. Break it the moment you found it.","author":"@singleshot-tp3ed","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"42c09471-cec0-4af7-b260-fe24a6c996a2","source":"youtube","source_id":"UgyOxUX3J2p0AEoIOT54AaABAg","content_type":"comment","title":null,"body_preview":"Hay que ser tremendo hijo de puta para dejar a tu hijo asi","author":"@yoverale","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"7a2992e0-3534-4a14-9748-58666ac2041e","source":"youtube","source_id":"Ugx_Ucm2ycWP0DslA394AaABAg","content_type":"comment","title":null,"body_preview":"ужасно как мама забыла ребенка.. Я думаю если был специалист, который смог бы открыть дверь без разбивания стекла, у него бы потом были проблемы с полицией. А так то есть умельцы","author":"@Sunshine14440","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"b8500eb4-1490-49c3-9b43-2bc73f053454","source":"youtube","source_id":"Ugy1u_SQoDSQPdheK8J4AaABAg","content_type":"comment","title":null,"body_preview":"Nobody dares take direct action because they fear that a lawsuit will be 'incoming'. Cops have the 'right' to just intervene as and when - thankfully!","author":"@afzalshaikhshahmahammad","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"768d75ca-0f1b-49de-88ad-45bf167e9f4e","source":"youtube","source_id":"UgyKrblqMVrWF-ryrVF4AaABAg","content_type":"comment","title":null,"body_preview":"It's a cultural thing. They never care about their kids from the beginning, nor do they see that they are properly disciplined or educated. 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That’s the state of law enforcement these days, cops are not being supported by their management and they’re co","author":"@thewolf5163","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"d6397b51-edff-4435-a14a-7b428ab3d976","source":"youtube","source_id":"Ugy92UaqoU6LNStNns94AaABAg","content_type":"comment","title":null,"body_preview":"Why did yall wait for the cops to come?! I’d bust it and then sit and wait for the cops.","author":"@yt_arlogger_7157","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"63407c0c-4b19-42d7-83e9-0a8b6ba0efb6","source":"youtube","source_id":"UgyaR29oSrMWEzLR5E94AaABAg","content_type":"comment","title":null,"body_preview":"Okay, so I mow lawns for a living and I take my dog with me everywhere. She is so spoiled that I leave the car on or my truck on with the air conditioner so she doesn't have to get out in the heat. I ","author":"@justanotherslavetosociety","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"811d3203-e925-44fb-8120-e12adbaecc10","source":"youtube","source_id":"Ugz7W12c_aG3IVLXu1p4AaABAg","content_type":"comment","title":null,"body_preview":"My God. I panic getting to my drivers side after I get my son into his car seat. Even a few seconds in a hot car is unbearable. How could you put a baby in that situation!?","author":"@HHHHEEELLLLOOOO1","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"dbc91027-9a78-4118-a8cd-1a38a5e5f98b","source":"youtube","source_id":"Ugw2vdkSxkzpBxOsuu54AaABAg","content_type":"comment","title":null,"body_preview":"I hope they kicked the behind of the mother into the bell cell!","author":"@karenstafford4737","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"c9c0e5e4-abe0-4dc2-8992-b6f0da00351a","source":"youtube","source_id":"Ugy-9nDOaJtlbVvZnzV4AaABAg","content_type":"comment","title":null,"body_preview":"Awesome bystanders and police officers!❤️🤍💙🇺🇲🇺🇲🇺🇲🇺🇲✝️🙏","author":"@5150kal","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"a9d752bc-bc87-4ad6-92f0-8f74b1c1e0d1","source":"youtube","source_id":"UgwfYE9TfWe6yRbb06Z4AaABAg","content_type":"comment","title":null,"body_preview":"eveny with cracked windows a car can turn deadly in less than 10 minutes even with averagely warm weather","author":"@klaxigon","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"99e93ed8-328c-4990-a1e1-3b398b55203a","source":"youtube","source_id":"Ugwd5VUEADiZ-bK0XT94AaABAg","content_type":"comment","title":null,"body_preview":"lowkey why don’t cops just keep used spark plugs around for cracking windows? fuck it why don’t we all? 😂","author":"@colepatterson3435","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"acefd02b-630e-4908-ab43-9464cd05f015","source":"youtube","source_id":"UgwM_3e8aNo1_a9sIK54AaABAg","content_type":"comment","title":null,"body_preview":"The crazy part is the officer taking his sweet time to smash the window and get the kid out....","author":"@DidilyCOD","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"85c9fa34-33c8-4bbd-a790-b576dc2d8500","source":"youtube","source_id":"Ugy19vP6usc-5PHYH_t4AaABAg","content_type":"comment","title":null,"body_preview":"Why take so long to get an ok to break the window ?!?! Do it as soon as you find a child or dog in a hot car !!!!!","author":"@kwoody7386","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"18c09863-ed0e-49c5-8ab3-9d96722c4c5e","source":"youtube","source_id":"FvcKX_BLrE8","content_type":"post","title":"Clark County deputy breaks window to save 2-year-old in hot car","body_preview":"The Clark County Sheriff's Office says a deputy rescued a 2-year-old left alone in a hot car outside a grocery store last month.\n--------------------------------------------------- \nKGW is the NBC TV ","author":"KGW News","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FvcKX_BLrE8"},{"id":"b724df6e-a8cb-4d17-a678-e7dfa939ec26","source":"youtube","source_id":"UgzkUxVGCE3DJvfE2094AaABAg","content_type":"comment","title":null,"body_preview":"10:45 proof the left has the hateful rhetoric just because they don’t agree with someone. And then because of that are violent.","author":"@ANSW3R_1230","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"6e47cf3a-adb2-4407-8e6d-488ceddbb3c8","source":"youtube","source_id":"UgzWtQJVxGbASCb5YOd4AaABAg","content_type":"comment","title":null,"body_preview":"This show has either gotten far more biased. Or it always was and I just never noticed","author":"@ANSW3R_1230","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 Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"3a0a86a1-0ff3-4959-be51-0179c6cf3231","source":"youtube","source_id":"UgwYW6-arktwj0-ZMGZ4AaABAg","content_type":"comment","title":null,"body_preview":"16:00 Oliver didn’t say one word about all the racist shit Biden said. And also the left and all of these Labour Party liberals all are racist. It’s the racism of low expectations","author":"@ANSW3R_1230","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"8015cd6c-577c-479b-a320-25f72ec1757b","source":"youtube","source_id":"Ugza36xNUGP_FcIunRZ4AaABAg","content_type":"comment","title":null,"body_preview":"16:00 not one word of that was racist. Or poisonous. Here is the problem with Oliver, no one pushes back. One question destroys his narratives and points. But because of the nature of the show and the","author":"@ANSW3R_1230","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"52dffbcc-d512-45c7-88b8-bec0a1a55e48","source":"youtube","source_id":"UgzPgIpRXQttSbnijb94AaABAg","content_type":"comment","title":null,"body_preview":"The UK voted to leave the EU solely to stop the flow of illegals. Only to have their own politicians stab them in the bacj","author":"@ANSW3R_1230","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 Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"e9b4f93e-3685-4b69-8563-bee43a7c32b8","source":"youtube","source_id":"UgwrNnN5GU-cLsGESdN4AaABAg","content_type":"comment","title":null,"body_preview":"ok, so the far far leftie Oliver was rooting for Labor, now labor have destroyed the country after only 22 months and Oliver is shocked that the left AGAIN failed in a spectacular fashion. Yet his pro","author":"@kkordosis2394","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"3863e744-2316-4e80-9802-07a5f1a9b28e","source":"youtube","source_id":"UgybaqocftzJVVBpqsl4AaABAg","content_type":"comment","title":null,"body_preview":"Not a word on the grooming gangs. I used to think you were funny and just, but now I know you are manipulative and a piece of crap of a human being. I will never trust you or watch another video again","author":"@Vorrum","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"97ab651a-d451-4ce5-8b6c-f3081fecfdba","source":"youtube","source_id":"Ugy1OKUh1B9yUUKQ2kl4AaABAg","content_type":"comment","title":null,"body_preview":"Spare me John Oliver. I have been watching your videos for years because I consider myself mid. You are a liberal idiot or the people that pay you are. I'm tired of how dumb you and your writing team ","author":"@cornellcoetzee3991","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"883a634d-37c4-4b05-ae40-b5fda5bdca9c","source":"youtube","source_id":"Ugz6fjgZ3lcTp675gbB4AaABAg","content_type":"comment","title":null,"body_preview":"If you come to England, you better speak ENGLISH!!! Make sense? Good.","author":"@nh251","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"69607a01-898d-448c-bf21-a7bbe475b3b5","source":"youtube","source_id":"Ugy-nOJ4r0vGzlQlZEZ4AaABAg","content_type":"comment","title":null,"body_preview":"I am against islam,but it's clear to me at this point that far right nationalists and christian fundamentalists are not against immigration from middle east and Africa for ideological reasons and dang","author":"@MillennialEuropean","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"70aa9437-2fd6-4126-b6e8-e0b815dd244b","source":"youtube","source_id":"Ugz4yzMzVDlhIUcEvo14AaABAg","content_type":"comment","title":null,"body_preview":"govt shill is little john oliver https://www.youtube.com/watch?v=q5Lv-alijp0","author":"@mercury13","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"2a486d81-9831-4364-8223-c144b1409ada","source":"youtube","source_id":"UgwNU2syatp_icEdTX94AaABAg","content_type":"comment","title":null,"body_preview":"16:16 - John Oliver is basically political education for people who stopped developing opinions after high school. So poisonous!","author":"@dustinl8113","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"4ef97999-e4c9-461d-9967-336d94897adf","source":"youtube","source_id":"UgybY-wMaIslhwC38dJ4AaABAg","content_type":"comment","title":null,"body_preview":"Let's get the intellectual opinion of a thirteen year old.😂😂😂😂😂😂","author":"@missymason9192","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"cc2a55b7-732b-4649-8a51-876e5f36d03f","source":"youtube","source_id":"UgwvyH8lktkXRJa4bx14AaABAg","content_type":"comment","title":null,"body_preview":"This is embarrassing. They're defending the abuse and destruction of the UK. The report had old data, because new data is hidden for a reason. It's 10,000% worse now. That's what people like John Oliv","author":"@SecretGlyph","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","false_specificity","missing_platform_voice"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"ce949afa-b514-4332-8789-9b91c0de940a","source":"youtube","source_id":"UgyHHRCUOLjy2HuP4SB4AaABAg","content_type":"comment","title":null,"body_preview":"So the corrupt people running the country won again?? No way! It's like a big California now so I never could have guessed!","author":"@SecretGlyph","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"6db982f2-6082-4e29-b60f-72fd54f98667","source":"youtube","source_id":"UgyvjEqhNdubIFL9g7x4AaABAg","content_type":"comment","title":null,"body_preview":"babby's yeds are boss. Don't knock it til you've tried it.","author":"@gyorkshire257","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"14b442f8-b4d4-44e8-a941-f38b006cebdd","source":"youtube","source_id":"UgxaHKt5lUW_nnW_R3p4AaABAg","content_type":"comment","title":null,"body_preview":"Is this the guy who wants to have relations with his cousin?","author":"@koawhkaine","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"38f2f6c0-de88-4ceb-afdd-ab5d165ae73e","source":"youtube","source_id":"UgzEvitR8zGqmj0lwkV4AaABAg","content_type":"comment","title":null,"body_preview":"I lost all respect for you.  You used to be neutral now I see clear you are biased toward the same narrative that brought so many countries to it knees.    Money is everything for you guys.","author":"@Sc0rphionx","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"d3bb77ac-70a8-4550-8bd9-0029cac5099a","source":"youtube","source_id":"Ugyz_4UgqpC8P7HkeGF4AaABAg","content_type":"comment","title":null,"body_preview":"What if John Oliver and Niel Oliver are the same person? Boom. Scarf and a wig can do a lot...","author":"@blankenshyte","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","humor_and_speculation","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"21285750-1a50-4dcc-8e8e-cd70f06a510b","source":"youtube","source_id":"UgyxrbZYQKSbOlWbgGF4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah man, Rupert Lowe is a god damn monster for trying to protect little girls from the gangs that capture and assault them. Let's get him in front of the damn Hague. How dare he care about his people","author":"@Kasaix","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"bd531b26-dbfb-4bda-a8f7-d7f09539664f","source":"youtube","source_id":"Ugz5xkg4xkNcDh3r0I54AaABAg","content_type":"comment","title":null,"body_preview":"Sorry John, but this is where you lose me. As a fellow Brit living abroad, I do not support the Reform Party or what they stand for, but your refusal to take into account points in their favor and che","author":"@joshthompson8506","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","strong_opinions","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"7bf58318-3089-4c13-b1aa-7506d8460da4","source":"youtube","source_id":"Ugz1oK-8gUAl8ftLfIJ4AaABAg","content_type":"comment","title":null,"body_preview":"I watched this when it came out and it made me anxious, so even though I wanted to watch it again to really learn more about the state of British politics, I couldn’t. But now, after Burnham won, I ca","author":"@churoism","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"90f4cfbf-3820-427c-a051-1842e3541a28","source":"youtube","source_id":"UgzRblDfNJqdEPrQhB94AaABAg","content_type":"comment","title":null,"body_preview":"It's so discouraging how more and more countries are moving farther to the right in recent years","author":"@tekbarrier","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RZL_TctrNco"},{"id":"87187a15-2d77-495d-9646-a68d437164dd","source":"youtube","source_id":"UgxiMcc_DOVoeQG-rhJ4AaABAg","content_type":"comment","title":null,"body_preview":"If Farage and Reform win the next general election I am fleeing the UK. 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The baby said, \"No more \"baby daddy\" gossip, Mister! You're out of the closet now.\"","author":"@kd-vf2or","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hyLPIXBBU1o"},{"id":"0a9105fc-0d7e-4728-99f1-b5f78de8e6ad","source":"youtube","source_id":"Ugw3GmnLJw2TPc8hxPB4AaABAg","content_type":"comment","title":null,"body_preview":"Dude is probably a master at hide and seek if he keeps his eyes and mouth shut","author":"@Jake-Yo92","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","dry_humor","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hyLPIXBBU1o"},{"id":"10b064e9-f330-42a6-bacf-1e575c7d4439","source":"youtube","source_id":"UgxlLfDpNXb32EkgCXx4AaABAg","content_type":"comment","title":null,"body_preview":"I’ve worked with pregnant women before, he’s been keeping one eye open for months, must be on alert","author":"@maxmax9691","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality","potential_human_indicator_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hyLPIXBBU1o"},{"id":"01e6e94d-48c3-44d8-ae09-ae3aa66e7caa","source":"youtube","source_id":"Ugx3p5dcLZn2BLXp6S54AaABAg","content_type":"comment","title":null,"body_preview":"naw the laugh at the beginning was like girl...what the hell lol","author":"@M.I.L.E","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hyLPIXBBU1o"},{"id":"a37e7943-1d9c-4f44-9bde-869ce2875039","source":"youtube","source_id":"UgxQy6-xFHr1w6zRpOJ4AaABAg","content_type":"comment","title":null,"body_preview":"This is why I keep 2 hand distance from women \nBe it in elevator, commute , Office \nOr Traffic 🚘","author":"@lavatr8321","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hyLPIXBBU1o"},{"id":"15c39314-5668-44f6-ba4b-8a3fdb919edb","source":"youtube","source_id":"UgwVenumGxSwXf4Tla94AaABAg","content_type":"comment","title":null,"body_preview":"Her husband is a lucky man. She genuinely seems loyal.","author":"@bsw9633","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hyLPIXBBU1o"},{"id":"9d748a3c-51a1-4c23-8b3c-f687d7ab70ef","source":"youtube","source_id":"UgwaFcHlMSmOeDoS_fN4AaABAg","content_type":"comment","title":null,"body_preview":"This is what Love, Class and Respect looks like ❤❤❤❤","author":"@yinkaadesanya24","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6n5ZELSGyDY"},{"id":"fd03deb5-c08f-4233-8e44-8f30e1354896","source":"youtube","source_id":"Ugxd7MVjthF_OBR3l4x4AaABAg","content_type":"comment","title":null,"body_preview":"Here we go, these monkeys are gonna be relevant for another 15 minutes.","author":"@BLACKFACE-z8l","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6n5ZELSGyDY"},{"id":"7b147f13-11a0-4483-9f1e-411aa4459b2f","source":"youtube","source_id":"UgwrEklMitOBBsvujY54AaABAg","content_type":"comment","title":null,"body_preview":"I miss you both! To have them back in the White House would be wonderful!","author":"@carolynallard97","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6n5ZELSGyDY"},{"id":"c5683c5f-3c59-4f39-99ab-406934871289","source":"youtube","source_id":"UgzvRpDkGsfsx19fh6B4AaABAg","content_type":"comment","title":null,"body_preview":"I love them as leaders, as a couple, their family not because their perfect but their desire to have us all be better is so genuine ❤❤❤❤","author":"@cbenson258","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6n5ZELSGyDY"},{"id":"123d9ae7-67a5-43a9-89f4-9e02dcb2a6d3","source":"youtube","source_id":"UgyzlxvIChADs-w6E2Z4AaABAg","content_type":"comment","title":null,"body_preview":"I Love You Guys All the days of my life❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤","author":"@MichelleGist-u5l","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6n5ZELSGyDY"},{"id":"0f8f710c-78ca-4d07-a48e-a51a5690d24f","source":"youtube","source_id":"UgzeV0XI8o0ddshxEDJ4AaABAg","content_type":"comment","title":null,"body_preview":"Please explain how he messed up, can Jimmy Kimmel do a video about it,nope….sorry.","author":"@kuntherman1332","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6n5ZELSGyDY"},{"id":"2671cd45-f806-4682-9915-ca72d58f30ef","source":"youtube","source_id":"UgxyCArQ7KItEtCFyhd4AaABAg","content_type":"comment","title":null,"body_preview":"What a jack ass Obama..almost destroy this country","author":"@snakeeyes4424","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6n5ZELSGyDY"},{"id":"b7613427-6d90-49bc-90c2-52041c5153b1","source":"youtube","source_id":"UgyvyHown2L1I_7nfMJ4AaABAg","content_type":"comment","title":null,"body_preview":"I love smart articulated people like them! So refreshing!!!!!!!!!!","author":"@juliamccarthy6695","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6n5ZELSGyDY"},{"id":"71398b4b-0348-4c25-8f47-10c12b8a072a","source":"youtube","source_id":"UgyPFD0xlT_GgyYeYEJ4AaABAg","content_type":"comment","title":null,"body_preview":"We love the president..should come again .no war .no disputes peace mental person for the country and people","author":"@rajeshmodi3176","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6n5ZELSGyDY"},{"id":"50a62b28-09d8-4768-b1c4-0a8b99f04763","source":"youtube","source_id":"UgzYbg0BP7Ta5waJLB14AaABAg","content_type":"comment","title":null,"body_preview":"That’s a first!! First time she’s ever said she was proud of anything.","author":"@jward9637","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6n5ZELSGyDY"},{"id":"50855dc1-259d-49b2-9685-b02d770e85ec","source":"youtube","source_id":"UgxmnsF_qhokEHkLEQt4AaABAg","content_type":"comment","title":null,"body_preview":"I love these two. And I remember watching a movie on them I think on Netflix it shows how Obama was a smoker but Michelle got him to quit. I think the movie was southside something . Look it up.","author":"@RSVD84","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6n5ZELSGyDY"},{"id":"a1aa3eaa-c28d-45fd-b165-de4877225cf4","source":"youtube","source_id":"6n5ZELSGyDY","content_type":"post","title":"Michelle Obama gets emotional while discussing Barack Obama's health","body_preview":"Michelle Obama became emotional while recalling a difficult period involving Barack Obama's health, sharing how the experience affected their family. The heartfelt moment offered a rare glimpse into t","author":"Hook Global","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=6n5ZELSGyDY"},{"id":"2c7ae732-5e14-4223-8264-07188153e9ca","source":"youtube","source_id":"UgyvFyfULvpH1dSpQmd4AaABAg","content_type":"comment","title":null,"body_preview":"This is not derangement it’s Delusion my brother they have Obama Delusion Disorder aka ODD","author":"@UnsilencedOutspokenTikTok","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"f3237f0e-5c2b-4afa-b945-b139b2bbd82b","source":"youtube","source_id":"UgyYoFIBRCJF3ZeVLLF4AaABAg","content_type":"comment","title":null,"body_preview":"Thats how they present there truth dressed up in Lies clothing. SMH. She is illiterate period.","author":"@sandraross7436","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"009c3171-c734-4359-be12-b8b32a82d09a","source":"youtube","source_id":"UgzvvgaudWMjSsULMyR4AaABAg","content_type":"comment","title":null,"body_preview":"What does the 250 have anything to do with what they should be talking about","author":"@ショゼフ","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"8e506088-27da-452c-8d76-0f5e5ef74eb8","source":"youtube","source_id":"UgzwMbW-yoOCf20uSrl4AaABAg","content_type":"comment","title":null,"body_preview":"The only thing divisive about  Obama was that he is black.","author":"@sharonblaker7566","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"9b2725be-adca-4dce-90fe-55107fcff2e4","source":"youtube","source_id":"Ugw63AEOLeaZwlQkmid4AaABAg","content_type":"comment","title":null,"body_preview":"“Can I talk” yes if your gonna say something not just filler worss","author":"@1veyLopez","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"ecf29740-3986-4f33-8976-ebebccd6598b","source":"youtube","source_id":"UgzkNFTJB7e5hBzZ9lV4AaABAg","content_type":"comment","title":null,"body_preview":"Like Isiah said, this was tan suit 2.0. President Obama, as usual, was straight down the middle. But, because they have no controversy they have to make something up out of nothing. Just like fist bum","author":"@LokiDWolf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"4291fa61-cada-4ee4-9f09-4bf1f4878d9c","source":"youtube","source_id":"UgyUHvL33omvKp8Lb_t4AaABAg","content_type":"comment","title":null,"body_preview":"Conservatives always manage to use a lot of words,  yet fail to express a complete thought.","author":"@tmotoh","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"eef9d648-bfd3-4266-bde2-1c3fc331950a","source":"youtube","source_id":"Ugy1dchXkZV3RFmDqZV4AaABAg","content_type":"comment","title":null,"body_preview":"\"Can I talk, cAn I TALK? TANK YOUUUUUU\" been using this one for 20 years and they still havent talked","author":"@K1LL4Cam","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"f528dd65-33d6-4c25-81a3-d22f75be4607","source":"youtube","source_id":"UgzQSEU5KNxWlr6n3yx4AaABAg","content_type":"comment","title":null,"body_preview":"She means his very existence while being Black was divisive to the racists!","author":"@martelljohnson6160","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"bbd19ce1-9f91-4b6c-88fd-c9f7a76100a6","source":"youtube","source_id":"UgxO-c6g2KE0cJyMTWp4AaABAg","content_type":"comment","title":null,"body_preview":"CNN failed to hold her to account  for why she said president Obama was a divisive president. BS","author":"@BlaineR-n9p","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"b10d9a1d-42ba-450b-99fe-bf9ff5f2ea63","source":"youtube","source_id":"UgwjTbYKHbkc5VTSp4Z4AaABAg","content_type":"comment","title":null,"body_preview":"The trash flying out of her at mach speed is astonishing.","author":"@hmmhmmhmm3","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"ada024ae-2370-49a3-b512-8bd878ba0fe3","source":"youtube","source_id":"Ugx_dPBa7nIyHLLna3t4AaABAg","content_type":"comment","title":null,"body_preview":"CNN is turning out to be more horrible than Fox. They allow the pushback but these ppl bulbs still won't flicker","author":"@martellefitzpatrick6131","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"33c3db94-2338-4135-819d-04ce4129e127","source":"youtube","source_id":"UgwPAmPIxYcMdHcvvsh4AaABAg","content_type":"comment","title":null,"body_preview":"I can't wait to see trumps center for kids who can't read good","author":"@Bulldagw","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"9e57c363-f624-44ff-bf44-6c96b631665f","source":"youtube","source_id":"Ugxc-x5UdiF3ippOh_x4AaABAg","content_type":"comment","title":null,"body_preview":"Question... How does a nun pay for abortions??  I thought they take a vow of poverty.  Not being snarky, just want to know if they make an income that is taxable.","author":"@christinav4952","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_curiosity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"21bcc52b-ce51-4da6-b403-e8e2036033b1","source":"youtube","source_id":"UgxTebP0xXBqVpdp6ER4AaABAg","content_type":"comment","title":null,"body_preview":"I agree with her. If the land is stolen it should be given back","author":"@JohnGomme-r6j","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"c2d11810-6ff8-4a62-9dcc-1356ce15ce34","source":"youtube","source_id":"Ugz5P9sFtvE3q61NvXF4AaABAg","content_type":"comment","title":null,"body_preview":"The white house has to do better writing her script","author":"@jimambler8526","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"6fe9594f-26df-4b2b-a83e-ec27bad08c92","source":"youtube","source_id":"UgytIODarlsweuixza54AaABAg","content_type":"comment","title":null,"body_preview":"Divisive because racist were pissed he became president.","author":"@Tysondouble0six","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"a61f015c-6112-4a77-bbd5-aa606fc007b6","source":"youtube","source_id":"UgzBs0jZtPxifWaz2MR4AaABAg","content_type":"comment","title":null,"body_preview":"All she is doing is blabbering. She tries to sound so clever but is so convoluted and nonsense","author":"@jodys5851","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"a93d0692-fb03-4745-9a6d-22f9c075b7c6","source":"youtube","source_id":"Ugxc3gt46wzHUIKLEr14AaABAg","content_type":"comment","title":null,"body_preview":"\"He's a very eloquent speaker..\" = \"He's so well spoken...\" \n\nI see you.","author":"@Thatalbinodude","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"8555b83b-1819-4182-b7d1-dfb32e545144","source":"youtube","source_id":"Ugz53-kGqSfFjD5CQUh4AaABAg","content_type":"comment","title":null,"body_preview":"If you can't say words right, you shouldn't be on any channel (Davisiv, Lybrent)\nEither her school or parents failed her or she just didn't listen 🤦🏽","author":"@jaybotello5895","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"91a2dafb-77f9-4b6d-ac51-15b2eb1f5a5f","source":"youtube","source_id":"Ugzjp4f0X0OHWfzM37h4AaABAg","content_type":"comment","title":null,"body_preview":"The Girl is so naive.  What is the sense putting her on a TV show","author":"@davidhall7628","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"a728befb-c740-43e2-880a-041b90a84a89","source":"youtube","source_id":"UgxRrUTbM3LVzZa48sN4AaABAg","content_type":"comment","title":null,"body_preview":"So he did not invite these folks WHILE he was NOT president.  Hmmm.  My lord, how divisive!","author":"@DMicheFrazier","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"7bcd36ff-0606-42fb-9e5c-5b1aaa42eafb","source":"youtube","source_id":"UgzBfIEOYdmcmzmY5v14AaABAg","content_type":"comment","title":null,"body_preview":"Obama was the best president in my lifetime. I’m 65","author":"@lindalorenz1215","classification":"human_created","confidence":0.7,"indicators":["self_reference","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"5cd4fedd-0c9f-4739-bf91-37f507269522","source":"youtube","source_id":"RNYXohZQkEU","content_type":"post","title":"Stage 4 Obama Derangement Syndrome was on full display! #isaiahmartin #debate #democrats","body_preview":"Stage 4 Obama Derangement Syndrome was on full display! #isaiahmartin #debate #democrats","author":"Isaiah Martin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RNYXohZQkEU"},{"id":"623f6362-2a65-4614-9244-113f6a96a986","source":"youtube","source_id":"Ugx8_i_ZqIdyLaq4kqR4AaABAg","content_type":"comment","title":null,"body_preview":"All just a way to steal more money from the American people people that work hard broke their backs the elderly people that have you know built this country on their backs they don't understand becaus","author":"@lisagandy1745","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"4db83167-c1e7-4714-aedb-01151b3934e0","source":"youtube","source_id":"UgyH1a5c_OWCsnVISeV4AaABAg","content_type":"comment","title":null,"body_preview":"it's difficult for regular people to fathom the depth of the absurdity this is asinine. I bet Trump just cannot believe that he's getting away with this shit.  he - as we - cannot believe it.  he's pr","author":"@erock.steady","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"517b1a50-0449-4207-959a-ea1b58d26f75","source":"youtube","source_id":"Ugy7A5f95Rue3q4dVZZ4AaABAg","content_type":"comment","title":null,"body_preview":"The judge arrested them all and refused with the court order. Period. Arrest all AG Todd blanche and Scott  ! IRS department)! Period. They think: ( there are AG attorneys) above the laws. ( Telling t","author":"@brucetames9022","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"0a4bdc0b-3070-4b40-ae6c-4819b2623746","source":"youtube","source_id":"Ugy6M2TpbAYAn-qVEeJ4AaABAg","content_type":"comment","title":null,"body_preview":"Nigel Farage is the problem , but even without him they haven’t got a clue","author":"@Miabrown-Kly","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"5339b719-9896-4640-94de-c241fd694327","source":"youtube","source_id":"UgwnLjVhclAqeZYk2sB4AaABAg","content_type":"comment","title":null,"body_preview":"How about we close all those illegal prison.. holding innocent people.. what happened to the worst of the worst.. close them \nPut all that money back ..they will all reap the seeds they have sewed.. w","author":"@lisagandy1745","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions","lack_of_template_phrases"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"7e945627-59e1-4265-8a47-8dfd68f508db","source":"youtube","source_id":"UgwvVSS-oTBNaQZFG094AaABAg","content_type":"comment","title":null,"body_preview":"That's just it.  Everyone keeps throwing everyone under the bus and NO ONE is Held accountable sad sad situation when the judges don't do anything but give them more time to think of more lies and def","author":"@cathymendoza6898","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"846f01b9-8b9b-4a2a-8b00-af340269be3d","source":"youtube","source_id":"UgxWNtCF6BtrA7MkzWJ4AaABAg","content_type":"comment","title":null,"body_preview":"How do we know he hasn't already given out the money?  Bessent is a worm !!","author":"@stepasidesue","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","terse_replies","platform_fluency"],"bot_score":0.4858882125069174,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"4793e620-e382-4e12-a56e-681c6f609ad5","source":"youtube","source_id":"UgyIve-4xQNgRXpI7Id4AaABAg","content_type":"comment","title":null,"body_preview":"Why aren't they in contempt of court, fine them 2 million a day until they comply!!","author":"@stepasidesue","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.4858882125069174,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"593a1fbe-4a6f-45b5-b25a-8855b28f4082","source":"youtube","source_id":"UgyZDuKHwY2oc-O6ZoB4AaABAg","content_type":"comment","title":null,"body_preview":"throw the book at them..permanent injunction including not tax immunity","author":"@johnk9029","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"8785bd5a-7242-4706-b617-5b13f82192b7","source":"youtube","source_id":"UgyogRy9bT7uT20yXX94AaABAg","content_type":"comment","title":null,"body_preview":"I AM SO SICK OF THESE MUTHERFCKERS!!!🤦🏾‍♀️🤡 THANK YOU BEN FOR COMING WITH THE TRUTH, THE WHOLE TRUTH & NOTHING BUT THE TRUTH!!!💯💙🙏🏽💪🏾","author":"@mpcdesigns4u396","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"b65aaa9a-529f-4f8c-8e36-10322cacc202","source":"youtube","source_id":"UgynvdzXj2NRybWaPeJ4AaABAg","content_type":"comment","title":null,"body_preview":"Trump has an Article II that says he can do whatever he feels like, so Article III judges don’t get to tell him what he can and can’t do. The Article II Trump “has,” of course, is not the one written ","author":"@alexharman9001","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"0094fe5d-b505-4489-a7d9-72c6d0eabed1","source":"youtube","source_id":"UgzMCx1JjMrVB3WD8b94AaABAg","content_type":"comment","title":null,"body_preview":"This video should be shared across the country and around the world on every podcast in America please 🙏 please","author":"@ornanbaker5815","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.45119047619047614,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"440cf9aa-3d3e-47d9-af80-cd9fc5c406e5","source":"youtube","source_id":"Ugysg2CctkkEukUtRhR4AaABAg","content_type":"comment","title":null,"body_preview":"Charge them all under the RICO statute, and let the public watch as they all plead the Fifth.","author":"@jpdemer5","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"2de10277-5e3a-4a39-a2bb-a9b507d82652","source":"youtube","source_id":"Ugzkyr-v3RrrdhUxAu94AaABAg","content_type":"comment","title":null,"body_preview":"Ben, Exactly, the key word: “discovery.” And; how dare you question Trumps personal attorney: TODD-CARTE-BLANCHE, the most corrupt AG since AG PAMMI JO!","author":"@RobertMiller-dd9jv","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"7c3df670-1593-482c-9718-03b36839d2e0","source":"youtube","source_id":"Ugz0G4RZ4ngzA988hsx4AaABAg","content_type":"comment","title":null,"body_preview":"Oh puhlease, we simply can't endure anymore of The Fat Thug's daily diarrhoea!","author":"@perrieargent9997","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"40abf227-36b4-49d0-811f-3d8a562a833f","source":"youtube","source_id":"UgxoQcx69nwM88L8AlF4AaABAg","content_type":"comment","title":null,"body_preview":"Easy call for the judge:  \"As the Court has not received the required proofs, the injunction remains in place.\"  And a hot minute later, in the underlying case, \"The parties shall have a discovery sch","author":"@jpdemer5","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","legal_terminology_context"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"87b953f8-54d4-4794-830f-8551f7f50cdb","source":"youtube","source_id":"Ugwp2FKQKHQy8zYhYN14AaABAg","content_type":"comment","title":null,"body_preview":"If their lips are moving, they're lying. Simple formula.","author":"@LarryMoskowitz","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"182782b8-f9be-438d-99b6-8dbf46ff6b2d","source":"youtube","source_id":"UgzyeUZ9r2vvHlPFfLR4AaABAg","content_type":"comment","title":null,"body_preview":"This Gov. Corruption must Stop if WE want Democracy to survive. Vote ALL RepubliCONS enabling this BS OUT of OUR Government.","author":"@glenderoche8362","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"dc994cdc-cb24-4526-ab60-bf62904f3cd6","source":"youtube","source_id":"Ugyc_jmG4_BpWqsFMjN4AaABAg","content_type":"comment","title":null,"body_preview":"It Proves That The TRUMP MILITIA Would Have Put It Through When Some Other Emergency Happened","author":"@TimeSaysAll","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"d39b5b85-0711-4101-b8fb-dc8abf4ac1e3","source":"youtube","source_id":"UgzzZY15lTPCvvkjUjB4AaABAg","content_type":"comment","title":null,"body_preview":"And this is what we have for the DOJ and a mob-boss president. IMPEACH, since he can't serve the people!!!","author":"@tonywtyt","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"1f2174c8-514b-4f0c-a0be-30ef0c5cd6f8","source":"youtube","source_id":"Ugz-mLVi0AeTTPgPbIF4AaABAg","content_type":"comment","title":null,"body_preview":"I call bull duekey on this  unreality umptidumty 💩","author":"@marty-y9y","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"77516638-2386-4468-82a5-5a971baaa9d1","source":"youtube","source_id":"Ugxhl1R0BCzZBxj4uR94AaABAg","content_type":"comment","title":null,"body_preview":"sure has taken the immunity thing to its max. thanks SCOTUS","author":"@davidstobie2751","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"bfa8ee57-6ed1-4b67-adc0-bb900e23af54","source":"youtube","source_id":"F1CnLfimaCk","content_type":"post","title":"Trump SCHEME is SMOKED OUT and HE REFUSES OATH!!","body_preview":"MeidasTouch host Ben Meiselas and Talking Feds host Harry Litman reports on Donald Trump and his corrupt DOJ refusing to submit a declaration under penalty of perjury about his 1.8 billion dollar slus","author":"MeidasTouch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","specific_links"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=F1CnLfimaCk"},{"id":"23acc188-69f8-4f34-9167-32fb0caf0f8d","source":"youtube","source_id":"Ugy_ic4UXF3WkmXAyTx4AaABAg","content_type":"comment","title":null,"body_preview":"Nobody would laugh but those in on it and those that support that shit....the rest of us would believe you...because we all know that fucker ain't dead","author":"@TheMidwesternViking","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal 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over.","author":"@bertbasjanssen","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s7HoO9Uflj0"},{"id":"dc77b32c-c403-43db-8a01-c14622956cb0","source":"youtube","source_id":"Ugwv8i1ptdH2n9hVOP54AaABAg","content_type":"comment","title":null,"body_preview":"“Let me tell you something bout that island cuz IVE BEEN TO IT” head ass","author":"@YeosHaZeus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal 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th","author":"@jamesrussell4317","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 Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s7HoO9Uflj0"},{"id":"d3cfe693-e0ee-4b72-bbaa-21565736bf8d","source":"youtube","source_id":"UgwMof0O_R3uwhjNALN4AaABAg","content_type":"comment","title":null,"body_preview":"Americas Elite protect their Leaders but GOD knows what’s up In the End GODS VENGEANCE IS eternal","author":"@mmaemserna9696","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal 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What are you waiting for?","author":"@marcus_ohreallyus","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s7HoO9Uflj0"},{"id":"7dfbc7a9-59a9-4c51-9192-1828633685a1","source":"youtube","source_id":"UgxRQrdP5ot7uX0U6NB4AaABAg","content_type":"comment","title":null,"body_preview":"OMG he's old and had gray hair... IT MUST BE EPSTEIN.  WTF!!!  Get video, get actual pictures or you're just BSing the world.","author":"@farroutman","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s7HoO9Uflj0"},{"id":"ff6a5c8e-8a54-4e8a-a135-400eae9f998c","source":"youtube","source_id":"UgxCoIYthIS0DAKZ-ft4AaABAg","content_type":"comment","title":null,"body_preview":"But what is the point in keeping him alive?? As long as he’s alive he’s a liability. Why would the government or anyone take that risk?","author":"@commander788HISS","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s7HoO9Uflj0"},{"id":"0354881d-67ce-4a03-aa7d-e8113d47b03e","source":"youtube","source_id":"Ugwena5SKwCiHOFopxZ4AaABAg","content_type":"comment","title":null,"body_preview":"I actually agree with this because here pretty soon you're going to start hearing stories of how the guards got like $5,000 in unexplained money hours or days before( can't remember which) his alleged","author":"@theupperroom52","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s7HoO9Uflj0"},{"id":"23685a78-27cc-417b-b269-4e292bd0b49e","source":"youtube","source_id":"Ugxjj_zskvx6n9Ykl-B4AaABAg","content_type":"comment","title":null,"body_preview":"Pre-AI. Homie AI has been here long before we got it","author":"@TimothyBlankenship-ib9pm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s7HoO9Uflj0"},{"id":"ec3de02a-b257-4b5e-8d56-a9b0d725677a","source":"youtube","source_id":"Ugyo3Xx6CnKjHv5i4LJ4AaABAg","content_type":"comment","title":null,"body_preview":"Stanley Kubrick dropped a truth bomb on us with his film \"Eyes Wide Shut\" about a super rich class of super powerful people who could get away with \"k,,,ing\" someone to protect their sex power cult. K","author":"@marge9996","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","synthetic_empathy","template_phrases","suspiciously_balanced"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s7HoO9Uflj0"},{"id":"076bb937-9251-451a-8409-513cf382d0f6","source":"youtube","source_id":"Ugx9AWlg6CY4URVwNZ14AaABAg","content_type":"comment","title":null,"body_preview":"Psychos have been chanelling him for years,he is dead and ghislane is in jail.","author":"@jillbradley9254","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s7HoO9Uflj0"},{"id":"ebb44560-d267-4f69-b1a5-23ddb3210e3a","source":"youtube","source_id":"UgwfEsP40qos0qfTDB94AaABAg","content_type":"comment","title":null,"body_preview":"Trust me everyone will believe he is alive unless they are brainwashed. Everyone I know personally and most people in the comments I ever see know he’s not dead. He was a mossad agent tasked with gett","author":"@SavageFrenchies","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","synthetic_empathy","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s7HoO9Uflj0"},{"id":"d548998f-d2ca-4a87-b9e0-7538740f6749","source":"youtube","source_id":"UgyosLSET2kSY3vucWN4AaABAg","content_type":"comment","title":null,"body_preview":"I know the big boy that said, he killed Jefferey with his own hands. A very BIG man who worked for a crew. True or not? I don’t know, just what I was told.","author":"@GIGAWOZ","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s7HoO9Uflj0"},{"id":"1f89e809-03f4-4696-b718-9194b52f15f2","source":"youtube","source_id":"Ugx2ZmMxla4PCYXbaMh4AaABAg","content_type":"comment","title":null,"body_preview":"Never saw any funeral videos of Epstein? I never saw pictures of his dead body in general people he’s alive.","author":"@4ever86metal","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=s7HoO9Uflj0"},{"id":"524f4c6a-4491-46b3-829d-7458f5091b3a","source":"youtube","source_id":"Ugxdp43Sn76JO512EXl4AaABAg","content_type":"comment","title":null,"body_preview":"Not to mention the talk of a transfer on a weekend. 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And she’s NOT reading from a teleprompter 😤","author":"@OO8Tony","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=waUjBY1oaOE"},{"id":"3b7ceb71-fefd-4310-af9e-caa705509976","source":"youtube","source_id":"UgwomTZ7nCQs-TbsNsp4AaABAg","content_type":"comment","title":null,"body_preview":"I’m not done y’all. No no not at all. Trumpy babe is gonna fall.","author":"@NicholasRochford","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=waUjBY1oaOE"},{"id":"970c173c-d339-421a-ba47-71e4588f62f6","source":"youtube","source_id":"UgxpamjypzebethGS2x4AaABAg","content_type":"comment","title":null,"body_preview":"The most divisive president we ever had. He’s a sell out and did nothing for this country. Regardless of race. 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What a first family.❤️❤️","author":"@seandeklerk4706","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=waUjBY1oaOE"},{"id":"959e59bd-eddf-436b-b16d-cf2ad1d178f3","source":"youtube","source_id":"UgwrmJjzmdMEiVVG5YV4AaABAg","content_type":"comment","title":null,"body_preview":"Wow! What a great speech from the former President’s wife Michelle Obama. An intelligent lady with brain, and dignity. We miss that a lot!🙏❤️","author":"@gladyspresmy2678","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=waUjBY1oaOE"},{"id":"44119964-ba90-4e6b-9cf2-c48095495294","source":"youtube","source_id":"Ugya9kA_iBRY1sbjQ2V4AaABAg","content_type":"comment","title":null,"body_preview":"Didn't they have a mass Shooting after this meeting 😮😮😮😮","author":"@SacredDrop4u","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0.6410256410256409,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=waUjBY1oaOE"},{"id":"100a6ef5-b6b0-4124-a86c-3304f8a3486f","source":"youtube","source_id":"UgydS8gReOPBTWAqHjN4AaABAg","content_type":"comment","title":null,"body_preview":"This OBAMA PRESIDENTIAL CENTER looks like the monumental Headquarters of the OBAMA BUSINESS, a large Temple, clean, neat, perfectly decorated, designed to transform a political MASS-DISAPPOINTMENT int","author":"@hakimabenazzouz6611","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","quoted_source_with_commentary","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=waUjBY1oaOE"},{"id":"7c82685c-c5c2-48af-8a7f-2e2d8a6a6280","source":"youtube","source_id":"UgwhTOIYxd42gQaxort4AaABAg","content_type":"comment","title":null,"body_preview":"I have tears in my eyes  !!! Thankyou First Lady  , sooo refreshing !!! Thankyou  President Barack !!! Please take care of yourself .","author":"@lucillepaulson8440","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=waUjBY1oaOE"},{"id":"ecf27799-a50a-4cbb-9c56-916548ed0c27","source":"youtube","source_id":"UgyvKsZFFksNEstPkCR4AaABAg","content_type":"comment","title":null,"body_preview":"Time goes by, but Michael is still looking so handsome.","author":"@AW-ul2hf","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal 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1812.","author":"@ringogringo814","classification":"ai_generated","confidence":0.6,"indicators":["lack_of_personality","potential_template_phrase"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=waUjBY1oaOE"},{"id":"8d45f3f9-c286-444e-a389-fe9b580359ad","source":"youtube","source_id":"UgxqzPhSSkwmeomjgeJ4AaABAg","content_type":"comment","title":null,"body_preview":"Mrs obama maybe you can ran as.a candidate for usa president.on 2028 \nYou nevrr know ,you may become  the first woman president of america .","author":"@angelumali8773","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal 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Come on people, compared to everything else we’re dealing with, who cares? This is such a pointless distraction. Friggin people are hopeless. 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Now how much more is this going to cost?","author":"@gio5969","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_tm-45SdriY"},{"id":"24e9124d-7860-4a74-bc0a-9df1e6ede89d","source":"youtube","source_id":"Ugx9MyQHUU_jx200ftt4AaABAg","content_type":"comment","title":null,"body_preview":"This ain't no back yard pool. Look at the fools out there.","author":"@jeffreyknight3884","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_tm-45SdriY"},{"id":"22aa8886-2cb6-44ec-8d59-d275a38aa45f","source":"youtube","source_id":"UgyDBvQ2Em3loPI5E114AaABAg","content_type":"comment","title":null,"body_preview":"Arrest her..that phosphate rich water is federal property","author":"@cheapthrills4973","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_tm-45SdriY"},{"id":"e97b6e70-2fca-4c84-aea4-75de9e0a6cae","source":"youtube","source_id":"UgyOEByFqkYaeEAdA694AaABAg","content_type":"comment","title":null,"body_preview":"Careful!!\nTrump is having people arrested now for looking cross-eyed at the pool. Cause he claims it was purposely done...\nHe is an expert on pools ;)","author":"@tomcampbell6384","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_tm-45SdriY"},{"id":"4a55b6c8-1361-4231-8bff-f265f2bc29e6","source":"youtube","source_id":"UgwpR6H64GbQBPe8rql4AaABAg","content_type":"comment","title":null,"body_preview":"Stealing water from\nThe reflecting poop is an act of terror","author":"@PeeBurps-gk7cu","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_tm-45SdriY"},{"id":"291329d5-cc6c-4fc4-a423-70eeb55a6844","source":"youtube","source_id":"UgzCJHAAwdRxkQVRW9V4AaABAg","content_type":"comment","title":null,"body_preview":"They will tell you anything to make themselves look good! to bad they don't know much!","author":"@dhoward5941","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_tm-45SdriY"},{"id":"4fa1ebb5-d3c1-4016-9011-9148d81f5ee2","source":"youtube","source_id":"Ugz-kYEnBXKUhKBjMqt4AaABAg","content_type":"comment","title":null,"body_preview":"Incompetence.\nNever paint in dark a water bassin open to sun radiating power. It's immediate coming in a water heater, the best for alguës growing farm.","author":"@allenkey1503","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","imperfect_expression_but_not_human"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_tm-45SdriY"},{"id":"c4315f68-26cb-4d6e-bb7d-86103e225dd6","source":"youtube","source_id":"Ugzc-Qi66qrH-U3ZPqR4AaABAg","content_type":"comment","title":null,"body_preview":"That much nitrogen fixing would be awesome if it was surrounded by soil, but pretty useless surrounded by concrete","author":"@alliw31","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_tm-45SdriY"},{"id":"7ac72924-c7c6-4a7e-9a79-1d491123212b","source":"youtube","source_id":"UgxrqcM1xfNTbzterzd4AaABAg","content_type":"comment","title":null,"body_preview":"Drain the swamp ... drain the swamp ... drain the swamp .... promise made - promise kept 😂","author":"@BerndSchnabl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_tm-45SdriY"},{"id":"5ad9d7da-7b66-493b-a369-f29007cd95e2","source":"youtube","source_id":"UgyPLSZgDGsEtSVIVbd4AaABAg","content_type":"comment","title":null,"body_preview":"She’ll be arrested for stealing government property","author":"@74chuck","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_tm-45SdriY"},{"id":"65833823-d970-4e29-8307-b01de594b6c4","source":"youtube","source_id":"Ugz4AolwEYiXXCtNRgt4AaABAg","content_type":"comment","title":null,"body_preview":"And now they are saying the problem was caused by political opponents.\nIdiots should have listen when they were told that the darker paint would attract more heat and algae.\nThen they tried to fix it ","author":"@TheMiketwo","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_tm-45SdriY"},{"id":"8436fb71-6197-4862-a2a8-62651275cfe7","source":"youtube","source_id":"UgwKbHQKBsfbnKnd4Rt4AaABAg","content_type":"comment","title":null,"body_preview":"Paint 3 dollars\nPainters 800 dollar\nPockets 13999197 dollar","author":"@wresvik3362","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_tm-45SdriY"},{"id":"ec4d8603-407b-4469-a0ec-0d1f3863a995","source":"youtube","source_id":"UgyydPcbQHQIA9y9URx4AaABAg","content_type":"comment","title":null,"body_preview":"56,000,000 lbs of water in there.  an uncured coating will split when the concrete flexes under the load.  plus it looks full of pinholes","author":"@buckwheatz666","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","technical_knowledge_with_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_tm-45SdriY"},{"id":"e0d247f6-0cdc-4829-98e4-5b4c1ebcb139","source":"youtube","source_id":"UgzxM43iVI58TN1tdcR4AaABAg","content_type":"comment","title":null,"body_preview":"we really needed to call the pool strip boii to test the immediately obvious pool of incandescent green alien goo for algae?","author":"@Zeaxeae","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_tm-45SdriY"},{"id":"7a9d9499-bac3-4339-a429-ead4f5f9ae95","source":"youtube","source_id":"UgxnSsIcvu9llI_XZ0B4AaABAg","content_type":"comment","title":null,"body_preview":"Careful they might charge you with being a terrorist","author":"@WindleDeeZee","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_tm-45SdriY"},{"id":"1ce4e19e-4cbe-42a7-aa91-c2b59679874f","source":"youtube","source_id":"UgysoAKy0tXZvIqViCp4AaABAg","content_type":"comment","title":null,"body_preview":"Just painted it without thinking things all the way through. Brought to you by the \"what if people drink Clorox\" president. 🤣🤣","author":"@MarkM-f9d","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=_tm-45SdriY"},{"id":"4407db75-5653-4434-816b-8fa27d7629c1","source":"youtube","source_id":"Ugxo7UUI4sG79rdDMzd4AaABAg","content_type":"comment","title":null,"body_preview":"Love Ana’s expression when he enters. She says it all.","author":"@Gnv-q2m","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"ba27dc10-84e3-44e0-a5fc-389412e9ddd0","source":"youtube","source_id":"Ugw6Qzm4FVTLxoAJrF54AaABAg","content_type":"comment","title":null,"body_preview":"Democrats should never forget that the FBI and CIA shielded/ protected millions of pages of Epstein files for 20+ years, despite 100's of victims continually crying out for justice, over 4 administrat","author":"@smackattack4284","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice","false_specificity","strong_opinions"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"0f400a3e-f18d-4c68-a5af-b37a72e513c1","source":"youtube","source_id":"UgyBjFPxNTOOLZ3ckoh4AaABAg","content_type":"comment","title":null,"body_preview":"REPOST:\n@Tammy. . . Trump rescinded clause 52.222-21 of the Federal Acquisition Regulation that prohibits  segregation in America. So, now, JD  Vance and all of   MAGA, with the president's permission","author":"@djzpt2","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 Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"dfc76798-738b-4806-9da4-725c12467621","source":"youtube","source_id":"Ugyo9GywRk329RwQ3fF4AaABAg","content_type":"comment","title":null,"body_preview":"Not a single democrat comes to close to vance or rubio. It's not about left vs right it's about who can actually solve problems and implement common sense policies while lowering taxes, that is not th","author":"@manhattanvi","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"4f1b4ff7-b62a-4440-9c01-1c2c5710cbb3","source":"youtube","source_id":"UgxSaHPv0ryLUGZurA14AaABAg","content_type":"comment","title":null,"body_preview":"What’s funny is all these MAGA folks in the comments……….wonder why they’re in the internet so often, have they not got any jobs?? 😂😂😂","author":"@yosushi9656","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"f54351e3-c560-4792-a16f-38996f7a6cef","source":"youtube","source_id":"UgwmE_x4Z6LEXcODt9x4AaABAg","content_type":"comment","title":null,"body_preview":"JD outright lied about TACO turning in his very best friend Jeffrey Epstein and expelling him from mara lardo , the Trump-Epstein files showed otherwise and if you search Tara Palmeri post about Con. ","author":"@AceBadguy74","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"e58712df-226c-4f1b-a06a-0c9a8ffe5787","source":"youtube","source_id":"UgwUmCl0uvrOznZ2YuN4AaABAg","content_type":"comment","title":null,"body_preview":"Well said Mr. Vice President! I think the View invited you to gain viewers 😊","author":"@liliangramajo3487","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","opinion_expressed"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"962c1c78-b585-4911-bcf1-e8a176fb4198","source":"youtube","source_id":"UgxNdfylkAJrcYcG9bR4AaABAg","content_type":"comment","title":null,"body_preview":"I hope WHITLEY STRIEBER, author of the original 'COMMUNION' will be benefitting from Vance's book!","author":"@anaa236","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"309308f6-e803-47d8-b5cf-365ca55b2b4c","source":"youtube","source_id":"UgzpuSTBBeMrF7z6ix54AaABAg","content_type":"comment","title":null,"body_preview":"Someone should just do it. Vance and trump. Someone should do it.","author":"@CharlieThomas-i5l","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"346e8e13-e89f-4d9d-b3c2-fa8c79c50d84","source":"youtube","source_id":"UgxIhkWY3rfn4JIK-p14AaABAg","content_type":"comment","title":null,"body_preview":"They have their minds made up, regardless if what they have heard is true and they are arguing with him. Hes the vice pres of the US, have some class! I dont think these women really attempt to look a","author":"@loopymcgeee3939","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","over_qualification","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"0f649b09-9eea-490a-80ea-751af9ed0734","source":"youtube","source_id":"UgyrmKLgKft-hXmJMhZ4AaABAg","content_type":"comment","title":null,"body_preview":"Is there anywhere I can see this interview without commentary or interruptions?","author":"@Angrypantz73","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"535ccabb-28be-4a12-9eee-e7331d5911c0","source":"youtube","source_id":"UgwTQQ38AbGof7_NnHZ4AaABAg","content_type":"comment","title":null,"body_preview":"They all stood up! NOW THATS CLASS! No matter our differences they show respect","author":"@jeaninegreco6730","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 Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"ccc0a914-808a-4f40-a2ec-cd5db82c85b3","source":"youtube","source_id":"Ugxho4novhtnUwkupPV4AaABAg","content_type":"comment","title":null,"body_preview":"He didn't choose to go on The View. He HAD to go on The View. He's on a damage control tour and the mid terms aren't looking too good. He's got to hit every avenue he can to smooth things over with vo","author":"@buckmanrandy","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"30b7999d-1946-4dea-808e-52ec1b29fe12","source":"youtube","source_id":"UgwH-PnsJchUJtes1Uh4AaABAg","content_type":"comment","title":null,"body_preview":"Whoopie has an anger problem I dont think she wants her reality to be shattered. Sign of BPD I have it too. Sad people are mean to her but i get it. Unfortunately she is wrong in reality and history b","author":"@joshjacobson8573","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"1f8a72df-f4b4-42e7-ad6f-aec2202a3d5e","source":"youtube","source_id":"UgxNjLbr_TspuQvmWUx4AaABAg","content_type":"comment","title":null,"body_preview":"Knowing when we are already seeing the worst is good now we know how to fix.","author":"@joshjacobson8573","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"b8a078fe-e351-4881-a1bb-19c380974560","source":"youtube","source_id":"Ugz8-IrBRGTg4gge_id4AaABAg","content_type":"comment","title":null,"body_preview":"The View is on it\"s last leg. Thanks JD, for putting the first nail in the coffin. Hopefully they shut down in a year or less.","author":"@JRomulus","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"a807965c-a70d-4962-b02d-ddc60d4aed13","source":"youtube","source_id":"UgyAzvRcvjgFSRNe0z54AaABAg","content_type":"comment","title":null,"body_preview":"I love the fact I'm not with the nutty ones on the left","author":"@danreger4989","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"09c99ca4-5ea4-4d1c-a6d5-267c73bf6c8d","source":"youtube","source_id":"UgxHlE9RZGtR1fi-Oo14AaABAg","content_type":"comment","title":null,"body_preview":"He caused the gas prices to rise, so he should try and get the price down.","author":"@sharonallen3341","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"afa8ed72-80a8-4de1-8140-142c466c366f","source":"youtube","source_id":"UgxLwpY_5P8omKeJFjx4AaABAg","content_type":"comment","title":null,"body_preview":"Next term, if his boss leaves, will inherit a disastrous economy and more important less great USA.","author":"@PostiveProse","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"658a6d4b-b8da-4a21-9ab6-9adaecb2c130","source":"youtube","source_id":"UgxAfvykBdeRqzo8Ekh4AaABAg","content_type":"comment","title":null,"body_preview":"Don’t believe everything you read. Well, if you read garbage, like certain podcasts.","author":"@PostiveProse","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"74c8d1b2-029c-45df-bc11-fcbb67c9e8ea","source":"youtube","source_id":"UgwFksJpKt_Rejejmhp4AaABAg","content_type":"comment","title":null,"body_preview":"Show us the police report. He should have published in a legitimate newspaper like he wanted the Central Park five put to death. Yet to give an apology to them.","author":"@PostiveProse","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"1d9da370-3595-46e5-b4f1-16b270a809b7","source":"youtube","source_id":"Ugy_jl9h7ebenu27grB4AaABAg","content_type":"comment","title":null,"body_preview":"LOL did you notice that Whoopi said nothing. Her contempt for him at 25 seconds in says it all.  Where is the WHOLE interview Producers?","author":"@Icewing10","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"00880690-ae69-44b9-91cc-8e9fd8172004","source":"youtube","source_id":"UgyM0OuItG2juiIJkEl4AaABAg","content_type":"comment","title":null,"body_preview":"Too bad somebody isn’t fact checking JD’ s  response.  Personally, I don’t believe anything. It’s all BS.","author":"@jackiebakmand2158","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"56dbfa52-1397-402e-8b00-86cc091734d5","source":"youtube","source_id":"wSqOfXq6614","content_type":"post","title":"JD Vance On The US Economy, Trump Administration’s Handling Of Epstein Files | The View","body_preview":"The vice president, author of “Communion,\" joins “The View” to discuss concerns about the economy and the administration's release of the Jeffrey Epstein files.\n\nSubscribe to our YouTube channel: http","author":"The View","classification":"human_created","confidence":0.72,"indicators":["platform_native_format","institutional_voice","absence_of_personality","template_structure"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wSqOfXq6614"},{"id":"88c0c854-a692-4b32-99fb-13d66da4e784","source":"youtube","source_id":"Ugxd6mnRGhC-RGeF5YB4AaABAg","content_type":"comment","title":null,"body_preview":"blame without and kosher too they're not negotiators they're real estate developers","author":"@LaverneAcome","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"ff49d04e-a25d-4c25-ab15-9f8b901cbb91","source":"youtube","source_id":"Ugy4sWNx6NB6RtSlEEh4AaABAg","content_type":"comment","title":null,"body_preview":"And yet we are handing 400 Billion dollars to Iran , the Strait is closed again and Israel is still bombing Lebanon.","author":"@blueice35270","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 Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"835fcbda-7536-46be-959a-80aad691c121","source":"youtube","source_id":"Ugzpl2RcUk6EBeWS6Yt4AaABAg","content_type":"comment","title":null,"body_preview":"Hey, Seth, why is the evil billionaire's grocery ad still up, but comments are closed? Do you guys need the money that badly? 😓 Is it peacock bending the knee and kissing the ring? 😢","author":"@phelan_pt","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"a459b6a7-6755-4ef0-ba6d-044ff67a889f","source":"youtube","source_id":"UgzjED20fpkqCZEvkgx4AaABAg","content_type":"comment","title":null,"body_preview":"Thanks for laughs and loved your recap of what he did.  Nailed it!","author":"@maxinewiberg-qc6ii","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"70ff0929-b740-4c87-8cb4-6f0c3570888c","source":"youtube","source_id":"Ugxgmj2zoTYqQFKMsGZ4AaABAg","content_type":"comment","title":null,"body_preview":"Trump just don't know what the hell is going on. He just faking it as if he knows.","author":"@Katseye_bomb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"30d273fa-6189-4545-a945-abb63a426c54","source":"youtube","source_id":"UgxQMiHGSi26MeFKIA14AaABAg","content_type":"comment","title":null,"body_preview":"Trump doesn't do infrastructure. President Biden got that done. Such a better president. Shou6tere be an age limit for presidents? Yes. In the other hand, Joe Biden had experience and is simply a bett","author":"@BobbiFreedman-i6y","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"9e23870d-e237-4c3a-bfcc-9ea89b659d43","source":"youtube","source_id":"UgymlB8ItOUXvv25SxZ4AaABAg","content_type":"comment","title":null,"body_preview":"Trmp has AI wedding photos of him and President Obama.","author":"@whoaskedforthisbs","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"fac9d32e-52d4-454c-8403-a7a22aaef989","source":"youtube","source_id":"UgwGhPLRPnoG744Yqp54AaABAg","content_type":"comment","title":null,"body_preview":"to be fair, it wasnt an endless war, you lost that one really quickly","author":"@gagaronpew4382","classification":"ai_generated","confidence":0.6,"indicators":["hedge_stacking","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"e161dacc-cc04-4199-bd3a-515720c3b89f","source":"youtube","source_id":"Ugw7nTSEHrWpFLT4b0l4AaABAg","content_type":"comment","title":null,"body_preview":"Marko Rubio's double take when Trump said the blockade part 😂😂😂","author":"@linzalabamaawake5230","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"0ef9e534-be2a-4d5c-8a37-86488d5f71b4","source":"youtube","source_id":"UgwDxqroMtl5IGdyJwp4AaABAg","content_type":"comment","title":null,"body_preview":"What is it with old people and the scams? Bless it. Got my dad every single time and he is a smart man!! No matter what I said he would say, \"No but they said...\" NO, Dad, nope, just no. Happy Father'","author":"@linzalabamaawake5230","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.625,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"0f1ad6a1-cf1f-4fd7-b070-b61816f38914","source":"youtube","source_id":"Ugy1mjj79BMhYaRqJ5V4AaABAg","content_type":"comment","title":null,"body_preview":"Regime change? No.  Making your donors richer? Yes.","author":"@tnskyhawk","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"8d48cc6c-f741-4b43-a638-b63d0c133122","source":"youtube","source_id":"UgyIl457jlymfVjFI2l4AaABAg","content_type":"comment","title":null,"body_preview":"*Winners tend to be more transparent than losers in any deal*\nIran is more transparent and openly talks about the deal since they got a lot in exchange for nothing. Otherwise US would have been more t","author":"@vishalmishra3046","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","semantic_blandness","missing_platform_voice"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"e1995472-de54-4b81-954a-9152b83abf4f","source":"youtube","source_id":"UgyQ-b6yGs0GVlNQBQl4AaABAg","content_type":"comment","title":null,"body_preview":"At 10:05 - Obviously Trump didn't read the doc because he is not happy with its content and is being forced to sign it.","author":"@vishalmishra3046","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"a12e1a93-7e84-4237-974d-8f6e8cf0fa57","source":"youtube","source_id":"UgyI2JcYEpAelx0Dr_B4AaABAg","content_type":"comment","title":null,"body_preview":"Love it. Bravo! 🎉👏👏👏👏👏👏 The White House administration, are full of fools. 😂","author":"@ManuelArcos-c6n","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"541fb235-749d-4f3b-bfe5-ce5a118d3e4e","source":"youtube","source_id":"UgxuDfuxLfjOSXj2FTV4AaABAg","content_type":"comment","title":null,"body_preview":"Remember that a dictator do whatever he wants to do you voted for it so accept it","author":"@FrankJordan-c8v","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"5e81286f-61e1-4e07-978f-8eba658f8cc6","source":"youtube","source_id":"Ugy6ZHvRR8K7B47TB6R4AaABAg","content_type":"comment","title":null,"body_preview":"This is America! Ask Childish Gambino! He will tell you!","author":"@victorakandu9419","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.702579365079365,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"6c25b0eb-951a-4eea-b8d1-1c7eac186603","source":"youtube","source_id":"UgxNxrawAfySdenyNg14AaABAg","content_type":"comment","title":null,"body_preview":"I wonder what the American history will record for the Trump Years!","author":"@victorakandu9419","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency_potential"],"bot_score":0.702579365079365,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"bbc20878-932a-44a7-9607-23c52271bc57","source":"youtube","source_id":"UgxsDyWfeUBnSrfjLaZ4AaABAg","content_type":"comment","title":null,"body_preview":"America is ruled by the proverbial One Eyed Man! Yes!?","author":"@victorakandu9419","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.702579365079365,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"01830689-5081-4306-9857-a0c6bb20133b","source":"youtube","source_id":"Ugz5clfzeQ2XC8xx3Xl4AaABAg","content_type":"comment","title":null,"body_preview":"Peace should be above anything else! Israel is the major deterrent of peace, it is time that USA leaders put a stop to Israel's Genocide to achieve peace in the Middle East and around the world! PEACE","author":"@Truth2026-y8g","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","template_phrases","lack_of_platform_voice","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"b076d359-848d-423d-8246-f7a48ea6603e","source":"youtube","source_id":"zWMRr-cTQNg","content_type":"post","title":"Trump Faces GOP Fury Over Iran Deal; Fox News Blames JD Vance; Iran Gets $300 Billion: A Closer Look","body_preview":"Seth takes a closer look at Donald Trump facing criticism from all sides over his vague and confusing Iran deal, with some Republicans blaming JD Vance and insisting that Trump wasn’t really involved.","author":"Late Night with Seth Meyers","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quotes","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zWMRr-cTQNg"},{"id":"3ddb6116-80cb-4d9c-b764-d8cc8aa1b0d0","source":"youtube","source_id":"Ugx6Ofk8O-EKpNdPZ3Z4AaABAg","content_type":"comment","title":null,"body_preview":"even fox hosts and staff cant keep it straight. that \"AAAUUUUGH\" in the background is real.","author":"@NicWalker627","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pwFQ672pjc"},{"id":"be373967-094f-4e33-9fa9-8a311ad20031","source":"youtube","source_id":"UgyBHumaB6EkXqeVDLl4AaABAg","content_type":"comment","title":null,"body_preview":"That's so gross. Even if you hadn't just used the bathroom or your not about to prepare food. Sometimes your hands just feel icky and it's so refreshing amd feels so nice to wash them. He might be jok","author":"@heyheylover-d1o","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pwFQ672pjc"},{"id":"603dc957-dec3-4af8-ab29-6d56981a1c00","source":"youtube","source_id":"Ugy0xk3UxXjAtcj32qJ4AaABAg","content_type":"comment","title":null,"body_preview":"And someone died. In a camp full of what should be the strongest, fittest Americans in their prime, a silly little flu still killed someone. So maybe take disease seriously?","author":"@blahimbored13","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 Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pwFQ672pjc"},{"id":"6887af4e-bdfa-47f0-84bb-f9fb2a14279b","source":"youtube","source_id":"UgwxQmXdzCNysV4ki254AaABAg","content_type":"comment","title":null,"body_preview":"He’s out here thinking admitting to being a dirty hands, potential parasite spreading, gross person is a flex.","author":"@glimmerlarue7382","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pwFQ672pjc"},{"id":"dee24bf4-1771-4afb-9f0e-d4954bbb110b","source":"youtube","source_id":"UgxGq7U9kTsMMpu2hcl4AaABAg","content_type":"comment","title":null,"body_preview":"Kegsbreath has weakened our military and Draft Dodger tRUMP is putting them in harms way, because his feelings were hurt!","author":"@danielroque8504","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pwFQ672pjc"},{"id":"eac3d6ec-c1cf-4a9a-ae9d-1f0bc1eb0111","source":"youtube","source_id":"UgwdKkC9RtoatdUqQL14AaABAg","content_type":"comment","title":null,"body_preview":"Covid Patient Zero.  He is a dirty pig bottom. No offense to pigs or bottoms. Secretary Fromunda","author":"@MountainRocker82","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pwFQ672pjc"},{"id":"36fad9bf-7f2b-4604-81e7-5443fe4d3c26","source":"youtube","source_id":"UgywsZzeC7plXMf8OAt4AaABAg","content_type":"comment","title":null,"body_preview":"Diliberately undermining our military readiness is treachery.","author":"@rileylabski","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pwFQ672pjc"},{"id":"0b69b8c9-2372-4eea-9bcd-36120256c47c","source":"youtube","source_id":"7pwFQ672pjc","content_type":"post","title":"Pentagon's Flu Policy Shift Has Costs","body_preview":"This is the first time since the 1950s that the Pentagon has not had a mandatory flu vaccine policy, after Hegseth made it voluntary in April 2026. Now service members are paying the consequences.\n\nFo","author":"NowThis Impact","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","false_specificity","suspiciously_balanced"],"bot_score":0.27777777777777773,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7pwFQ672pjc"},{"id":"6ba18d91-4af8-442d-9e44-09c964e034ac","source":"youtube","source_id":"UgycD47svGkJWzozsOp4AaABAg","content_type":"comment","title":null,"body_preview":"What a wonderful  representation of our country.  This is what you have to fight and vote for.","author":"@marionwalls8616","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"b8f70b69-cfc5-4a43-8d6c-b0531876d373","source":"youtube","source_id":"UgwqBSTW6qh8X7nosIV4AaABAg","content_type":"comment","title":null,"body_preview":"Kids listen you and me are slaves to this you must overcome it don't believe what you read on the comments is presidents are are the modern-day slave owners we work for them the government takes 30% o","author":"@willardsargent5496","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","lack_of_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"3e88746c-1960-41b4-b96a-ad75a5200b49","source":"youtube","source_id":"UgwCCqibGrsLiNNoYRJ4AaABAg","content_type":"comment","title":null,"body_preview":"There goes the typical politicians who didn’t have the guts to solve the worst issues this country ever faced : illegal immigration , Iran nuclear menace, please globalist agendas instead of rebuild t","author":"@benjimenez2701","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"f615594b-763f-4535-b99b-53feca1fdacb","source":"youtube","source_id":"Ugyhxf8krUV8XNxcFY54AaABAg","content_type":"comment","title":null,"body_preview":"I forgot to mention bush, he is also a nice guy, I love him.","author":"@NetsanetTeklu-l2i7i","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"ac349628-4c9d-4b06-a7dc-b2c989cf993c","source":"youtube","source_id":"UgxNNeknR-rUGnECaOh4AaABAg","content_type":"comment","title":null,"body_preview":"They forget the Clown In Chief. Oops I forgot, he's busy stuffing himself at McDonalds.","author":"@TuringEnigma","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"cab38358-d2e4-42c7-b253-a7d78f78de11","source":"youtube","source_id":"UgyojwZ3V9PvSLTEa5h4AaABAg","content_type":"comment","title":null,"body_preview":"THE MOST  ADMIRED,HOMORABLE, AND MOST RESPECTED PRESIDENT AND FIRST LADY THIS COUNTRY HAS EVER HAD !!!!!THE OTHERS WERE GREAT TOO !!!!! ❤❤❤❤❤’D RESPECTED EVERY ONE OF THEM !!!!! WE DESPERLY NEED THEM ","author":"@LoysRenolds","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"3409c566-ed9c-4157-beb2-ccd46753775a","source":"youtube","source_id":"Ugyo7YPDguAactiyGDd4AaABAg","content_type":"comment","title":null,"body_preview":"Not sure what any of them did for me\nClinton was good because of the Internet.  Obama gave pallets of money to another country.  Biden well not sure what he ever did.  Bush umm Iraq a few times.","author":"@ermike2020","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"861d88fd-125d-4644-b83c-60ac7de305a0","source":"youtube","source_id":"Ugz06KjWky17X1qPZIR4AaABAg","content_type":"comment","title":null,"body_preview":"It is customary for the sitting President to attend, but trump is NOT a true POTUS.","author":"@unified9","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"a5758454-031b-4bd8-8298-918c589afda5","source":"youtube","source_id":"UgyTBJgW5P2O4OZU5pd4AaABAg","content_type":"comment","title":null,"body_preview":"Bullet proof glass .... 🤣🤣🤣 .... like you're important.","author":"@philmaurischat3880","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"417b44d6-8775-45d3-a5f6-d503de37867b","source":"youtube","source_id":"Ugx2LiJRAlHxt_cd6gF4AaABAg","content_type":"comment","title":null,"body_preview":"First well done Trump keeping Crooked hillary out of thr WH..\nObama a bystander to his own presidency..promotes the racism he vowed to fight...the left imploding...wonderful.","author":"@kevincurran699","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"c56b5aa5-bd0d-4a4b-b6a8-2e503f15960f","source":"youtube","source_id":"UgzRtfjC1msMUxuUDYF4AaABAg","content_type":"comment","title":null,"body_preview":"Thus the \"UNITED\" states of America  - the Union...   without the arrogant mafia group.  Though zionism still controls all of them , at least they was some respect.","author":"@sulemanharthy8401","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"1e53f509-f937-41ed-8808-e4ced1fb39fe","source":"youtube","source_id":"UgyD-Kk7EyskwJECUT94AaABAg","content_type":"comment","title":null,"body_preview":"so glad i am living in a country where no poiticians have to hide behind bulletproof glass","author":"@breakshot7451","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"3c439cd3-6d86-45a0-aeed-d9344fe1148d","source":"youtube","source_id":"UgzqEo3KI10-rGYGgj54AaABAg","content_type":"comment","title":null,"body_preview":"My God did you see the size of the shoe Michael Obama’s wearing? Looks like she’s wearing two Boston wailers","author":"@ihave35cents95","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"2f0de5ab-41d0-4879-9398-0bd18fd4dc0f","source":"youtube","source_id":"UgzrQCnw9btNocYRTSp4AaABAg","content_type":"comment","title":null,"body_preview":"Oh Bill clinton doesn't seem to be very healthy...","author":"@caroletommasini1815","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"2f4bb9d6-afd2-47b5-9c90-8269b3319357","source":"youtube","source_id":"UgyOJ2LyIshIsWb7dfl4AaABAg","content_type":"comment","title":null,"body_preview":"Trump had the nerve to chat smack about \"sleepy Joe\" and Joe looks robust and spritely in comparison to Trump!","author":"@HellenShort","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"4157e1cd-61bc-4f78-98f1-bcf61a17ee2e","source":"youtube","source_id":"UgxDJ-SR2wvq22GJ24V4AaABAg","content_type":"comment","title":null,"body_preview":"The most racist president in the world needs to go away. Without rigged elections he would have never been president. God bless Donald Trump.","author":"@jehagagushahuwhahuwh","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"adb5e963-5e8b-455d-85a4-a2766d684050","source":"youtube","source_id":"UgzTqkg-lnVIDZDyWrJ4AaABAg","content_type":"comment","title":null,"body_preview":"Glad the diapered, make up laden, stench tearing down our country and its Capital stayed home.  I watched the whole event and the speeches were fabulous.  Bruce sang with such passion.  And, I finally","author":"@JoeMacomber","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"265c3f7c-f41e-499c-bced-5148056f491d","source":"youtube","source_id":"UgxXBOmXoLrG-_xOrSx4AaABAg","content_type":"comment","title":null,"body_preview":"What a line up of filth, the most corrupt people on the planet. At a party obama organized for himself  on this auspicious day. Self worship is his game.","author":"@PatrickDenehy-f4k","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.616117216117216,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"6ae18e0c-439b-4404-b4f8-8e267d16c23c","source":"youtube","source_id":"UgyI1EOvgCjdozD7nil4AaABAg","content_type":"comment","title":null,"body_preview":"Hilary made sure she was closest the the camera .😅😅😅","author":"@PatrickDenehy-f4k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.616117216117216,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"ff5d02a6-0145-480b-8a31-1bd954d9e6f3","source":"youtube","source_id":"Ugx2TTlF6nliOFjX6g14AaABAg","content_type":"comment","title":null,"body_preview":"Organized crime at its best.  This building looks like a jail, good place to contain Chicago's criminal elements.","author":"@D.Tee-r4s","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"a0fa5f2a-b875-44c6-9120-877b5a3541c3","source":"youtube","source_id":"UgwFHV2tAKINdPb9xC14AaABAg","content_type":"comment","title":null,"body_preview":"They could have hung-out amongst themselves without involving mainstream media.","author":"@MerlinGoodlin","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"1f1dd3c0-7d5b-46e8-b170-fd66237db7aa","source":"youtube","source_id":"Ugz7wT7XaT8XC9Jx20J4AaABAg","content_type":"comment","title":null,"body_preview":"Some of the most evil, despicable, destructive politicians in our nation’s history attending a ceremony for a building that looks like a giant garbage can.","author":"@Wildragsandcattletags73","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"857b9b15-cc84-4f74-95c9-63e60854f99a","source":"youtube","source_id":"JWaJIx7Fl5Y","content_type":"post","title":"Obama family, former presidents attend Obama Presidential Center grand opening","body_preview":"The Obama family, along with former presidents and first ladies, attended the Obama Presidential Center opening ceremony today in Chicago. Obama Foundation CEO Valerie Jarrett said President Trump was","author":"MS NOW","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","original_commentary","absence_of_ai_signals"],"bot_score":0.30952380952380953,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=JWaJIx7Fl5Y"},{"id":"9b36af8c-81f4-4514-b278-d8ba23ab0e33","source":"youtube","source_id":"UgyAmvBfwXtQrUJx4ix4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine both coming from humble backgrounds...to ascend to the HIGHEST office in this country.  Defying the odds. Educated.  Intelligent.  Financially capable. Beautiful family, kids.  Placing a legac","author":"@yo-yowilliams2022","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hIV5X59-tJc"},{"id":"bc416d90-bfba-4a11-b43f-22171e81f4ef","source":"youtube","source_id":"UgyFDgmAJ2jvMZnXG1Z4AaABAg","content_type":"comment","title":null,"body_preview":"President Biden , I just want you to know  I and many many of my fellow Americans still love and respect you. We know you did an outstanding job as President and Vice President . THANK YOU AND DR. BID","author":"@janiecovey9009","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hIV5X59-tJc"},{"id":"d53bdb05-cd53-4082-bcb4-3f9aa4bf063a","source":"youtube","source_id":"Ugzq4I1ON0ez-MHUGF54AaABAg","content_type":"comment","title":null,"body_preview":"I cry when. I think of what Biden did to this country..during his office I suffered and lost a lot I m now gaining it back..ty TRUMP","author":"@joepeskin497","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","personal_experience","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hIV5X59-tJc"},{"id":"42c93540-36d9-45fa-bc88-824094264bc1","source":"youtube","source_id":"UgxmP4LybynilmdM43x4AaABAg","content_type":"comment","title":null,"body_preview":"Love me some Smokey Joe,hated to see him in tears,even if they are tears of  joy","author":"@evelyngorham5519","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hIV5X59-tJc"},{"id":"eaff74fa-4a69-4a52-a98c-fab871bae267","source":"youtube","source_id":"UgyvSAJPNL4l3J0FC-N4AaABAg","content_type":"comment","title":null,"body_preview":"Biden was crying because his library will be non-existant.","author":"@markrobinson1016","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","lack_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hIV5X59-tJc"},{"id":"6948a7d4-5c4e-4cc0-b781-193698d1e6a2","source":"youtube","source_id":"UgzMGfZ4Zoy1ygaJP454AaABAg","content_type":"comment","title":null,"body_preview":"there's over a million dollars sitting there in Presidential retirement funds.  Shouldn't be.......","author":"@markrobinson1016","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hIV5X59-tJc"},{"id":"1af01f02-3367-4776-89b3-5567245ffa22","source":"youtube","source_id":"UgwP-cOw9MJQFdyfucF4AaABAg","content_type":"comment","title":null,"body_preview":"My hat goes off to President Biden, he was such a great Vice-president and friend to the Obama's and he was a good President who got a raw deal and came into after, this tyrants mess.","author":"@StephanieSydnor","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 Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hIV5X59-tJc"},{"id":"cdec6c20-a776-42b4-89ba-2a81312b5d6a","source":"youtube","source_id":"UgykTK_A9gsH1ADhH414AaABAg","content_type":"comment","title":null,"body_preview":"Keep hope alive everyone because if we don't have hope, WHAT ELSE DO YOU HAVE! ❤🎉","author":"@torbiv8757","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.5765567765567764,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hIV5X59-tJc"},{"id":"eca97393-87aa-4b28-ad30-b3c92625fe5e","source":"youtube","source_id":"Ugxqf9AQQvQxFbfjAU94AaABAg","content_type":"comment","title":null,"body_preview":"Just crying cuz he doesn't know where or who he is!!!!!!! Obama center....what a friggin joke!!!!","author":"@darinpeterson1356","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hIV5X59-tJc"},{"id":"6c622cd6-eb2a-4d00-b5dd-e4c2943fef24","source":"youtube","source_id":"UgwWYzpiXCwYuzKiGT54AaABAg","content_type":"comment","title":null,"body_preview":"I love when a person is humanly capable of showing feelings/emotions, especially a man of “ status “ , that alone, can cause tears ! 😌🥲","author":"@clarachris9242","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=hIV5X59-tJc"},{"id":"dd4c9a7e-134b-4a8a-87a9-5adb45f36e5e","source":"youtube","source_id":"Ugz3wl1RlnFeqJWS7Ad4AaABAg","content_type":"comment","title":null,"body_preview":"They’re sooo much better than Trump! 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They got away. Who allowed them to get in in the first place?","author":"@pew289","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b15nJS_K3fg"},{"id":"23c75f19-f3e6-4349-a713-a434c59bb285","source":"youtube","source_id":"UgwprdOC9Hiuwz8B-tZ4AaABAg","content_type":"comment","title":null,"body_preview":"Not very smart, what does he think is going to happen to his bike?","author":"@Crypto-u-too","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b15nJS_K3fg"},{"id":"846243b9-e90d-410b-b376-b8135c86f70d","source":"youtube","source_id":"Ugw0aWcuJD4Hega7tHl4AaABAg","content_type":"comment","title":null,"body_preview":"All my mind goes too... what if that had been a baby stroller instead of a counter. 🥺","author":"@Ilovemydogstoo","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b15nJS_K3fg"},{"id":"01c9abd5-5531-4e36-aae1-b7e08ede01f5","source":"youtube","source_id":"UgzRDTUjDEMVllIqNy94AaABAg","content_type":"comment","title":null,"body_preview":"Did their parents never teach them respect for others or for other people's property? I only hope it was their bike and that they aren't given/allowed a replacement.","author":"@teresacartwright5406","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b15nJS_K3fg"},{"id":"5d933ae0-6631-44b5-b25b-38f10ddd5a5e","source":"youtube","source_id":"UgxGz4Thev6gbNYcs2d4AaABAg","content_type":"comment","title":null,"body_preview":"Charge the irresponsible parent,  make them pay for all the damages.","author":"@marcobaraco3000","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b15nJS_K3fg"},{"id":"7fe8f716-4ac9-42d5-9f5a-263b81b1938d","source":"youtube","source_id":"UgwvH8BJiIfy94rObMx4AaABAg","content_type":"comment","title":null,"body_preview":"Guy in blue jammed his head into the wall. 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You have to look out for the other patrons on the mall.","author":"@LilPoet101","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b15nJS_K3fg"},{"id":"69e28b2e-414e-40a1-8365-fff9b84275ba","source":"youtube","source_id":"Ugxk_Y2xcChvRxqO6Z14AaABAg","content_type":"comment","title":null,"body_preview":"That mall will be closed within a decade.\n\nBecause some people refuse to act civilized, malls across America are closing because civilized people are no longer going to these places opting to order vi","author":"@MichaelJenkins-i4u","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b15nJS_K3fg"},{"id":"be96d281-7925-4772-b3ec-9743638c2f32","source":"youtube","source_id":"Ugw3-pUL_qIzLzFTJGZ4AaABAg","content_type":"comment","title":null,"body_preview":"Their mom will say they are really fine n well behaved kids 😂😂😂","author":"@N.armstrong11","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0.35531135531135527,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b15nJS_K3fg"},{"id":"7eb91b54-120d-46ec-a0df-23079b086e11","source":"youtube","source_id":"UgyYr5BbkGxWoNww1Vx4AaABAg","content_type":"comment","title":null,"body_preview":"I think that the guy in blue at the beginning ran into the wall","author":"@marktonello3535","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b15nJS_K3fg"},{"id":"f68c7644-f81c-4e71-81b4-b208c5815055","source":"youtube","source_id":"UgwVMew-C7XIbNcFgQx4AaABAg","content_type":"comment","title":null,"body_preview":"I'm starting to see a common denominator with the problems here in America","author":"@floydlindbloom6702","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b15nJS_K3fg"},{"id":"23f3cb42-4aa2-4c13-8b36-ffe6fece0348","source":"youtube","source_id":"Ugyh68gJoP08qBOmsvR4AaABAg","content_type":"comment","title":null,"body_preview":"Ch_mping out on a stolen bike. \nWEAK security and take down.","author":"@TonokoMotoko","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b15nJS_K3fg"},{"id":"4ed054e4-f3b1-4e8a-bb89-52aee2ba4f2f","source":"youtube","source_id":"UgwjYfQQKanUi4XnHOB4AaABAg","content_type":"comment","title":null,"body_preview":"a l immigration un bien fait pours les pays qui en veule pas","author":"@cuilhepatrick9683","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b15nJS_K3fg"},{"id":"f4c12e3e-b5f2-46f5-ab32-55ae6e628e43","source":"youtube","source_id":"UgwDcsNo4C_lCQCIZoZ4AaABAg","content_type":"comment","title":null,"body_preview":"Make that scouter disappear (impound/tow yard storage fees) charge for all damage in the mall after tracking down the owner. The custodian(s) of these delinquents' will be more upset with the financia","author":"@MikeHays-f7l","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b15nJS_K3fg"},{"id":"8dad5b8d-6841-4c11-8492-56e2a50e2d63","source":"youtube","source_id":"b15nJS_K3fg","content_type":"post","title":"Police arrest teens following dirt bike mall stunt","body_preview":"Video shows two teens riding a dirt bike through a mall in Myrtle Beach, South Carolina, before crashing it into a kiosk and running away. Police say both teens were eventually taken into custody.\n\nGe","author":"WVLT News","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 Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b15nJS_K3fg"},{"id":"563baf27-a1fd-40de-888e-3f5a66185dcf","source":"youtube","source_id":"UgzOitLVmVIFzaQhHlF4AaABAg","content_type":"comment","title":null,"body_preview":"So So Happy what the Knicks Championship has done to the city. 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Not to promote a movie, just so the Knick's two favorite Uncs and finally be happy.","author":"@r.f.switch5847","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZsAQ_B7zVJI"},{"id":"921000ab-f305-43fe-8772-b704ea6c6e7e","source":"youtube","source_id":"UgzUEVQEfFy0Fjhnglx4AaABAg","content_type":"comment","title":null,"body_preview":"NYC has been my home for 18 of my 36 years on this planet and it's always been magical, but it's never been magical like this.","author":"@nickfeder","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZsAQ_B7zVJI"},{"id":"b9ee5f97-3fb1-4135-aec1-d71078c3113d","source":"youtube","source_id":"Ugwd002iNaTX9sQHnlB4AaABAg","content_type":"comment","title":null,"body_preview":"If you are from gen z then statistically the loosing streake of the team was older then you dads age... xD","author":"@Keztraz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZsAQ_B7zVJI"},{"id":"f3ad65fd-44a5-4390-aa33-6b8a19296ad8","source":"youtube","source_id":"UgyxrUOxoMfy5skYIvJ4AaABAg","content_type":"comment","title":null,"body_preview":"Does anybody know where I can watch the first four Nixon movies, so I can be caught up for the fifth one that everybody's talking about?","author":"@OLD.GREASE","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZsAQ_B7zVJI"},{"id":"9a54feff-da02-4373-86a1-e4638fb01362","source":"youtube","source_id":"UgzGsrWXVz1jp8akUH94AaABAg","content_type":"comment","title":null,"body_preview":"Hey, you were right about the Wuhan lab leak!!  Great job standing up for finding out the truth!  Keep it up!","author":"@jasmineosinski521","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZsAQ_B7zVJI"},{"id":"b89b376f-2ced-46f0-a812-1f8a602f3b1c","source":"youtube","source_id":"UgxG_XzMe4w2xK0Vz754AaABAg","content_type":"comment","title":null,"body_preview":"I think the funniest thing about New York is how much worse things would have been if they lost","author":"@Don_Lali","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZsAQ_B7zVJI"},{"id":"27657de4-9339-4b02-8805-fd5d6851c49b","source":"youtube","source_id":"UgyD5WYjByRtS8MMlJV4AaABAg","content_type":"comment","title":null,"body_preview":"Hey Jon, over the next few years. Well, you’re going to know what it is like to be a New Orleans Saints fan. Bro I get it. Totally.  Congrats on the win.","author":"@MrTPhill1967","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZsAQ_B7zVJI"},{"id":"c3ecbc13-daea-4636-9b9b-e755ad505e9d","source":"youtube","source_id":"Ugy9lR7mqjnHMmjq7Ip4AaABAg","content_type":"comment","title":null,"body_preview":"4:42 that's a bald-faced lie, we all know the whole office collectively shouted \"MY MAN!!\"","author":"@OLD.GREASE","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZsAQ_B7zVJI"},{"id":"4e4a0cd7-47ee-4d71-a44b-2bdee4f221bf","source":"youtube","source_id":"UgxGIOXzfhWJ5s52_Bl4AaABAg","content_type":"comment","title":null,"body_preview":"What am I watching, the local news? 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Because its gonna be overshadowed by the world cup.","author":"@shineKNEE","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZsAQ_B7zVJI"},{"id":"0f4212d3-5aa1-4d62-835d-8a96229c1ef7","source":"youtube","source_id":"UgxgsgUqKLtWxv_sLeN4AaABAg","content_type":"comment","title":null,"body_preview":"Thats the new thing if your team wins destroy the city thats so smart 😮 I swear I did not fell dumber watch them destroy their city","author":"@GamersGoingBigGGB","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZsAQ_B7zVJI"},{"id":"c393096a-80e8-416c-a767-642493d13c86","source":"youtube","source_id":"Ugz44AO6twB22XPtghh4AaABAg","content_type":"comment","title":null,"body_preview":"It feel like every image they show are a bunch of Non-New Yorkers. They really try to make it seem NYC looks like the cast of friends or Seinfeld","author":"@DorianKnight-r4n","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZsAQ_B7zVJI"},{"id":"b0176c24-0adf-433a-8dd7-2bbedd61cf4b","source":"youtube","source_id":"ZsAQ_B7zVJI","content_type":"post","title":"NYC's Joyous Knicks Victory Celebration vs. Trump's Joyless White House UFC Fight | The Daily Show","body_preview":"Trump signs a deal with Iran that lands him back at square one, Fox News uses New York's city-wide Knicks celebrations as an excuse to smear Mayor Mamdani, and Jon Stewart dives into what Republicans ","author":"The Daily Show","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","template_phrases"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ZsAQ_B7zVJI"},{"id":"ed17e5a6-af87-45ee-a647-b1b777e1926f","source":"youtube","source_id":"Ugxc11ea9rVJsaly_BN4AaABAg","content_type":"comment","title":null,"body_preview":"👏 it’s an insult to come all this way to America the land of opportunity and be so arrogant to think you can fool people and get away with it along with their hard earned money.","author":"@palmtrees6228","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=d0ehFAumf9Y"},{"id":"7f348bdb-4391-4cbd-9464-cb308f0f8f69","source":"youtube","source_id":"Ugzq47IJWh9yd4CcrQ94AaABAg","content_type":"comment","title":null,"body_preview":"Whats STUPID is somewhere the is an IDIOT Lawyer who will fight for these criminals...","author":"@papamrk1343","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=d0ehFAumf9Y"},{"id":"4da8a9ff-36e6-4d82-8f87-78da0167c2f4","source":"youtube","source_id":"UgzCMsLXrkHWpOBMjEt4AaABAg","content_type":"comment","title":null,"body_preview":"He’s gonna get an isreali citizenship and be completely fine lol","author":"@CHIEFzhg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=d0ehFAumf9Y"},{"id":"a74c2e79-affe-4e1b-9716-ef149ce9d3cb","source":"youtube","source_id":"UgwnGMw1Bw4fmALsjb14AaABAg","content_type":"comment","title":null,"body_preview":"That guy called me to give me hardship benefits what's wrong","author":"@john24691","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=d0ehFAumf9Y"},{"id":"68cc67c4-703f-4aee-825f-49c924b97396","source":"youtube","source_id":"UgzKcmlJSw6DPutG8514AaABAg","content_type":"comment","title":null,"body_preview":"Dang Pokémon scalpers finally getting what they deserve","author":"@JonoG13","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=d0ehFAumf9Y"},{"id":"8886e56d-a26b-4a3c-8f68-be792fcf34c7","source":"youtube","source_id":"UgxgZC8KvOz_0NXSf-54AaABAg","content_type":"comment","title":null,"body_preview":"It only works if you send them to dig the moat camp on the border, if they try to run, manage their water, bewm drones in the winter and we can be there by spring.","author":"@lewisbrantley2580","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=d0ehFAumf9Y"},{"id":"ddd27b48-dab8-45d2-85fa-3d989ab48cac","source":"youtube","source_id":"UgyUdhwPuVyRu-6cRAZ4AaABAg","content_type":"comment","title":null,"body_preview":"Fricking scammers.  I spent almost $110 for supposedly a toy engine that you can put together and make it run and I got a block of plastic instead, in the mail,  inside a plastic bag.  Why do I mentio","author":"@F_YT2023","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=d0ehFAumf9Y"},{"id":"ac4a9051-3d72-42f3-8614-b66599819014","source":"youtube","source_id":"Ugyr-T9jkZySFYylzOR4AaABAg","content_type":"comment","title":null,"body_preview":"Now that's what our cops should be doing. Catching scammers and getting drugs off the streets.","author":"@mrdashin8323","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=d0ehFAumf9Y"},{"id":"7f41fd73-eb83-48a7-9e82-360c0b3061f7","source":"youtube","source_id":"UgzVpBftAU1Htphu-CV4AaABAg","content_type":"comment","title":null,"body_preview":"Folks, we have been counter intelligenced by 200 langauge groups!","author":"@BetrayedFoundingFathersIntent","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=d0ehFAumf9Y"},{"id":"14687f60-2990-46e1-a0c9-e123e565e244","source":"youtube","source_id":"UgxPLVTIM1iUPCxO0Kd4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you officers!! You are helping so many old people that have been scammed by these criminals","author":"@cyndidix6242","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=d0ehFAumf9Y"},{"id":"a79c9873-17f1-4559-8701-7a10773927ab","source":"youtube","source_id":"UgxZdiZt8h53B13eiVl4AaABAg","content_type":"comment","title":null,"body_preview":"It's all fun and games until the chick you're trying to scam throws you against the car and puts cuffs on you","author":"@Taximane26","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=d0ehFAumf9Y"},{"id":"2abd4ee7-19db-4cbb-9c57-41224dfacdd1","source":"youtube","source_id":"d0ehFAumf9Y","content_type":"post","title":"SEE IT: Undercover deputies set up MAJOR sting operation #shorts #usa #police #us #breaking #news","body_preview":"Undercover deputies in Michigan set up a sting operation after investigators learned a 79-year-old woman was being manipulated into handing over her life savings to an alleged scammer. #fox #foxnews #","author":"Fox News","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 Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=d0ehFAumf9Y"},{"id":"31692c5d-edea-4d81-b65a-3fef2bbace1c","source":"youtube","source_id":"UgyxpGRcHgzfVpO8mH94AaABAg","content_type":"comment","title":null,"body_preview":"It is possible it was a mistake. But it seems pretty unlikely given how many whoopsies were needed to pull this off.\nNever ascribe to malice etc but sometimes ascribe to malice when it comes to compan","author":"@Weemadaggie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"a194bdd0-abf0-410b-b03d-dd6c3d7af55a","source":"youtube","source_id":"UgxM78RYqYxf5pAWoYF4AaABAg","content_type":"comment","title":null,"body_preview":"I’m expecting an American company to do a Juneteenth promotion for like Gatorade that says, “emancipate your thirst! Don’t be a slave to dehydration.” \n\nDifference could be it actually working with wh","author":"@tubulartom666","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"921448e6-4b0b-4de5-ba7c-e28181723df9","source":"youtube","source_id":"UgxsjfUxf3pnfRYvEBh4AaABAg","content_type":"comment","title":null,"body_preview":"Considering the uber wealthy-backed global campaign backing authoritarian regimes, this sounds less of a marketing campaign, and more of a warning to the population.","author":"@neuvocastezero1838","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"338b9f9b-afde-4285-a43c-17da74ee3084","source":"youtube","source_id":"UgxzWk1A6UVOEWpzB2Z4AaABAg","content_type":"comment","title":null,"body_preview":"This was not accidental. Starbucks purposefully spark outrage in Korea. Probably to spark up civil unrest. However, Koreans are very community-based and they're not likely to start harming each other.","author":"@fakeidonthaveahandle","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"5bbd925e-7dbc-4ede-a61b-90eb6f130354","source":"youtube","source_id":"Ugwb6XN9KzGoAM9yywJ4AaABAg","content_type":"comment","title":null,"body_preview":"THIS is proof that people *do* have the power to bring change, meaningful and long lasting change that brings betterment for all. But most folks (especially americans) are simply too comfortable to ev","author":"@neonshades_6","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"8002eb7f-8669-4dc7-99e5-4a51914403b6","source":"youtube","source_id":"UgxQkoSQt18r_nQIUt94AaABAg","content_type":"comment","title":null,"body_preview":"No way that was an accident or a coincidence. This was intentional hoping people wouldnt notice. Disgusting! Someone needs to be held accountable for this.","author":"@nicoleallen6792","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"78894456-bd17-4781-b83f-1d2a0019d81c","source":"youtube","source_id":"Ugw6K9_7gn-ixqdQJyd4AaABAg","content_type":"comment","title":null,"body_preview":"It's on purpose. It's bad people in charge   of that company. Look at their stance on Palestine.","author":"@Dagoldenshizzle","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"47a7fc5b-1437-4308-bf00-0828dfaaeb3d","source":"youtube","source_id":"UgxhweEtz4C-zjhhAk94AaABAg","content_type":"comment","title":null,"body_preview":"Why the hell do the employees (who are all probably Korean) having to do mandatory sensitivity training as well. This clearly screams middle management shucked it all up again","author":"@jordanweastell7504","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"6c35df86-a6d1-4dd8-81e2-b0d1b837cd9f","source":"youtube","source_id":"UgxjU0yaeznOIek2_k14AaABAg","content_type":"comment","title":null,"body_preview":"Making the employees take the sensitivity training is so fucking stupid, it's not their fault, it's the marketing team, ffs","author":"@Thalarion","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"526b4862-cc89-4b73-898f-614267e2dc49","source":"youtube","source_id":"UgwpwRbiwNSrsDg2QTB4AaABAg","content_type":"comment","title":null,"body_preview":"Starbucks immediately starts lashing employees for their fuck up 😂","author":"@ers555666","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"a8473aad-4f3c-404a-bc95-65759583beac","source":"youtube","source_id":"UgzBdLQwUeHu5yUpGmF4AaABAg","content_type":"comment","title":null,"body_preview":"America. Take notes. This is a method to tell a company to go screw off and choke on a fat one while they're at it.","author":"@TeamThrillseeker","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"c1aeb336-c784-4ce4-b0bf-759eafc4e7ba","source":"youtube","source_id":"UgwKQIJG4n7DjdYm6j94AaABAg","content_type":"comment","title":null,"body_preview":"Who the hell greenlit the marketing material in the first place","author":"@staytoastyyy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"0ad3fc40-c80d-49ac-84a3-819efbe4b1d7","source":"youtube","source_id":"Ugz4EREjkaNpdlPIObl4AaABAg","content_type":"comment","title":null,"body_preview":"Sounds like a campaign designed by a white man not understanding the culture and history of the country the campaign was designed for. Doubt the Korean employees need training but anyone not Korean de","author":"@keibakate","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"8630b376-a1e3-4ca6-8309-23340ab35b0f","source":"youtube","source_id":"Ugx9C-2LgMSCX2bMfhJ4AaABAg","content_type":"comment","title":null,"body_preview":"I honestly don't feel sorry for them\n\nRead a history book","author":"@thejudgmentalcat","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"ba4ff9de-3874-4b8c-933f-a4adb501646e","source":"youtube","source_id":"UgyFrvRVvviIqjOL4Bp4AaABAg","content_type":"comment","title":null,"body_preview":"I love that they are making the stores close for training, you know, because it was the store level folks who make tis fuck up...","author":"@Booman_MuTa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"0cb44ecd-13e5-4c69-8ba4-511a88ebc09f","source":"youtube","source_id":"UgzPSVcfvdlh5tngxZ94AaABAg","content_type":"comment","title":null,"body_preview":"The next one they have in the works is \"Buy Starbucks Coffee, Death to America!\"\nThat'll go over well","author":"@thefinestsake1660","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"b14a65b6-2522-4083-b0f1-1bc94b621e0c","source":"youtube","source_id":"UgxYx7Pu75n1Qme6D5V4AaABAg","content_type":"comment","title":null,"body_preview":"Koreans boycott so effectively that not only was their former president who tried to institute marital law removed from office, he's now spending life in prison. Ah, alternate timelines is Americans w","author":"@singingrazors","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"a8788b3a-5822-4734-90a9-122d75771586","source":"youtube","source_id":"UgwF7TKzTfQESWXaXYh4AaABAg","content_type":"comment","title":null,"body_preview":"Now, if ai told you to jump off a bridge because of your prompt, would you?😂","author":"@unlearning_distance","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"51807f6a-d7aa-4302-854f-ddbf11b91d6c","source":"youtube","source_id":"UgyPcdzPwGZfLRWQ4014AaABAg","content_type":"comment","title":null,"body_preview":"Now if us americans could even be a fraction this unified we could get a lot of stuff done","author":"@DannasamaOtaku","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"57ad06bc-9be6-4c12-b294-c0b36ceed45a","source":"youtube","source_id":"UgwO_3jJvFgSuzoF7aF4AaABAg","content_type":"comment","title":null,"body_preview":"Good for Starbucks they’re morally corrupt anyhow. Been boycotting them for 6 years and counting","author":"@empresscrafts689","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","personal_experience","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"ee1ee28a-b776-475d-9ef6-38e3b4ad0c86","source":"youtube","source_id":"UgwoiYK2LxtaXCUu_9d4AaABAg","content_type":"comment","title":null,"body_preview":"Yup, I’ll never buy Starbucks again now. I’m sorry but after seeing how crappy corporate companies pretend to be caring in public manners like how BAM has done , and knowing what they are really like ","author":"@WPXTacoMan477","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"1f3a4ac4-8259-439e-84b1-ecbb292000b2","source":"youtube","source_id":"UgxLPJJ5bNAo0VXLJ4F4AaABAg","content_type":"comment","title":null,"body_preview":"I went from “aha that’s so stupid of them 😆” to “yo holy shit 😯” so fast","author":"@EpicManaphyDude","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"32206582-a8a3-45c6-9084-d633520b292f","source":"youtube","source_id":"Ugx9I24CIle6VFiqgw54AaABAg","content_type":"comment","title":null,"body_preview":"So to put it into an American perspective, it'd be like Starbucks launching a new line on 9/11 and using the slogan, 'A bomb cup for fire flavors' or, 'Flavor that towers over others?'","author":"@mantm213","classification":"human_created","confidence":0.7,"indicators":["cultural_references","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"897a3f75-72b5-4ae9-af2e-d63494606ef3","source":"youtube","source_id":"smBhOVlb8WY","content_type":"post","title":"Starbucks Korea Shutting Down 2,000 Stores After Pro-Dictatorship Marketing Mess Up","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","terse_replies"],"bot_score":0.18112034687675088,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=smBhOVlb8WY"},{"id":"8c4c7d08-a6a7-4f32-83e9-326603c3e84e","source":"youtube","source_id":"Ugy-KtTHD__jpvCWhYV4AaABAg","content_type":"comment","title":null,"body_preview":"Please make a video that goals are show reseaech about gps spoofing","author":"@franciscovaldezmontiel8355","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"3c2a88c0-6f1c-4d9a-ba9f-9fa6c66e5932","source":"youtube","source_id":"Ugyk5e8NS29aVBhaJHp4AaABAg","content_type":"comment","title":null,"body_preview":"*Ich danke euch,  dass ihr so tolle Arbeit allen zugänglich macht und sauber darüber berichtet.*","author":"@T.Stolpe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"1b42d863-fb74-45e7-bb42-c3755822cc69","source":"youtube","source_id":"UgyzZcYCUv-oh1epf8F4AaABAg","content_type":"comment","title":null,"body_preview":"Tolle Leistung das zu finden. Damit ist das auch etwas worauf man sich einstellen kann. Es sollte langsam klar sein das schon lange im Weltraum ein kalter Krieg herrscht.  \nAber es hat Spaß gemacht wa","author":"@JulianeGallikowsky","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 Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"34452e97-9885-454b-b67f-b7becd708b6a","source":"youtube","source_id":"UgzyLoQV6yK-mvJC8P94AaABAg","content_type":"comment","title":null,"body_preview":"the music used in setion 2 is often used by mark rober!","author":"@PhoenixFamLego","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"e77a1100-33f5-462f-ab50-f07f15432e36","source":"youtube","source_id":"UgyC31VuzSCwGjNi19h4AaABAg","content_type":"comment","title":null,"body_preview":"I would like to know more about all of the mathematics involved in this analysis.  The GPS spoofing sounds very interesting to me.","author":"@bradhayes8294","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.26923076923076916,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"e8787c43-6e6a-4dd7-b612-b0d00aa46e96","source":"youtube","source_id":"UgymesLLJ9HsAiqAII54AaABAg","content_type":"comment","title":null,"body_preview":"Es uno de los vídeos más interesantes que he visto nunca. Enhorabuena, os seguiré atentamente.","author":"@joseluisalvarez2554","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"514abe0f-968f-4d27-bf02-c47821573d66","source":"youtube","source_id":"UgzTELYezvVvvWuuAh14AaABAg","content_type":"comment","title":null,"body_preview":"La lógica gringa y europea es sumamente peligrosa para el mundo. Crean un sistema para lanzar múltiples bombas en un mismo punto con alta precisión y lo muestran como un gran avance tecnológico y cien","author":"@Top10-4YOU","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"2c50c5ed-7cd4-487e-b076-e5b7673681cf","source":"youtube","source_id":"Ugz3UTxy-QhNEyUjljZ4AaABAg","content_type":"comment","title":null,"body_preview":"Starlink can be used as a very robust alternative positioning system. Several universities and other organizations have already demonstrated using it. It's close, powerful, there are lots of satellite","author":"@2ndfloorsongs","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"88d92f8d-4e2d-4345-980e-0670d4fa65ef","source":"youtube","source_id":"UgzGvR-atVduDIvq3u14AaABAg","content_type":"comment","title":null,"body_preview":"Yes, signal spoofing is also very interesting. Please make a video that includes this possibility of signal spoofing from space and how it could be a big problem in the future.","author":"@yag0x1-0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"08c76df8-d608-4cf0-8e47-3ee186a21c17","source":"youtube","source_id":"Ugz-nacOvGxIf2JflX14AaABAg","content_type":"comment","title":null,"body_preview":"Me encanta ver esos vídeos y de repente me entra un anuncio de videos pornos o cualquier cosa estúpida 😅😅😅😅😅","author":"@biserseverinov3605","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"99f24c9c-eb14-44f3-94db-e07a40a5e30d","source":"youtube","source_id":"UgwHFzKs9kkmn_wMRYV4AaABAg","content_type":"comment","title":null,"body_preview":"For me it's really touching that the professor wrote a code and compared the results with his student. My impression (that I hope to be wrong) is that nowadays university professors have become more m","author":"@pathos48","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"8e7bf9cf-09aa-4a7d-87b6-a631cec28b76","source":"youtube","source_id":"UgyI70XDiIeRTMDxyd14AaABAg","content_type":"comment","title":null,"body_preview":"Russia is currently the biggest pain in the ass for the entire world. They seem to be harassing others for the pure, sick joy of harassing, or because they are a mere thug state, whose corrupt leaders","author":"@jimixjimix5097","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"11d5fc33-c9ec-478c-8a46-5c109f4a3de2","source":"youtube","source_id":"UgxbDqgt8epmB7tLCU94AaABAg","content_type":"comment","title":null,"body_preview":"Video didn't even start I knew it they will blame Russia, hilarious","author":"@djura1389","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"2239732b-8215-4e93-856e-8cd246666d2a","source":"youtube","source_id":"UgzM4lvR9xCikAYgyFd4AaABAg","content_type":"comment","title":null,"body_preview":"5:25 Wenn ich daran zweifle dass ihr das schafft, dann werde ich dort wohl kaum sitzen. Ihr müsstet dort sitzen weil ihr davon überzeugt seid.\n6:05 ist kurz knapp auf den Punkt ... richtig gut!","author":"@langstrecke435","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"cf955fdc-87e4-4842-9546-d536d0af6464","source":"youtube","source_id":"UgwR4hu-19gqNxcWkEV4AaABAg","content_type":"comment","title":null,"body_preview":"Que gran programa, gracias a los investigadores  de la Universidad  de Texas y a Veritasium por poner a disposicion de la gente comun esta informacion.","author":"@juanantoniobecerraceron","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"c299cb5d-555a-4632-8fd2-dae9cc5f84e3","source":"youtube","source_id":"Ugxc2ioB9ZXMMzmIil54AaABAg","content_type":"comment","title":null,"body_preview":"I think the communication theory is the most plausable","author":"@brianpartridge5654","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"fcdd50f6-17ad-40e2-9bd0-15f00d44ceac","source":"youtube","source_id":"UgzlGb6PuRumNxTMxEF4AaABAg","content_type":"comment","title":null,"body_preview":"Regarding communication \"hiding\" in enemies' communication frequencies: Ukraine’s long‑range and FPV drones reportedly use communication frequencies that sit very close to those used by Russian forces","author":"@martinhavlicek897","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinion","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"19ef8a25-2771-4df6-8773-f6c2793baee6","source":"youtube","source_id":"UgxuJos0ZIKCgfBunjJ4AaABAg","content_type":"comment","title":null,"body_preview":"wollen wir wetten das waren die Russen ;)  nice Propaganda...","author":"@Madtech100","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"f90b32fb-aed5-4f84-8a2c-8ec1763a59bd","source":"youtube","source_id":"Ugyfk1WJDBXKeyEDQ0h4AaABAg","content_type":"comment","title":null,"body_preview":"Boa, was für ne Scheiß schnellaber KI. Schrecklich. Kannste nicht ansehen","author":"@saschapavlovic7427","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"9b10521b-016d-40f2-9284-c9edacfc8f7a","source":"youtube","source_id":"UgxLFhpBrUomDTD6DFV4AaABAg","content_type":"comment","title":null,"body_preview":"GPS was just becoming civilian accessible when I began flying. Wonderful. And I am always prepared for it to disappear.","author":"@ElsinoreRacer","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","absence_of_ai_signals","personal_experience"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"599d8c8d-3cc7-4924-8395-6110fb6ce38f","source":"youtube","source_id":"Ugx4XCCmqS-9eILylD14AaABAg","content_type":"comment","title":null,"body_preview":"I decoded the Great Pyramid and the Sphinx in my book, The 2026 Awakening.","author":"@kirknelson235","classification":"ai_generated","confidence":0.6,"indicators":["suspiciously_comprehensive","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tz23G_UXCGA"},{"id":"c96fd379-162b-4597-a449-9fe5f2f57b5a","source":"youtube","source_id":"UgxBg6hyKRjmvUrfLWd4AaABAg","content_type":"comment","title":null,"body_preview":"So why legally cant if the owner of the phone is still alive the government with a warrant just say to the person to turn off the feature?","author":"@BigLiamTheWarriorVlog","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","direct_question_to_platform_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eh7RMOXxmBI"},{"id":"62ec9abe-9a5b-4c8c-aa87-e39ca15b15be","source":"youtube","source_id":"Ugw6GDcHTU3lN9YPXTd4AaABAg","content_type":"comment","title":null,"body_preview":"Yes people, these Chinese phones gaurantee security. 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Isn't Apple friendly to the orange turd?","author":"@moniqueedwards5461","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eh7RMOXxmBI"},{"id":"902ad222-7d37-4983-aa22-1b6f251012f6","source":"youtube","source_id":"UgxbwNrxBPE_KUZL2vp4AaABAg","content_type":"comment","title":null,"body_preview":"*#UNTIL**!!!!!!! Trump Asks Ole Boy Timmy For A Favor*","author":"@wingspan7679","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eh7RMOXxmBI"},{"id":"90767dda-0a54-4e93-8da9-308cc959b42d","source":"youtube","source_id":"Ugyn4aymQVFHzofxOQR4AaABAg","content_type":"comment","title":null,"body_preview":"But mkbhd had 10k USD swiped from his apple account (apple pay) without the phone showing a notification while locked.","author":"@johnemordi7381","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eh7RMOXxmBI"},{"id":"b0c7a395-b430-434b-82af-0ee704070334","source":"youtube","source_id":"UgzGLtBbwbmdk9kIDPd4AaABAg","content_type":"comment","title":null,"body_preview":"care to share the original video so I can give them a like","author":"@simoncelt5590","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eh7RMOXxmBI"},{"id":"18c30e08-b595-4310-995e-67a62960878a","source":"youtube","source_id":"UgyqLUoH3iXzV_O8pFN4AaABAg","content_type":"comment","title":null,"body_preview":"Does anyone know who is the creator who made the original video, not the guy that says yeah here and there to pretend it is his own video?","author":"@MarbledPaladin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eh7RMOXxmBI"},{"id":"4836a868-a873-4abc-ab66-19f30c3fd0fb","source":"youtube","source_id":"Ugw_XyJg5E2Nd9qY5kx4AaABAg","content_type":"comment","title":null,"body_preview":"Bro, dont talk and interrupt what you are featuring, its so distracting, the viewer cant do both ! Shut up and let the viewer enjoy the video","author":"@rennava99","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eh7RMOXxmBI"},{"id":"b3ec2bb9-a1da-43ec-aa53-152b9a012a00","source":"youtube","source_id":"Ugy2wVQQZn2hf3ma9CJ4AaABAg","content_type":"comment","title":null,"body_preview":"IPhone finally got some ISH....the feds use andrbc of security features are better but this is nice ...just nice","author":"@mzprizzy314","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eh7RMOXxmBI"},{"id":"4308081d-a0de-40c3-bb31-c7323c531831","source":"youtube","source_id":"UgyWFW63OLGiKb8gDop4AaABAg","content_type":"comment","title":null,"body_preview":"Why even bother they're just gonna handover all your information to anybody that asks","author":"@LeopardMeowMeow69","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eh7RMOXxmBI"},{"id":"117bb2a2-520d-4e7d-b91a-adf6c8f30a56","source":"youtube","source_id":"Ugya6apz-vQ5uyz2wgV4AaABAg","content_type":"comment","title":null,"body_preview":"Thank you ,Apple, you’ve had me since the G3 and QuickTime.","author":"@jeffsthill8208","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_history"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eh7RMOXxmBI"},{"id":"d304c035-4391-4a0a-8b20-e7b331247435","source":"youtube","source_id":"UgyAfruZgH3etcMRLzR4AaABAg","content_type":"comment","title":null,"body_preview":"What difference does it make if they can exploit you thru your wifi connections and Bluetooth connections","author":"@iamdmh75","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eh7RMOXxmBI"},{"id":"b8dc89de-800e-4a30-a239-14e3a4d16820","source":"youtube","source_id":"Ugz717THhglHDmFqt9V4AaABAg","content_type":"comment","title":null,"body_preview":"Mhmmmm ideally the feds have a back door this just wasn’t a case they were willing to use it 😭🤣😭","author":"@bsuarez3455","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Eh7RMOXxmBI"},{"id":"ac8d865b-8e9e-4d2f-b046-991a9038c007","source":"youtube","source_id":"Ugzou1IF6-S-2kp2aJ94AaABAg","content_type":"comment","title":null,"body_preview":"Еще одно доказательство того, что женщины гораздо тупее мужчин. Соорудила какую то срань вместо того, чтобы воспользоваться шпингалетом","author":"@Свидетель_из_Фрязево","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=q6P_f6UFnS8"},{"id":"9deb7d73-dce1-4291-9e8a-9d3fce8a1916","source":"youtube","source_id":"UgzsdpItZxBeLYa_Brp4AaABAg","content_type":"comment","title":null,"body_preview":"а ещё в эту бутылку надо было мышь посадить для надёжности","author":"@ВладимирКон-я2б","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=q6P_f6UFnS8"},{"id":"7ee4d8d8-0b6d-4959-8acd-95795dfbeef7","source":"youtube","source_id":"UgxRNSzinS7kmz6x1Od4AaABAg","content_type":"comment","title":null,"body_preview":"Den Kram zu Boden werfen lann ich schneller. Da nrauch ich keine Flasche.","author":"@paularzt8537","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=q6P_f6UFnS8"},{"id":"be89b104-75bf-430c-bb26-82c10ba452c0","source":"youtube","source_id":"Ugwp4fCOWetixi87v7t4AaABAg","content_type":"comment","title":null,"body_preview":"Pagal kundi Laga lo itni mehnat kyunki itne mein Tum kapde change kar leti","author":"@MuhammadHafeezMuhammadHafe-g7d","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=q6P_f6UFnS8"},{"id":"3c635e8f-e466-4dce-88fd-15413f19b8d0","source":"youtube","source_id":"Ugw8yl-c_Nq2-q8kWaN4AaABAg","content_type":"comment","title":null,"body_preview":"Virat Roy abe Roy Roy Roy ji trgdhccbdsggsgjdhkff😂😅😢🎉❤😅😢😮😅😮😢😢🎉❤😢","author":"@vikashji5995","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.6527472527472525,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=q6P_f6UFnS8"},{"id":"3e6b4ceb-6958-41da-b632-245ed8759a0f","source":"youtube","source_id":"UgzDqXwFRmOlPKL8yft4AaABAg","content_type":"comment","title":null,"body_preview":"What the hell is the purpose of rolled up tin foil into a ball with a bunch of screws what's that going to do all your dad wants to do is have a peek honey","author":"@MatthewArthurs-k5s","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=q6P_f6UFnS8"},{"id":"d8b52bc8-7256-4307-bd3f-8f675147817a","source":"youtube","source_id":"UgzCH14f-WfCbuvg4i94AaABAg","content_type":"comment","title":null,"body_preview":"So really there  Dumb watches that also track you.","author":"@jamminfreedom2413","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tKZxAcbmNxw"},{"id":"a733bb14-91b1-4781-b91b-b52009a55d47","source":"youtube","source_id":"UgxX1KsLdspy9aFRv9d4AaABAg","content_type":"comment","title":null,"body_preview":"Can my banana scream for help so that it doesn't want me to eat it?","author":"@The_Comment_Guy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tKZxAcbmNxw"},{"id":"158c6559-15db-48c3-8555-5aa5e8bcd692","source":"youtube","source_id":"Ugx7bfJMCiq718i5AhJ4AaABAg","content_type":"comment","title":null,"body_preview":"I had a huggy wuggy stuffed animal I tried it on and it always had a heartbeat of 100, it never changed","author":"@jevil_chaos1","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tKZxAcbmNxw"},{"id":"89a7f0d7-5bb2-4cc0-8a62-6bac9dbf0540","source":"youtube","source_id":"UgzcaGTThvpnoFt7C554AaABAg","content_type":"comment","title":null,"body_preview":"So basically hunting ghosts with a kinect? The tech being so desperate to pick something up it generates false positives. Probably better in the long run than a smart watch briefly not detecting your ","author":"@johanrosenberg6342","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tKZxAcbmNxw"},{"id":"d353f77d-325c-4ddd-b621-6017b1972450","source":"youtube","source_id":"UgxPfDboMz4kECKFeRN4AaABAg","content_type":"comment","title":null,"body_preview":"Apparently tattos break the green light censor, locking you out.","author":"@empatheticfrog2052","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tKZxAcbmNxw"},{"id":"1bde9eba-b594-4544-8a5e-94a42bbb7994","source":"youtube","source_id":"Ugz0xepGRjOP2hL6xJd4AaABAg","content_type":"comment","title":null,"body_preview":"I strapped my digital watch into my PS4 Controller a few days ago and thought I was the only one I did it lol.","author":"@xVc2000","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tKZxAcbmNxw"},{"id":"fe71b2cf-46ee-4182-aa32-89e7ed739dbc","source":"youtube","source_id":"UgwmCltVXc8sYKPP5tJ4AaABAg","content_type":"comment","title":null,"body_preview":"i think it detect radiation from the banana and banana is rich in radiation and we also release radiadtion just for being alive","author":"@Netewel","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 Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tKZxAcbmNxw"},{"id":"646aa4d6-8935-41a2-8fc1-9b763bf8143a","source":"youtube","source_id":"UgzdWKxSA-kSumwWV9x4AaABAg","content_type":"comment","title":null,"body_preview":"Well then how do you know it's ACTUALLY measuring your ACTUAL heart rate, and not just \"vibrations\" and \"noise\" that it thinks is your pulse?","author":"@Zile-j3u","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tKZxAcbmNxw"},{"id":"f77ea2b1-f734-4d49-bb90-b1773ded3ad1","source":"youtube","source_id":"UgyCZ88MFlOoK6gwj9B4AaABAg","content_type":"comment","title":null,"body_preview":"It's just another example of tech doing false readings because it's designed to find anything. Just like AI might hallucinate evidence for your case. It's as if they can't say \"I don't know\"\n\nAnyways ","author":"@angelikaskoroszyn8495","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tKZxAcbmNxw"},{"id":"1e0d30da-f72d-402e-a26a-145e78f0c914","source":"youtube","source_id":"Ugy7uoefvFpR-ULJI9N4AaABAg","content_type":"comment","title":null,"body_preview":"Clearly defective technology just like almost all technology it's not worth a fuc k most technology does not work and will always fail guaranteed I stake my life on that statement","author":"@robertpeet-m1v","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tKZxAcbmNxw"},{"id":"ae4dc136-58a6-4d6f-848d-0af545ef99f5","source":"youtube","source_id":"UgyfwFhSrUJTReGApRx4AaABAg","content_type":"comment","title":null,"body_preview":"How good are those watches in detecting real heartbeat tho?","author":"@alexforce9","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tKZxAcbmNxw"},{"id":"3c254ba8-5408-4866-99c7-ac828dc26496","source":"youtube","source_id":"Ugzqs52TLnGu8QLKG7J4AaABAg","content_type":"comment","title":null,"body_preview":"Watch be like “PLEASE BE ALIVE IM LOOKING FOR A HEARTBEAT” 💔","author":"@DumHashbrown","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tKZxAcbmNxw"},{"id":"a28c3720-af98-4696-9926-9d5eeae612a2","source":"youtube","source_id":"UgwIipn7wXoLE-T3Nap4AaABAg","content_type":"comment","title":null,"body_preview":"Bananas do have a heart. Their flower is heart shaped, so we just call them heart of the banana, each tree only has one, and once they're done fruiting they'll never fruit again.\n\nAlso, banana hearts ","author":"@MidniteSpectre","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tKZxAcbmNxw"},{"id":"b367ee4a-9d1c-400c-bcaa-067a7168da77","source":"youtube","source_id":"tKZxAcbmNxw","content_type":"post","title":"Your Smartwatch Thinks This Banana Has a Heartbeat","body_preview":"Your Smartwatch Thinks This Banana Has a Heartbeat","author":"vt.physics","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=tKZxAcbmNxw"},{"id":"44ce426b-fea5-4d6d-ae55-a41ecaf78a9f","source":"youtube","source_id":"Ugz7X3It0zFXs-0pgRB4AaABAg","content_type":"comment","title":null,"body_preview":"I don't recommend any of these ideas aside from the \"c shape\" one. That's just the right way to do it.","author":"@RiftersTech","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rP7SIbccBQQ"},{"id":"2a72b4ca-03ab-468f-bd31-40e0323e6ae8","source":"youtube","source_id":"UgwqP_87RoS9RUVkAQ14AaABAg","content_type":"comment","title":null,"body_preview":"Is there anything special about a rice cooker cord versus other cords?","author":"@JohnHargis-k7v","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rP7SIbccBQQ"},{"id":"67ff3e66-4021-44bf-bced-2f9a6468aea8","source":"youtube","source_id":"UgwwXGA4HFvWNr3X88x4AaABAg","content_type":"comment","title":null,"body_preview":"Do it over, with American outlets. Use of glass insulators is not done anymore","author":"@MNpolarbear","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rP7SIbccBQQ"},{"id":"3e40f398-eacb-4642-bf7d-567b7da47887","source":"youtube","source_id":"UgyTeEnfJprjes-YK2Z4AaABAg","content_type":"comment","title":null,"body_preview":"A pile of tictock suggestions. I hope i dont have also a tictock fire insurance 😂","author":"@riccardoz2953","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","humor_or_sarcasm"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rP7SIbccBQQ"},{"id":"d4ac515e-275c-4856-afbf-32ef21362e9b","source":"youtube","source_id":"UgxjpwFp661XLpBgErF4AaABAg","content_type":"comment","title":null,"body_preview":"In my own country Nigeria we connect the red wire to L  terminal blue wire to N terminal and yellow wire to earth terminal","author":"@kenmomoh4016","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rP7SIbccBQQ"},{"id":"d26e6a76-b342-49c4-ad66-613ac2929dc4","source":"youtube","source_id":"UgxHEs_IwQwIyElkBZ14AaABAg","content_type":"comment","title":null,"body_preview":"This man trying to kill someone. Said the blue wire to N and red wire to L, but then proceeded to connect them in the opposite order.  Rip everyone trying this","author":"@hitochiquito8952","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rP7SIbccBQQ"},{"id":"865b9be3-4ccb-482e-8110-6afb590302ac","source":"youtube","source_id":"UgxuFAtmAPwNEfIswXl4AaABAg","content_type":"comment","title":null,"body_preview":"That last tip only works with rice cookers though... Don't try it with anything else🙄😮‍💨","author":"@Gluffy-G","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rP7SIbccBQQ"},{"id":"55fac782-fe68-4b56-b7b3-c26a38c0f0e2","source":"youtube","source_id":"UgyGH1zenAkBPLBomxJ4AaABAg","content_type":"comment","title":null,"body_preview":"The last tip was bizarre, tells you what to do then proceeds to connect the wires in the wrong terminals 😂😂","author":"@stevestubberfield3528","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rP7SIbccBQQ"},{"id":"b0440c91-3789-413f-a888-7b33537e45ce","source":"youtube","source_id":"UgxpGqohYXi4Hfw9PhB4AaABAg","content_type":"comment","title":null,"body_preview":"Electrician here too. I like No#5 with the \"C\" shaped \"S\" shaped with solid copper.  We work with 9-Strand. So U-shaped works for us in Australia 🇦🇺.  Great tips so thanks so much.","author":"@peterking8665","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rP7SIbccBQQ"},{"id":"cbc9fd69-0659-4909-a688-526999510400","source":"youtube","source_id":"UgyNZq40vDSPlljlZOd4AaABAg","content_type":"comment","title":null,"body_preview":"FYI when you crossed the strands at a \"90°\" angle actually it was a 180°","author":"@JosephSiskind","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rP7SIbccBQQ"},{"id":"aaf603a2-5219-4b22-9187-2d051535e675","source":"youtube","source_id":"Ugz9rsEjiIhSVgdDl3R4AaABAg","content_type":"comment","title":null,"body_preview":"Most people shouldn't attempt to do their own wiring; even if they've researched that work.\nThese \"tricks\" aren't all good ideas in every case. 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Really waiting for consumer electronic crash since no one can buy anything","author":"@Bruno_the_BadGui","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jV3uj8C0d4o"},{"id":"d954418a-2c14-4095-b645-3d7000c20e3f","source":"youtube","source_id":"UgwjCGMiUyPzCjuqRsN4AaABAg","content_type":"comment","title":null,"body_preview":"Im glad i got my laptop when i did, it was insanely expensive to me at $1500 with a 3070TI butnow tha wont even get you a budget build today","author":"@mcdappert","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jV3uj8C0d4o"},{"id":"d04b6544-7fc9-4526-b1df-f6759ecc6bb2","source":"youtube","source_id":"UgzKqQsidMWVAehvgGx4AaABAg","content_type":"comment","title":null,"body_preview":"I felt the Truth I'm living a miserable pisant life","author":"@IdrisDaniel-e2y","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jV3uj8C0d4o"},{"id":"23b857bd-2d48-4d50-b1b4-6eba08aa5dd4","source":"youtube","source_id":"jV3uj8C0d4o","content_type":"post","title":"Computex Wasn’t ALL Bad News for the PC Industry! #computer #pc #shorts #tech #technology","body_preview":"Computex Wasn’t ALL Bad News for the PC Industry! #computer #pc #shorts #tech #technology","author":"Salem Techsperts","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","template_phrases"],"bot_score":0.30429646049781706,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=jV3uj8C0d4o"},{"id":"6cc94249-c54d-4c84-90c4-af6bcb39d3b6","source":"youtube","source_id":"Ugwb-p3nfHWfFYJfNmd4AaABAg","content_type":"comment","title":null,"body_preview":"it never crossed my mind that you might be smearing your SFP. after all, replacing a cable is a few dollars, but figuring out your SFP is dirty af and needs to be cleaned (probably a bit more delicate","author":"@Almostbakerzero","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HoeVMHwETwo"},{"id":"ba071a3f-e939-424f-bf76-33db2ac9c7a9","source":"youtube","source_id":"Ugw3jHyGdWai9YHBCNR4AaABAg","content_type":"comment","title":null,"body_preview":"What a great video. Really put it in perspective. Keep your cables clean or else…… hahaha","author":"@Niac-KYS","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HoeVMHwETwo"},{"id":"f8d72c81-dd77-4765-a5c3-57929b8a087f","source":"youtube","source_id":"UgxXg8eoLPdDqvCDS514AaABAg","content_type":"comment","title":null,"body_preview":"in what world would anyone even remotely in the IT feild think that touching fiber optic wouldn't be an issue?","author":"@bober1019","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HoeVMHwETwo"},{"id":"4eab2ff4-50a9-42a2-a973-120896cd5063","source":"youtube","source_id":"UgzDfp9go2TABP-_P7N4AaABAg","content_type":"comment","title":null,"body_preview":"I touch those dirty little connectors every time I can","author":"@McFiddlesOfficial","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HoeVMHwETwo"},{"id":"aa06d488-880f-4322-b88f-1b6ad87f52e4","source":"youtube","source_id":"UgwoZJxv8_g0dydfsCx4AaABAg","content_type":"comment","title":null,"body_preview":"I gotta admit.. somewhere around 2:20 I started looking around the screen accepting the possibility that there may as well be an animated onion somewhere","author":"@babayega1717","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HoeVMHwETwo"},{"id":"4943306b-3498-43bb-8273-4971fc2506bf","source":"youtube","source_id":"UgwTinmzhYyjAsLqWjl4AaABAg","content_type":"comment","title":null,"body_preview":"Informative and great energy. Wish more tech tutorials were like this!","author":"@scoutmasterdemi_gaming","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HoeVMHwETwo"},{"id":"1d9456e8-800e-46fc-9f1a-48b2c253c269","source":"youtube","source_id":"UgwMPAgXxda9Wj0G5xZ4AaABAg","content_type":"comment","title":null,"body_preview":"I've never seen passionate fiber optic guys before but I like this archetype quite a bit - filing fiber optic hygiene away in my brain thanks","author":"@AMERICANHOLEWIZARD","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HoeVMHwETwo"},{"id":"7197e96b-e684-4534-82a4-20a2e996a013","source":"youtube","source_id":"UgySzQ43mncvFZtgvN94AaABAg","content_type":"comment","title":null,"body_preview":"the corning 1 click WORKS WAY better if you go slow with even pressure, going fast causes static and attracts dirt \n(fiber tech here) i install fiber every day","author":"@spongeaus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HoeVMHwETwo"},{"id":"629f3306-d819-45be-b575-7c58e13111f4","source":"youtube","source_id":"UgzA1tkZlY3dpId0Og94AaABAg","content_type":"comment","title":null,"body_preview":"The fact that he wiped it on his shirt and it worked better than he expected was gold.","author":"@FullMetalJack-ss","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HoeVMHwETwo"},{"id":"f13528e8-494a-426e-9ad9-28f17df1a175","source":"youtube","source_id":"UgyaxMcv4gpnDQiuCUp4AaABAg","content_type":"comment","title":null,"body_preview":"A dirty fiber optic connector is like mechanical virus.","author":"@RonLo","classification":"human_created","confidence":0.7,"indicators":["metaphorical_analogy","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HoeVMHwETwo"},{"id":"999b3f30-d511-4265-a213-20d81b261dbb","source":"youtube","source_id":"UgzON9NtuHrjsCBzAHZ4AaABAg","content_type":"comment","title":null,"body_preview":"Fiber optic is a stupid tech and more problematic than not.","author":"@mgd9151","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HoeVMHwETwo"},{"id":"5ff47c03-01c3-4ee4-b53f-66d08fdabeb9","source":"youtube","source_id":"UgwlcB8YXZ5C15OPrlN4AaABAg","content_type":"comment","title":null,"body_preview":"I touched tips once! I think everyone should give it a try. Don't whack on it till you do it.","author":"@PlanetXtreme","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HoeVMHwETwo"},{"id":"479169f8-6a9f-4d28-a5ff-a732902b0a1a","source":"youtube","source_id":"Ugwj4-HMfrbQeCgUVh54AaABAg","content_type":"comment","title":null,"body_preview":"Today i learned that english has the word \"phooey\". In czech we have Fůj which means the same thing and is pronounced the same way but i always thought the only translation to english is \"ew\"","author":"@DonRayec","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HoeVMHwETwo"},{"id":"e44fa0a4-81dc-477b-aed6-b7555c7b537f","source":"youtube","source_id":"Ugx9ai0XTLYG3rxJqe94AaABAg","content_type":"comment","title":null,"body_preview":"The best demos feel more like a simple training session. Not only does it showcase the product, but you learn why the product is actually useful.","author":"@geeksgrimoire","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HoeVMHwETwo"},{"id":"84a8f97c-7cb9-4253-9f43-be5d20bec065","source":"youtube","source_id":"HoeVMHwETwo","content_type":"post","title":"Why you never touch fiber optic cables (the tips)","body_preview":"Ever wonder what happens when you touch a fiber optic cable? We reveal why dirty connectors cause SFP frame errors and how to fix it fast.\n\n#fiber #fiberoptics #sfp","author":"David Bombal","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 Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HoeVMHwETwo"},{"id":"b9c0eda2-1a67-4830-8eaa-ff56767ff570","source":"youtube","source_id":"UgxfL0Zs9t6C_9Tg5Vh4AaABAg","content_type":"comment","title":null,"body_preview":"Hey bro just to tell you what ts means it actually means this shi-t not this","author":"@Jesserissigma","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RtdswwBug4o"},{"id":"952d2a2c-62d4-4502-b7fe-622f6e2642b2","source":"youtube","source_id":"UgzNqbxbBogXYHnGFll4AaABAg","content_type":"comment","title":null,"body_preview":"Long before time had a name, the First Spinjitzu Master created Ninjago using the four elemental weapons of Spinjitzu; The Scythe of Quakes, The Nunchaks of Lightning, The Shurikens of Ice, and The Sw","author":"@Devin-x8m5m","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RtdswwBug4o"},{"id":"1533f9ec-934f-42ec-b927-88fbf3226378","source":"youtube","source_id":"Ugxs-DWcKgNPWEHZXzp4AaABAg","content_type":"comment","title":null,"body_preview":"Those joy-cons were so expensive that he sent t**dle Bankrupt","author":"@SpacerStudioYT","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RtdswwBug4o"},{"id":"d0136ed8-3a6e-40cf-b373-f396011ce187","source":"youtube","source_id":"UgyST-9kvV3mc-wT-Bp4AaABAg","content_type":"comment","title":null,"body_preview":"*The whole inside? how do they work*\nThey don't☠️☠️☠️☠️*😂😂","author":"@ClinkCartOfficial","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RtdswwBug4o"},{"id":"de23999b-3b8a-4852-b22e-1bfc0079c651","source":"youtube","source_id":"Ugz0gLp0PwyJEJpMbm54AaABAg","content_type":"comment","title":null,"body_preview":"It is actually true. They wouldn’t work well. They would kind of work but gold isn’t a good conductor for electricity.","author":"@Ash-jy4nt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RtdswwBug4o"},{"id":"f1f14851-10e8-43ae-8c40-596eac659369","source":"youtube","source_id":"Ugzoz2Rk2usMtxp1rqh4AaABAg","content_type":"comment","title":null,"body_preview":"Bro is like Elon musk he buys cool stuff BUT NEVER USES THEM","author":"@Mrseg16","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RtdswwBug4o"},{"id":"3142a979-c6e5-4172-ae53-4f4b477cbd5a","source":"youtube","source_id":"Ugznh1Jt6bizmi-gBRl4AaABAg","content_type":"comment","title":null,"body_preview":"Actually they would work cause a pcb is just a piece of plastic with a guide to help you soder the cables in and you could mae it with a piece of paper so gold will also work","author":"@FrancyPro270","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RtdswwBug4o"},{"id":"79c60e48-274a-4c6c-a9a5-48154adbc409","source":"youtube","source_id":"UgwuHRrySGmkyiGnUlV4AaABAg","content_type":"comment","title":null,"body_preview":"This is factually incorrect.\n\nWindows 2000 was the bridge version of Windows NT that was intended to displace the Win9x/ME codebase. The problem is that Microsoft had to rebrand it, so they updated th","author":"@ArchaeanDragon","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"ee23e1e5-f741-4327-aae5-e2641ac16d79","source":"youtube","source_id":"UgzHX-0yhbevFUS195F4AaABAg","content_type":"comment","title":null,"body_preview":"the coming of cloud pc is closing in year by year. its not a mistake, its an intentional mistake, to make sure people tranfer to cloud pc.","author":"@RustyFingers-1","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"c4380f91-67eb-417b-979a-907ddee1f67d","source":"youtube","source_id":"UgzQwH4GliqmfvL936d4AaABAg","content_type":"comment","title":null,"body_preview":"arch Linux, KVM kernel, gpu passthrough, immutable windows 10 drive image. come at me Microsoft","author":"@gigglesseven","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"82adf881-2b2f-402e-bb99-dea4f3eb3e3f","source":"youtube","source_id":"Ugx_TEEt_NraWeqGVsx4AaABAg","content_type":"comment","title":null,"body_preview":"This is how windows is accidentally creating a huge linux influx.","author":"@EtsaTwo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"2f894498-ed17-4b9f-aab5-104b7545a08b","source":"youtube","source_id":"Ugwfz467r7o3TAoLuDd4AaABAg","content_type":"comment","title":null,"body_preview":"Honestly - I dont need WIN 11 and gave now money for all this nonsense - just installed Zorin OS 18.1 without any costs on my old Laptop with 16GB Ram and 4TB SSD and 2 extra Screens and I m happy aga","author":"@jogi_54","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"7b0a8ca7-9adf-4da8-b43d-48652f047f71","source":"youtube","source_id":"Ugxg0kNp7zr6Urz3u4F4AaABAg","content_type":"comment","title":null,"body_preview":"Windows is still better than Linux in nearly every way. Windows XP is still the best, and if they hadn't killed XP64, it would be the best in the world. That said, Windows 7/2008 is the best operating","author":"@VagzeensMarkYou","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"15a19cf2-dad6-48a6-b100-9c4589201c56","source":"youtube","source_id":"Ugxf5LE5mnK1eEULQHB4AaABAg","content_type":"comment","title":null,"body_preview":"Tout ça pour dire que microsoft prend ses clients pour des cobayes depuis toujours, que ses produits sont de plus en plus fermés et chers, alors que GNU/Linux s'est bonifié comme jamais, et que la Min","author":"@jeanlucbiellmann9909","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"de5406b3-41e7-4335-8680-0e9c342052bb","source":"youtube","source_id":"UgwJT8vIh7q8H1fPnzx4AaABAg","content_type":"comment","title":null,"body_preview":"yes basically all the pcs that cant run win11 can run linux, but they'll still end up as e-waste because most businesses that arent specifically IT-focused prolly dont even know that switching to Linu","author":"@Raina_The_Rogue","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"786a1c59-d78a-4cd4-bd34-26be0c33fd14","source":"youtube","source_id":"Ugy1AS7vQqp-_57LAit4AaABAg","content_type":"comment","title":null,"body_preview":"I just to want infographics to know why I've selected 'dont recommend posts from this channel.'. \nSimply that there are alternative Operating Systems.\nAlso, quite a lot of history and technical reason","author":"@StubSan","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","niche_expertise","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"5a3790eb-8db5-438b-80e3-1478bc376498","source":"youtube","source_id":"UgyL1C456LVvBY9lw1Z4AaABAg","content_type":"comment","title":null,"body_preview":"1:46 4 GB of RAM is pretty thin in the teeth in 2026, 64 GB of storage fills up quick, and from my understanding, there hasn't been any 32 bit CPU's for many years, and the ones that do exist can't ev","author":"@extralock1045","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"8a232945-5307-49a0-8329-85109150bd25","source":"youtube","source_id":"Ugzdoxr_Strn0V9njyF4AaABAg","content_type":"comment","title":null,"body_preview":"AI slop video. Its dropping uncorrelated and more importantly unrelated facts of different systems weaved into an overarching narrative about windows 11 that sounds factual, accurate but is anything b","author":"@Gabriel_F4924","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"c54e2c73-08e2-46c8-91c6-241ac48dcd67","source":"youtube","source_id":"UgxQYdqovz355kRWoSh4AaABAg","content_type":"comment","title":null,"body_preview":"You act like this hasn't already been the way. Win vista couldn't be used once win 7 was released... you can't run a dell from 2000. It's just the way it is","author":"@rustyudder","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"59553a16-d275-4a9c-94b4-f038e44ac874","source":"youtube","source_id":"UgweqALnEjt4xMHW8Mh4AaABAg","content_type":"comment","title":null,"body_preview":"insert Linux comment thinking I'm original just like the hundreds of other comments","author":"@lifeisgood5619","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"1a45b3e0-99ff-404b-b136-65b4641cd8ae","source":"youtube","source_id":"UgyKjaMvIf9k_DsNBVJ4AaABAg","content_type":"comment","title":null,"body_preview":"Oh hey... Bill Gates doing crimes against humanity. Again.","author":"@richs.7373","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 Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"711029e5-e625-4622-aa60-e948fa9f52e3","source":"youtube","source_id":"Ugx0HNzrdhkNJUbYPFN4AaABAg","content_type":"comment","title":null,"body_preview":"That's why I have paused Windows updates for 20 years by messing around with the registry editor","author":"@ArSuzu813","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"642d9a2f-157c-4eac-9b48-6232b44d0fba","source":"youtube","source_id":"Ugw-fFm7Hs4DT_6ZRVt4AaABAg","content_type":"comment","title":null,"body_preview":"Github is going to explode with community software and is a Microsoft service.","author":"@aalpherite","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"5e66d78b-b91f-4ae1-9373-d3111770f9fa","source":"youtube","source_id":"UgzAdNAL_83OLJzSqZ14AaABAg","content_type":"comment","title":null,"body_preview":"Imagine thinking your computer is e-waste because it doesn't have Winblows on it.","author":"@pvgaming8243","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"63bb5c1a-8720-4b7d-bec7-6bd5871e646f","source":"youtube","source_id":"UgxWMyncy04DBhDD7zl4AaABAg","content_type":"comment","title":null,"body_preview":"WTF are you talking about? I’ve been using Win 11 since it came out and haven’t had a single problem. I use my PC for hours every day and I have no need or desire to even try Linux. Not that I love Mi","author":"@MrDino1953","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference","absence_of_ai_signals"],"bot_score":0.26923076923076916,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"4bdc4c29-9dd6-43af-9d1a-bd60e4f7875c","source":"youtube","source_id":"Ugw54ZWbw87H4YI2Mi14AaABAg","content_type":"comment","title":null,"body_preview":"Who did the system requirements bypass and installed win11 in older machines?😅👍","author":"@panagiotistsantzalis5549","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"2f05b469-6434-442d-a35d-4d6c38f1d445","source":"youtube","source_id":"UgxTdFuZYAu_UgTEOf94AaABAg","content_type":"comment","title":null,"body_preview":"I see they are every other version sucks... W98 was good, WMe bad, WXP good, WVista bad, W7 good, W8 bad, W10 good, W11 bad and so on. As soon as my win 10 Enterprise LTSC goes out of service in 2032 ","author":"@trickhayproductions","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"e5d2c4bc-4a92-4b89-92bb-bdd206e50058","source":"youtube","source_id":"Ugwa0q_FLaS5Mtd-hOt4AaABAg","content_type":"comment","title":null,"body_preview":"Say what you say but Microsoft is the devil I know.","author":"@mikitz","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"6b4265b8-b534-4dbd-8b01-54391a75468a","source":"youtube","source_id":"Ugym_fxxXQRWY29iEFF4AaABAg","content_type":"comment","title":null,"body_preview":"The PC is fine. Just learn to backup and reinstall Windows.\r\nI zero and reinstall the OS in my computer once every 2 months. 99% uptime, only 1% of errors and glitches. \r\n\r\nI'd rather have that, than ","author":"@MrEdu-cj2vl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"3e5d74a8-db0a-4bc3-b02e-21ff41df8879","source":"youtube","source_id":"UgwVKXK-fhVLbNzBLOB4AaABAg","content_type":"comment","title":null,"body_preview":"I am sorry but if you are running old hardware that is on you, not only is is a security ristk because of old CPU framework, it is also a hindrance as a collective, stop gaslighting with this shit, ol","author":"@PaulPomplun","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"e94c429a-d9cb-4e6e-a8c5-e4cae7a27ec9","source":"youtube","source_id":"UgzyKE20XOz-wowjxgx4AaABAg","content_type":"comment","title":null,"body_preview":"Guessing somebody was forced to buy a new computer. The writer?","author":"@loupnuit1","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"d7002053-eab5-40d6-9e21-a2d96df5b51c","source":"youtube","source_id":"mFX_6GKI7jY","content_type":"post","title":"Windows Is BROKEN. 240 Million PCs Are Now E-Waste.","body_preview":"Windows powers billions of computers, but behind the familiar desktop is a history of failures, controversies, and decisions that changed personal computing forever.\n\nFrom the catastrophic launch of W","author":"The Infographics Show","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary","human_indicator_list"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mFX_6GKI7jY"},{"id":"ec941aa6-9add-484f-874a-6b767b84d467","source":"youtube","source_id":"UgzP_W6UOWC2bGjhIbB4AaABAg","content_type":"comment","title":null,"body_preview":"glorified qr code... yup... and QR codes are just glorified bar codes","author":"@mattlewandowski73","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rX7p-vLkAJY"},{"id":"f9b496ba-c79c-4a61-8d8d-961850931755","source":"youtube","source_id":"UgwjU167MGlcBvlc0Dh4AaABAg","content_type":"comment","title":null,"body_preview":"And then we got apriltags. The low poly qr code thats a tracker","author":"@emilattila","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rX7p-vLkAJY"},{"id":"05ee58dd-3d71-4983-bb5f-9fa35209ee84","source":"youtube","source_id":"Ugz2mdBHyjsX8rjvN0l4AaABAg","content_type":"comment","title":null,"body_preview":"Qr codes have 3 markers to determine orientation. Data matrix is pure data. Christmas trees here use 3d data. So the color is important..","author":"@trayan7184","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rX7p-vLkAJY"},{"id":"da0322ec-1e86-4b7a-a3bb-9d47ee15654f","source":"youtube","source_id":"UgyZLzRdzBbpy1tFEph4AaABAg","content_type":"comment","title":null,"body_preview":"The phone can do that. God technology is overly complex for no reason.","author":"@8BitNaptime","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rX7p-vLkAJY"},{"id":"6854b9ee-ef3c-4a68-87da-e0a8d53fd5cb","source":"youtube","source_id":"Ugxh291dhORnXXgwxCd4AaABAg","content_type":"comment","title":null,"body_preview":"I've got a COTS BLE scanner that is based around the same module, and got it working with esphome quite successfully. Been using for filament inventory for a few years now.","author":"@KJfourIPS","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rX7p-vLkAJY"},{"id":"17aa7e3c-1545-4b87-b71b-8b5c3045882a","source":"youtube","source_id":"Ugzb-_MnfjDRImVnVwB4AaABAg","content_type":"comment","title":null,"body_preview":"every android phone with cam can scan all of those with software...","author":"@smashSpikeMC","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rX7p-vLkAJY"},{"id":"3ca4fff8-8003-4f84-9439-76e810889c4b","source":"youtube","source_id":"UgyDSLNNvQ1zfAf5L-l4AaABAg","content_type":"comment","title":null,"body_preview":"It's all start with Train's and Bar Code and became QR Codes.","author":"@RabbitsInBlack","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rX7p-vLkAJY"},{"id":"d4295a5a-22a2-4263-893f-4e85d38ecfd7","source":"youtube","source_id":"Ugw_C-tixC7yQsdBQ114AaABAg","content_type":"comment","title":null,"body_preview":"honestly \"data matrix\" sounds valid for all those forms","author":"@BryanBattaglia-q1s","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.42687968740985544,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rX7p-vLkAJY"},{"id":"38c101bc-354b-4c1e-a426-e3396f3f6bbf","source":"youtube","source_id":"Ugxf-c9zfBW-NYv9cz94AaABAg","content_type":"comment","title":null,"body_preview":"No, PDF417 is nothing like a QR. It's a stacked 128. they are all differant for specific reasons, some less good reasons. But specific toll for a specifc job.","author":"@davidgermain","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rX7p-vLkAJY"},{"id":"d14d77a4-68fa-4683-8609-da94f4284262","source":"youtube","source_id":"UgwYutsFDQpToEhFgnF4AaABAg","content_type":"comment","title":null,"body_preview":"It’s only really a QR code if it has the boxes in the corners, if not it’s probably something else. Actually that gives me an idea for a polyglot scan area","author":"@Wildspeck","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rX7p-vLkAJY"},{"id":"6d33c3ee-c2be-4eae-be2b-ccd3237c0051","source":"youtube","source_id":"UgxY22bpdkQyUdrnsTd4AaABAg","content_type":"comment","title":null,"body_preview":"“Aren’t all of these just glorified qr codes”\nNo, qr codes are glorified these","author":"@melody3741","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rX7p-vLkAJY"},{"id":"a7d4838e-af68-495e-b6bd-b783d1e4d710","source":"youtube","source_id":"Ugx6txG-m0VjXVv0q7h4AaABAg","content_type":"comment","title":null,"body_preview":"all in the industry use data matrix if worked with cognex and keyence staff you know how fun is to make a good lasering on stuff","author":"@ventusprime","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rX7p-vLkAJY"},{"id":"ed847356-05be-4f14-935f-614cc7d2e8b4","source":"youtube","source_id":"UgxTMOU_LNT0fz8QiA94AaABAg","content_type":"comment","title":null,"body_preview":"*Fun Fact:* The primary difference between QR code’s and barcodes is that a barcode must be read horizontally, has a maximum storage capacity of 12 - 43 characters (e.g. universal product code etc.), ","author":"@djvelocity","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","synthetic_empathy","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rX7p-vLkAJY"},{"id":"3127797e-71e8-4a41-80fa-76a88e4b8769","source":"youtube","source_id":"Ugzn7tsZa0o3QrLN1614AaABAg","content_type":"comment","title":null,"body_preview":"Its like seeing a bunch of different cars and saying< \"aren't these all just Toyota Corollas?\"","author":"@slick8086","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rX7p-vLkAJY"},{"id":"0a955362-cf85-4d7b-903c-d0abf320ea40","source":"youtube","source_id":"UgxOdyNXi1dsN8O7C4F4AaABAg","content_type":"comment","title":null,"body_preview":"I thought i was gonna walk away learning more from this video... I'm still convinced that they are all glorified QR Codes😂😭","author":"@gawiekanjemba2410","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rX7p-vLkAJY"},{"id":"aa8a7412-e148-4262-9d05-4095391ef9b8","source":"youtube","source_id":"UgwjBqhPsNKe-yeAUkZ4AaABAg","content_type":"comment","title":null,"body_preview":"\"It's pretty cool how the new 2D barcode scanner ...\". It is not a scanner anymore. It's a camera! It takes a picture and do image processing. Not a (linear laser) scanner.","author":"@juliomaranhao","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rX7p-vLkAJY"},{"id":"2b7c4f74-6c41-406d-a9a1-13a9cab1c8f0","source":"youtube","source_id":"rX7p-vLkAJY","content_type":"post","title":"Wait... That's NOT a QR Code? 🤯","body_preview":"Think all 2D barcodes are just QR codes?\n\nIn this quick demo, Sean and Chris put the new SparkFun 2D Barcode Scanner to the test by scanning QR codes, Data Matrix codes, and PDF417 barcodes to see wha","author":"SparkFun Electronics","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=rX7p-vLkAJY"},{"id":"289cbe26-aa58-4662-8be7-78a6a89fc887","source":"youtube","source_id":"Ugwt_rt0dN8jb5wWE_54AaABAg","content_type":"comment","title":null,"body_preview":"mobile ads watching the first and 2nd attempt: your hired\nwatching the 3rd attempt: your fired","author":"@NewTuber27633","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eobEJXHXknQ"},{"id":"8dc6a9a0-9632-472b-af0d-076479d8cb6c","source":"youtube","source_id":"UgyYlpa5GAIvQgpwDt94AaABAg","content_type":"comment","title":null,"body_preview":"Guys!! People are deciding that on June 25th at 2:26 pm (the day and time that Micheal died)People are going to listen to as many Micheal Jackson songs as possible to break the record!!🎉\nPLS COPY THIS","author":"@Jenellejustchilling","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eobEJXHXknQ"},{"id":"7861a03c-101c-483b-9574-540089adf109","source":"youtube","source_id":"Ugw0yAYcS2Se6yIFACZ4AaABAg","content_type":"comment","title":null,"body_preview":"# The Ultimate Extremely Long Tutorial on How to Breathe 😄\n\n## Step 1: Be Alive\n\nThis is the most important step.\n\nIf you are reading this, congratulations! You are already doing Step 1 successfully.\n","author":"@Doma_editz-u23","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","synthetic_empathy","list_heavy_advice","semantic_blandness","suspiciously_balanced","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eobEJXHXknQ"},{"id":"a510c321-f385-4dea-8c01-2a754f64176f","source":"youtube","source_id":"Ugw4XbeCuz1wKY2JHqJ4AaABAg","content_type":"comment","title":null,"body_preview":"After many tries, I finally completed the perfect iPhone!","author":"@16VoltBear","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eobEJXHXknQ"},{"id":"fd3ec4c3-d684-487c-bf17-f8e092f43b8a","source":"youtube","source_id":"Ugz2gC3un84hlVErJq54AaABAg","content_type":"comment","title":null,"body_preview":"This is actually hard bcuz u have to time it correctly. 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Se pasan de gandallas comprándola a esos precios 🐭","author":"@elenareyes2855","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=npzEhAZbGq0"},{"id":"aeb41dcc-9788-4eb4-a331-2b43012ff045","source":"youtube","source_id":"Ugw4bvzDWbfqeOzMhSB4AaABAg","content_type":"comment","title":null,"body_preview":"a mí igual me vendían una en ese precio y asta la fecha me arrepiento de no comprarla","author":"@antispam1463","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=npzEhAZbGq0"},{"id":"c2efeb13-3e5e-41ba-8d77-4dd85a1b309b","source":"youtube","source_id":"Ugy7M_mm_AgijwOBfBx4AaABAg","content_type":"comment","title":null,"body_preview":"Cosas robadas, las cosas las mal baratan. Habrá gente que no pero la mayoría me atrevo a decir que si son.","author":"@rodrigor7550","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=npzEhAZbGq0"},{"id":"0b894900-f34f-4cc7-abc0-58f0cbe2d6f7","source":"youtube","source_id":"UgwT9595HfuFT8_WBJl4AaABAg","content_type":"comment","title":null,"body_preview":"Mi hijo las hace funcionar aunque estén malas pues es electricista sin estudiar electricista 😅 ya que ese don lo trae de mi papá el era un mega electricista y hacía equipos de sonido musical maquinita","author":"@LarissaRogel-vk1xz","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal 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somehow","author":"@luca.vtv.veteveu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=R1ul9iBhpVM"},{"id":"706a4f6d-b595-46f7-a7ea-d4c25fa38772","source":"youtube","source_id":"Ugzu0ACt3YPGgrUfEk94AaABAg","content_type":"comment","title":null,"body_preview":"That's an awesome desk! Once I move I plan on having an L-shaped desk to give me plenty of workspace. I love how you included all the apothecary style drawers for storage. I gotta say, your hairstyle ","author":"@Seiferboi","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","personal_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=R1ul9iBhpVM"},{"id":"8e4fc81d-4e89-4b09-982c-d7d234c5d193","source":"youtube","source_id":"UgxuqKK1zUH4TPbuSNF4AaABAg","content_type":"comment","title":null,"body_preview":"I fucking hate putting a laptop on a desk. I just moved across the world and finished setting up my new desk and I can’t tell you how happy it made to finally get the desktops out of the pelican case ","author":"@benbunch4159","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=R1ul9iBhpVM"},{"id":"79f666ec-9e8b-4077-a608-848bd9fea635","source":"youtube","source_id":"UgzJeeXD5zzvb2EuRPR4AaABAg","content_type":"comment","title":null,"body_preview":"Apothecary cabinets are just too expensive.\n\n*the YouTuber said in his room stuffed with a $1m worth of equipment & furniture.","author":"@iHarken","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=R1ul9iBhpVM"},{"id":"0fb5b328-97b6-4537-b16b-19cc82feab68","source":"youtube","source_id":"UgxXJw45jvgMCw4A9vF4AaABAg","content_type":"comment","title":null,"body_preview":"The top of your monitor in relation to your head/eyes seems too low.  Having to look that far down to see use the bottom 1/3 of my screen would drive me crazy.  Could just be the angle of the video.  ","author":"@supereven7658","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=R1ul9iBhpVM"},{"id":"dbf83baf-b6f2-426e-986b-14dfc891406a","source":"youtube","source_id":"Ugyd1z4p1G8hKk8DMpt4AaABAg","content_type":"comment","title":null,"body_preview":"That desk is absolutely fire 🔥 and this video was amazing. As a big supporter of your videos. I think the thumbnail undersells the quality and finished product of the video. Just a thought in case thi","author":"@creator_unpacked","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=R1ul9iBhpVM"},{"id":"b0f5bd52-2ccc-47af-b79d-b6722ea626a1","source":"youtube","source_id":"Ugx2-oTF3AASxX-atYl4AaABAg","content_type":"comment","title":null,"body_preview":"You're have amazing skills and make this look so easy.","author":"@terridaly1895","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=R1ul9iBhpVM"},{"id":"fba5016c-5ab8-42b0-8d96-afdf76a6c955","source":"youtube","source_id":"UgzrCWodYh9RezvBKC54AaABAg","content_type":"comment","title":null,"body_preview":"25:28 porque tienes pesos, vives en mexico? segun yo vivias en canada :P","author":"@fermingallardo7920","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=R1ul9iBhpVM"},{"id":"17d296b3-65f2-4f54-9cbc-922d4d1f7fad","source":"youtube","source_id":"UgzvSxFzigGT84nQRbR4AaABAg","content_type":"comment","title":null,"body_preview":"24:03 is the mission Impossible Theme song for me . 😂 it fits perfectly 😂🎉❤","author":"@Austindirectit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=R1ul9iBhpVM"},{"id":"2ba87079-4ed2-4506-8a6a-67779def703b","source":"youtube","source_id":"Ugx5WuwWI9PKoR5OdDl4AaABAg","content_type":"comment","title":null,"body_preview":"I love L shaped desks, i got one for my gaming PC its just so good for corner desks, but to see someone make it is even cooler than just buying one, looks amazing and hoepfully inspires better desk in","author":"@creeper4gamers793","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=R1ul9iBhpVM"},{"id":"10c164f7-f281-40b8-938e-0c0eeb5531ef","source":"youtube","source_id":"UgxPQmUyyeanPuKtvOJ4AaABAg","content_type":"comment","title":null,"body_preview":"The end comment about identifying where you are feeling friction in your working spaces. needed to hear it. I love how this desk came out, its incredible! I might paint the whole wall behind so when y","author":"@MCollingsArt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=R1ul9iBhpVM"},{"id":"1012f32a-87be-4b38-bfeb-4909f028ea68","source":"youtube","source_id":"UgzaUKAe8cVtI0WWa6F4AaABAg","content_type":"comment","title":null,"body_preview":"\"I'm actually not a terrible woodworker\" while trying to correct a terrible woodworker mistake...","author":"@sbeggs73","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=R1ul9iBhpVM"},{"id":"99f90340-0835-4e39-bede-cbadcd00ad79","source":"youtube","source_id":"Ugw0b_VmAe4P4QJtuVt4AaABAg","content_type":"comment","title":null,"body_preview":"Hair looks a little less dumb now but you should really just go pay for a haircut.","author":"@Crouching_Beaver","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=R1ul9iBhpVM"},{"id":"d60097ca-f010-44dc-afc9-36365aa77a8a","source":"youtube","source_id":"UgzZY_Zf2gdCt7xLwch4AaABAg","content_type":"comment","title":null,"body_preview":"Try Opera for free: https://opr.as/06-Opera-browser-morleykert","author":"@MorleyKert","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","absence_of_personality","marketing_spam"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=R1ul9iBhpVM"},{"id":"c07ada5e-b707-45c5-a808-014f7a058b0f","source":"youtube","source_id":"R1ul9iBhpVM","content_type":"post","title":"I Hate Modern Desks... So I Built This.","body_preview":"Building my dream desk. Thank you Opera for sponsoring this video! Try Opera for free: https://opr.as/06-Opera-browser-morleykert\n\nBehind the scenes, live Q&As, private discord server: https://www.pat","author":"Morley Kert","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=R1ul9iBhpVM"},{"id":"3275405d-8013-46ef-988d-b52deb9d7637","source":"youtube","source_id":"UgyKwe8duLwaoPI_F1l4AaABAg","content_type":"comment","title":null,"body_preview":"newton is going to cry because this is spinning on high speed and the colours are rainbow if rainbow coloured thing spinning high speed it turns into white u can see in the video but in real i think i","author":"@HiddenGhost2121","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","lack_of_polish"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HUKqg7JpQTo"},{"id":"f055d8c8-ad65-4b04-8e74-46c0bf4e10a2","source":"youtube","source_id":"UgxBAbwsNqYDFAjea8p4AaABAg","content_type":"comment","title":null,"body_preview":"If you just paint it on, it’s not lighting since it emits no light","author":"@Jack-h2h4u","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal 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better.","author":"@ValentineTibbs-p7i","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=HUKqg7JpQTo"},{"id":"8f0d0815-27f3-4279-94b2-646c2101dc40","source":"youtube","source_id":"UgxDyfcX2f1cJEKlYv14AaABAg","content_type":"comment","title":null,"body_preview":"Sure sure, but, Where In the mental crisis do i get a CPU","author":"@KraftsMacNCheeseDelight","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal 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haha.","author":"@EquestrianAltercationsLLC","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"3199c9b3-8069-40d3-bdd3-c905629efe06","source":"youtube","source_id":"UgxGy9DWPAQTA0umimZ4AaABAg","content_type":"comment","title":null,"body_preview":"its hilarious how the government is terrified to get ripped to shreds by charlie but will ship to other youtubers like snazzy. all of these youtubers gonna uncover the truth just the same LMAO","author":"@ancientmothdust","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal 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Great video hahah","author":"@themaskedslop","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"9cc284dd-3ba3-4dc9-ac60-75f44e8ed571","source":"youtube","source_id":"Ugz1d0aVdt5pz9Fc4Ad4AaABAg","content_type":"comment","title":null,"body_preview":"A scam for old people, packaged and shipped by someone's Grandma who wanted to volunteer for something.\n\nTrump Mobile would be just another sleezy business idea in Trump's portfolio of fails, but unde","author":"@Rider0fBuffalo","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"aa063c98-202a-4413-8c4c-3364f9b269d9","source":"youtube","source_id":"Ugz-CZM21gnOKvwUeyd4AaABAg","content_type":"comment","title":null,"body_preview":"A successful Trump business besides the presidency, how lovely. :)","author":"@hurobiont1054","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"cfca6259-20d0-4624-bbf7-a7e2cfb68082","source":"youtube","source_id":"UgyIdNW4yog8wdmYHsZ4AaABAg","content_type":"comment","title":null,"body_preview":"I'm curious to understand why you're wearing two smart rings?","author":"@peternewbould8419","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"36361fc1-eeac-4237-abde-da39e1b4e5c8","source":"youtube","source_id":"UgyHPsy2MXeyuuoe-CV4AaABAg","content_type":"comment","title":null,"body_preview":"The incompetence would be impressive if it weren't so infuriating.","author":"@HorseInMotion33","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"2aa69158-88a6-48c9-86b6-014db00a2214","source":"youtube","source_id":"UgxzLnWBMtUaLy_q9jZ4AaABAg","content_type":"comment","title":null,"body_preview":"6:10 \"Consent is not a condition of any purchase\" is oddly dystopic in connection to that name","author":"@4crafters597","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"ea9a3b56-579f-4a94-a80b-45f7d4acecb3","source":"youtube","source_id":"Ugwjea036Fctb3Ez56N4AaABAg","content_type":"comment","title":null,"body_preview":"Wait.. You're telling me CHILD LABOUR made this phone..?\n\n\n\n\n\n\nWhere can I buy one?!?!","author":"@MissesWitch","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"567fea9d-d579-4046-a438-8c3b64d6a353","source":"youtube","source_id":"UgxBAwv4wokVSqWegGp4AaABAg","content_type":"comment","title":null,"body_preview":"Bud those \"support representatives\" sound like AI.","author":"@LynxSight","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"cbef103f-4be1-4c1b-b229-9e218bb67e0b","source":"youtube","source_id":"Ugzfq1INcX3byLIQgZt4AaABAg","content_type":"comment","title":null,"body_preview":"Everything about this product shows the state of the U.S right now","author":"@chrisl9986","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"1845737a-120e-42e8-a734-ff2fb9b63ca6","source":"youtube","source_id":"UgywcZby3jK29SxDV2Z4AaABAg","content_type":"comment","title":null,"body_preview":"bro, % not being an accepted symbol screams that they're storing plain text and aren't confident in their defense against sql injection","author":"@MisterHumanoid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"f40878e1-4621-4169-9118-5a92ae68eecb","source":"youtube","source_id":"Ugz0CCygfjXHA0xPBjl4AaABAg","content_type":"comment","title":null,"body_preview":"thanks for this phone. we got to watch this fun video. lol","author":"@robandrews18","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"c60ec835-8074-4d10-b35d-e9ab56f02126","source":"youtube","source_id":"UgwmfjDxsn5dJ4liMQ54AaABAg","content_type":"comment","title":null,"body_preview":"Give Trump a break. He used paid union labor to assemble the BOX!  Eric Jr. printed the invoice and quick start guide at home to save Americans a HUGE amount of money.  Trump looks out for your best i","author":"@gregpastic6910","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"8621d3a9-9dda-4942-80c4-ab02acc1deb0","source":"youtube","source_id":"UgyFk104EN9SmRHBbPR4AaABAg","content_type":"comment","title":null,"body_preview":"dude your acting like this isn’t exactly what we expected","author":"@camduncan9375","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"f13fc0bc-8245-4c92-955e-b39bf9ed99a1","source":"youtube","source_id":"UgyETlqYH-eA1hLuJoV4AaABAg","content_type":"comment","title":null,"body_preview":"everytime i see mobile phone plans cost in the US i am amazed of how pricy they are","author":"@Equiste97","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinion_without_over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"05805851-2c8d-483e-be10-ed808d9d687e","source":"youtube","source_id":"Ugw0A7zNSdg8M8AkzFN4AaABAg","content_type":"comment","title":null,"body_preview":"Let’s talk about that wiping cloth, literally like apple type of packaging, love it!","author":"@Bobcatbnb445","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_expression","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"406f313d-34b5-4268-b01f-46dee1406406","source":"youtube","source_id":"UgyMW_bo9m6S8HhN8Ch4AaABAg","content_type":"comment","title":null,"body_preview":"Made in U.S. ahhha , that color reminds me smnth :D","author":"@korkyn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"605c9192-34af-4cea-a175-2b7276b7fde1","source":"youtube","source_id":"UgyBCEG4j9XpVE7bui94AaABAg","content_type":"comment","title":null,"body_preview":"they added a user manual for all the regarded people that buy this orange man's yellow phone.","author":"@notdannie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"473db530-026f-430e-9b6f-2a848b9a50d8","source":"youtube","source_id":"Ugy6kq_iYnt9zb0vLxR4AaABAg","content_type":"comment","title":null,"body_preview":"Is this... the most legitimate business deal Trump has ever been involved in??","author":"@ZarbanDerek","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"8c14b5b8-1298-4887-8e8a-bcd1ef03eb2e","source":"youtube","source_id":"Ugw9lnv5cWBdjARX1nN4AaABAg","content_type":"comment","title":null,"body_preview":"Trump is a con man through and through. nothing more. a scam artist.","author":"@tpbolero8495","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=b1ytw85Npt8"},{"id":"d1522887-f81d-42fb-86df-d98a32a518fd","source":"youtube","source_id":"Ugxbu9CXAkdk5p3d65R4AaABAg","content_type":"comment","title":null,"body_preview":"Was turbo mode used for the soffrn and wurkkos? I have both brand's ~35 flashlight and in turbo mode sofirn (sp35t) is brighter.","author":"@monirhossain69","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"8d3885a0-92b2-4fb2-b8c3-8eda430d4541","source":"youtube","source_id":"UgzPVMV_3SxEOka0XUl4AaABAg","content_type":"comment","title":null,"body_preview":"I have several wurkos flashlights and for the price they're great flashlights.\n\nNext up, test some LEP (laser excited phosphor) flashlights.","author":"@notahotshot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"7bb27c55-0afd-4f07-a144-f0eb949b83ab","source":"youtube","source_id":"UgwD9-q6GFg5DDMtjr94AaABAg","content_type":"comment","title":null,"body_preview":"Been waiting on this one. Hopefully you do the same for the smaller EDC lights. Something like the arkfield pro, wuben x5, nebo edge, nightcore edc29, streamlight 88811, wurrkos hd05, nicron 1200,Feli","author":"@WordUpAnon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"e13eb638-1812-435f-9c82-1abce7fedbbf","source":"youtube","source_id":"UgwYbr8G4B1ArcRYtvJ4AaABAg","content_type":"comment","title":null,"body_preview":"Sir, if you add to your tests such a important values as: \nPWM (Pulse-Width Modulation - which is not visible for FC11C) \nand \nCRI - which is around ~95% for Nicha 519A - a main emitter in Wurkkos tor","author":"@PiotrBrykalski","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions","technical_detail_with_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"8777bed3-479f-48f2-9aaf-ae05fa3f884f","source":"youtube","source_id":"UgyC41AB3daI1c2ZpvB4AaABAg","content_type":"comment","title":null,"body_preview":"I have found the magnetic charging on o lights tail to collect slivers iron dust ect and makes it a real pain to use in most environments I work in.If u drop it on the ground it will collect iron from","author":"@George-vv7vi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"a2e7e3ea-24a1-4007-abf9-da49d9d81844","source":"youtube","source_id":"Ugzzf3cMOo_H9D_83tV4AaABAg","content_type":"comment","title":null,"body_preview":"Honestly all I want in a flashlight is on and off. All those modes just waste your time. Brightness is also good..","author":"@mgdurandolo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"84c19bb3-5464-45e7-a662-c2520af2ccf7","source":"youtube","source_id":"UgwqE6fLa2T5kdhHkSd4AaABAg","content_type":"comment","title":null,"body_preview":"I think what we have learned is that the manufacturers can lie about their specs with no consequences.","author":"@Jeff-m5x3j","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_template_phrases","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"b00ae449-0373-4652-99b3-7f8e92cd283e","source":"youtube","source_id":"Ugw8gYt2CtJ932iCifV4AaABAg","content_type":"comment","title":null,"body_preview":"If you do a headlamp video please try to measure vampire draw.  I don't know how you could easily test vampire draw, but perhaps with some work it could be done. I imagine a non conductive disc with a","author":"@MrMeheheh","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"028b31f8-9002-4aa2-86ec-926e166c3d16","source":"youtube","source_id":"Ugx2lAZjQN6fZDYYUch4AaABAg","content_type":"comment","title":null,"body_preview":"Several operators I know made the switch from streamlight to Fenix and O-Light. No complaints here after several outings.","author":"@craigjoe8691","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"75d8999b-ae82-4743-911e-f5397f01e185","source":"youtube","source_id":"Ugy0618OoyiJXGxoT1B4AaABAg","content_type":"comment","title":null,"body_preview":"The sofirn sc29 does output 3000 lumens, you need to double press the power button to get it into turbo mode to do that.","author":"@SteveBennet500","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"b0ec61cc-6186-46dd-b746-ef3d1342782e","source":"youtube","source_id":"Ugx4WqINO8yCZ8CVK1l4AaABAg","content_type":"comment","title":null,"body_preview":"I think I have most of those flashlights. I don't know all the names, but the Trixhub is right next to me because of all that I have purchased it's my favorite. Depending on your results I may be maki","author":"@darrylk808","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"1e1a58b3-82af-4931-ab85-4fc0da351916","source":"youtube","source_id":"UgzrzHRvdTFDQIgZotJ4AaABAg","content_type":"comment","title":null,"body_preview":"With those tactical light you may not be utilizing the turbo mode which would give closer max lumen output rating.","author":"@InLakech_AlaKin","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"18f5a012-51d7-497c-b76c-04d1655b7d3f","source":"youtube","source_id":"UgzFwYzS_NF9NjsPBIh4AaABAg","content_type":"comment","title":null,"body_preview":"I used to do endless miles of cycling, both on the road and off-road.\nI discovered that bicycle lights, which can be mounted on your handle bars and your helmet, can turn night into day.  Some light u","author":"@0Perhaps","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"64bae42b-9743-4e32-a4a0-1f7972179909","source":"youtube","source_id":"UgwF6rJH90o6dpPXoPp4AaABAg","content_type":"comment","title":null,"body_preview":"As usual, I jumped on to Amazon after watching this review. This time I bought  Wurkkos light.","author":"@monsierlemaire8282","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"78f3139e-b34b-4331-9b90-957c77be11a9","source":"youtube","source_id":"UgzrgARw3NOlR1aMxVJ4AaABAg","content_type":"comment","title":null,"body_preview":"You and tyler tube need to collab. It would give his channel credit, and would give yours a younger audience.","author":"@bendooley550","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"2aeeb52d-0823-4337-915b-f991faaa8bdf","source":"youtube","source_id":"UgxsYUg4U_TGA-Pa4014AaABAg","content_type":"comment","title":null,"body_preview":"I have to say as a lifelong Streamlight user (professional auto technician), you may find a light that’s a little brighter or a little smaller, or a little this or that, but if you’re looking for a li","author":"@jordancook1668","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"52ec9201-a061-4d88-a10b-626e9be8a25d","source":"youtube","source_id":"UgzKdJfti0MYzr2qg3d4AaABAg","content_type":"comment","title":null,"body_preview":"Olight and fenix are quality lights, I’ve never bought one that didn’t perform. Olight weapon lights are the best in the market","author":"@Ifly1976","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","personal_experience","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"a9232e44-e8ff-438e-b7db-0dd7ebb04323","source":"youtube","source_id":"UgyVdYieQNtz9uQPKAp4AaABAg","content_type":"comment","title":null,"body_preview":"I bought some smaller Fenix flashlights and headlamps a few years ago and have been very impressed with them.\n\nWhen I called with a question on their products, I was immediately able to speak with a U","author":"@jayschafer1760","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","genuine_specificity","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"167a95c9-03a0-4945-acf3-5662beef8146","source":"youtube","source_id":"UgysVFgyb5QvFWA3_rF4AaABAg","content_type":"comment","title":null,"body_preview":"There's a brand for small portable lights that I had good luck with, think they also have standard flashlight format - called Boruit. Just to name something different... xD","author":"@XSpImmaLion","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"91eb88ad-f24d-4489-bb7e-6b6bccfb65e8","source":"youtube","source_id":"Ugzhpns19SRXKxC1AnZ4AaABAg","content_type":"comment","title":null,"body_preview":"Every time I see someone testing lumen output on flashlights, it seems like advertised lumens are just some made up number (most of the time)","author":"@davidbwa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"8df35b93-1125-4f88-b39c-134078de93be","source":"youtube","source_id":"UgzYTFSRlTRPdFQZmWZ4AaABAg","content_type":"comment","title":null,"body_preview":"I’ve been using Fenix flashlights just because that was available at the store when I needed one and it got me very impressed with the durability and functionality even when this is clearly a Chinese ","author":"@joseacuna3239","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_experience","opinion_without_over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"60ece648-878c-4734-b119-507332e1a2f3","source":"youtube","source_id":"Ugx7d7v_XknHrEPw8QR4AaABAg","content_type":"comment","title":null,"body_preview":"Here are the links to the products and please check out the video description for more details. I bought all of the products and supplies; no sponsors, no free tools, and no company saw this video bef","author":"@ProjectFarm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"e368fee9-b849-44df-8196-fdf269fe3c30","source":"youtube","source_id":"dh0Cwunn8J8","content_type":"post","title":"100,000 Lumen Flashlight? Let’s Find Out!","body_preview":"Flashlights were tested head-to-head for instant brightness, brightness after 30 seconds, and brightness after 15 minutes to see how well they maintain output over time. Each flashlight was also teste","author":"Project Farm","classification":"human_created","confidence":0.95,"indicators":["platform_fluency","self_reference","natural_digressions","human_indicators_present"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=dh0Cwunn8J8"},{"id":"3cda2b49-e104-4f7f-81cb-ef5041160fb8","source":"youtube","source_id":"UgwNtS-52KuFIE9LO1B4AaABAg","content_type":"comment","title":null,"body_preview":"Чета слишком чистая она . Походу помяли в салоне .😂😂😂🎉","author":"@elgrankin16","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u_SUF7l8Pl0"},{"id":"c2254ba0-8206-46f7-ac3c-368fb3b815c7","source":"youtube","source_id":"UgxGD5JEkFgnlsROOa14AaABAg","content_type":"comment","title":null,"body_preview":"Plastic și Silicon nimic altceva de aceeasunt ieftine","author":"@SAKALU-BESTIALU","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u_SUF7l8Pl0"},{"id":"23e795ba-54de-4084-8a90-740cdbd42c89","source":"youtube","source_id":"Ugzy6HvH6uI0UG3b2ut4AaABAg","content_type":"comment","title":null,"body_preview":"Come da noi in Italia. Ti si rompe uno specchietto ti cambiano la portiera un cerchio col pneumatico e pure i sedili","author":"@dariocolombo4443","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u_SUF7l8Pl0"},{"id":"9c5744a3-f7a4-425f-82f4-3c11aa8446e1","source":"youtube","source_id":"UgzqJaf67-DsTE7m40p4AaABAg","content_type":"comment","title":null,"body_preview":"In an age where everything gets replaced, it's great to know there are still professionals whose skills are above and beyond.","author":"@laurenciozabala4296","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u_SUF7l8Pl0"},{"id":"0ae03e08-81f5-48d5-b159-4f12306eb978","source":"youtube","source_id":"UgxVt2jHJRzQGT91YPp4AaABAg","content_type":"comment","title":null,"body_preview":"Dünyada hiçbir yerde böyle bir revizyon para karşılığında satın alamazsın hobi olarak da yapanlara vurduğun aracı yaptıramazsın \nGötünüze vurdurmayın \nKimsenin götüne çakmayın","author":"@ahmetserdarpekel5885","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u_SUF7l8Pl0"},{"id":"b20df1df-9b8c-473c-a571-5654ee1f5699","source":"youtube","source_id":"UgwDm0hGlsaZ3teilaN4AaABAg","content_type":"comment","title":null,"body_preview":"Esto es una chapuza 😮. Comparecen con los trabajos de precision milimétricos de un CAR O TRONIC de CAR O LINER. Eso si es un trabajo profesional. De otro modo, ni una buena alineación, ni precision en","author":"@pablocuberoferradal4400","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u_SUF7l8Pl0"},{"id":"3e0f4ffa-d2ad-4fda-8292-981b0af3cc53","source":"youtube","source_id":"UgyJmrXj-jx2FgvhpaF4AaABAg","content_type":"comment","title":null,"body_preview":"Se fosse aqui no Brasil tinha que trocar a peça completa.","author":"@antoniomarcelopinto7767","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u_SUF7l8Pl0"},{"id":"07cca42e-b11b-4a9d-8f4b-02b55040d690","source":"youtube","source_id":"UgyzoPOj38dFNn3ShLR4AaABAg","content_type":"comment","title":null,"body_preview":"Con herramientas se pueden hacer maravillas sin herramientas se complica mucho para que el trabajo quede A1","author":"@JuanjoseFajardoliceras","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=u_SUF7l8Pl0"},{"id":"c2bdb7fa-d649-4001-8f2b-3935c4e3fb40","source":"youtube","source_id":"UgxmGOPcbowuTu7N8gh4AaABAg","content_type":"comment","title":null,"body_preview":"Bro, I thought it was gonna be fake like all those other ads, but he actually hit it","author":"@Rosalyn-q2h","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZKCr3XNjC8"},{"id":"9e25f87e-7517-4eaa-90fa-4fafaabf1bbe","source":"youtube","source_id":"UgxBv86fT9zAhyvkLh94AaABAg","content_type":"comment","title":null,"body_preview":"did you notice how he hit it harder than he hit the other screen protectors?","author":"@invalimann","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZKCr3XNjC8"},{"id":"09dbab80-f45a-4b11-aade-2e349955029c","source":"youtube","source_id":"UgyqpRQyE9jLfQ_A4bl4AaABAg","content_type":"comment","title":null,"body_preview":"I would like to know who's stupid enough to hit their phone with a hammer. NOT JUST THE screen protector like this HONEST boi. Shows here.","author":"@werdoalgd","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZKCr3XNjC8"},{"id":"cdeb581e-bdea-47c9-b564-8cb864c7f226","source":"youtube","source_id":"UgzGyLXPf7e_eVX_WS54AaABAg","content_type":"comment","title":null,"body_preview":"Ahhh yes my screen protector is finally good \n\n\nMy phone on the other hand…","author":"@Fartnite-w4w","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZKCr3XNjC8"},{"id":"f4e91e89-2925-44ff-b92e-8cd6dcfe290e","source":"youtube","source_id":"Ugw0GWEoDUKx2oFD1XF4AaABAg","content_type":"comment","title":null,"body_preview":"He horns harder and more times then the others gng","author":"@WaLlPPeR","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZKCr3XNjC8"},{"id":"5e86afc1-5f76-4c47-9c72-93e0ccf356eb","source":"youtube","source_id":"Ugy4S7at6fVs_kDON1Z4AaABAg","content_type":"comment","title":null,"body_preview":"First of all, the screen protectors need to break for it to absorb the impact, because if they will be unbreakable the impact transfers to the next thing which is your phone. Second of all why did you","author":"@ssmug..222","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZKCr3XNjC8"},{"id":"4cbee109-d5da-49c3-b17c-93b6ed06482d","source":"youtube","source_id":"UgzlNfSmF7sFl4Oe4kJ4AaABAg","content_type":"comment","title":null,"body_preview":"If the screen protector doesn't break the screen will!","author":"@williamzeng464","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZKCr3XNjC8"},{"id":"57daef09-7701-4961-ab6a-478c7a22d540","source":"youtube","source_id":"Ugw88aSyC1kW13KQdU14AaABAg","content_type":"comment","title":null,"body_preview":"The screen protector is ment to break to absorb the impact","author":"@graysonlaporte8391","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZKCr3XNjC8"},{"id":"e795b925-79c9-4b1e-8cd2-5b58ef325aa8","source":"youtube","source_id":"Ugz8qoPhJKtayY1kzrJ4AaABAg","content_type":"comment","title":null,"body_preview":"You can't call 4 screen protectors waste just cuz you hit them with a hammer when would I ever have a hammer near my phone I'm not a mechanic or something like wth","author":"@jverse-99","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZKCr3XNjC8"},{"id":"d26a511e-25f6-48f7-b551-3f49803382cc","source":"youtube","source_id":"UgyIJKgGO9v_4myDOlR4AaABAg","content_type":"comment","title":null,"body_preview":"Bro what’s a screen protector gonna do against a hammer on a phone the hammer will just smash the phone","author":"@samanthaswift395","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZKCr3XNjC8"},{"id":"629f1843-94fb-4033-a884-dd4734c9791d","source":"youtube","source_id":"UgxTlzqFGQoRNnnS5uV4AaABAg","content_type":"comment","title":null,"body_preview":"Why the fuck in the first place I’ll be hitting my phone cass with a hammer","author":"@JenniferSagamang","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZKCr3XNjC8"},{"id":"20c11f38-7f99-4209-b9bf-d7c8ecbd309c","source":"youtube","source_id":"UgwLnja5NOqBC7ay8zh4AaABAg","content_type":"comment","title":null,"body_preview":"Buy the same here or link in bio! \nhttps://tinyurl.com/yttj322s","author":"@magicjohnofficial","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","absence_of_personality","marketing_spam_or_seo_text"],"bot_score":0.38461538461538447,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=7ZKCr3XNjC8"},{"id":"6d4687cb-9e82-487d-b04e-e5a500d4c7eb","source":"youtube","source_id":"UgzVL2jUL0EET93sZa54AaABAg","content_type":"comment","title":null,"body_preview":"This is always the dumbest take. If it takes less resources, it's doing less things.","author":"@denizenofclownworld4853","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gDuRYSXPXzo"},{"id":"645f5a55-e7bc-4c2f-9f67-3ef6ade0c087","source":"youtube","source_id":"UgyxjUQi9l7n-VGOjvR4AaABAg","content_type":"comment","title":null,"body_preview":"the max ram a 32 bit system can handle is 1.8 gig or 1.5 and if i remember  we had a limit on hdd too at the time","author":"@LTon07","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gDuRYSXPXzo"},{"id":"f76e8235-881b-475e-8110-7a6fe2a84d22","source":"youtube","source_id":"UgwFtNNcyllBCSapUJV4AaABAg","content_type":"comment","title":null,"body_preview":"I call bullshit. Windows 95 Kernal requires MSDOS. You can only run it under emulation. You cant even create a VM of 95 but you can with XP.","author":"@IcySaracen","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","technical_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gDuRYSXPXzo"},{"id":"0fef52e0-a114-404c-95ff-a5d87e4e3f55","source":"youtube","source_id":"Ugz83H_TJYAgyVh7uwl4AaABAg","content_type":"comment","title":null,"body_preview":"Nothing has changed.  The evolution and advances in hardware tech  is negated by the evolution and advances  in the the OS and  software. The scales are always kept in balance. \n\nThe comparison would ","author":"@ranilfernando3507","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gDuRYSXPXzo"},{"id":"02169a83-92fe-4387-829b-cd7bd61ab33f","source":"youtube","source_id":"Ugzsyi-Jj8CBwOd0Hq54AaABAg","content_type":"comment","title":null,"body_preview":"Going from a rough foundation of 5million lines of code I think to over 50million lines of code. They built windows on an unstable foundation.","author":"@JackofWarr.","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","lack_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gDuRYSXPXzo"},{"id":"d30350e6-50c2-46c2-be9a-731dc4012a91","source":"youtube","source_id":"Ugz6hvuzB0ik0-Rhigp4AaABAg","content_type":"comment","title":null,"body_preview":"I wish I could go back to 98se but even if you get driver's and update it to run 64 bit and use the entire address space you will be vulnerable to major security flaws","author":"@thepoormechanic","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gDuRYSXPXzo"},{"id":"0b0345f3-b5c1-42c7-babd-34307866cbfd","source":"youtube","source_id":"Ugws5BZGAaHB_YUPKKB4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah but the point of a more modern OS is more stable process sandboxing, kernel protection, virtualization, a more robust and secure signed driver model, file system versioning, etc.\nBut yeah, Window","author":"@GiuseppeGaetanoSabatelli","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 Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gDuRYSXPXzo"},{"id":"727b6b01-4973-4c9e-8341-09bbfb25470f","source":"youtube","source_id":"Ugw48V8UyG-gq0RyuFR4AaABAg","content_type":"comment","title":null,"body_preview":"And 5 seconds later windows 95 got a virus and died","author":"@Rogues4Ever","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gDuRYSXPXzo"},{"id":"6d22dd69-fded-448a-be9f-44b17af2235f","source":"youtube","source_id":"UgwN9lU6cc-oPWIqcHl4AaABAg","content_type":"comment","title":null,"body_preview":"and for sure if he got on the internet 9999 malware, virus. It's like falling into a hole full of snakes.don't do that","author":"@MegaWolfch","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gDuRYSXPXzo"},{"id":"b12a14b9-0446-4d48-bb01-3123264b3060","source":"youtube","source_id":"UgzD822jvxMRfoGBAiV4AaABAg","content_type":"comment","title":null,"body_preview":"1.8 seconds after connecting to the internet it's infested with malware trying to divert funds from your bank account.","author":"@ianPedlar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gDuRYSXPXzo"},{"id":"52395001-fd6e-48a8-97fc-3ccc7f5c5754","source":"youtube","source_id":"UgwkpbCCf71yx9Kl7Ix4AaABAg","content_type":"comment","title":null,"body_preview":"Its because they want to watch us and sign everything over to them now.","author":"@Black0ut00","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gDuRYSXPXzo"},{"id":"c6a5d62a-9594-42e3-9b27-c912581c4527","source":"youtube","source_id":"UgzhXcl0R829nzzqoNZ4AaABAg","content_type":"comment","title":null,"body_preview":"I did the same thing with 98 and I was in-between that and 95.  Why? I'm poor and I had enough money to upgrade all I could just to play the hell out of some games with no lag, lightning install time,","author":"@gregoryb2999","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gDuRYSXPXzo"},{"id":"984aa45e-1c2f-454c-aff3-a3c788aa8ab5","source":"youtube","source_id":"UgyudTx9s4wovItVxBl4AaABAg","content_type":"comment","title":null,"body_preview":"If you use Microsoft products at all, including Windows anything.  you deserve to be in jail","author":"@knucklehead99-z1w","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gDuRYSXPXzo"},{"id":"15e2661d-840b-42e4-acbf-d7ad2b7b47ce","source":"youtube","source_id":"UgwbAMBYS873UXLycSV4AaABAg","content_type":"comment","title":null,"body_preview":"This is what you sound like when you don't understand everything is built ontop of its predecessor","author":"@Coltgov191145","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gDuRYSXPXzo"},{"id":"843f51a1-5e19-4389-ac9c-f0497c8a2401","source":"youtube","source_id":"UgxDjsonxxFm1gWZTVN4AaABAg","content_type":"comment","title":null,"body_preview":"Its funny... but also had to take some doing to get that to work. It was a mess going from windows 98 to windows 2000/NT with the switch from Fat32 to newer file systems when I switched way back when.","author":"@JimmieDoolittle3","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gDuRYSXPXzo"},{"id":"adba06a7-c8a2-4109-aece-3a3452ffa975","source":"youtube","source_id":"Ugxv-TW0fQXCAEK6O_h4AaABAg","content_type":"comment","title":null,"body_preview":"Reminds me of my classic Warcraft 3 Frozen Throne. Damn i miss that game","author":"@justanotherguy2120","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gDuRYSXPXzo"},{"id":"c741d8e9-f592-41d4-a5e2-af8912c108b9","source":"youtube","source_id":"UgxaCATrVKD1CdFpfqV4AaABAg","content_type":"comment","title":null,"body_preview":"I miss Windows XP and 7. Currently dual booting 10 and Pop_os","author":"@albiwan30","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gDuRYSXPXzo"},{"id":"2f6c5ea9-8785-4823-bcff-25f83885c308","source":"youtube","source_id":"UgxCBZFAzbcxWWr9oYh4AaABAg","content_type":"comment","title":null,"body_preview":"Fahq it I'm going back to using Windows 95. Not only were the sound prompts better but it's just so nostalgic","author":"@fingazfinds","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=gDuRYSXPXzo"},{"id":"55a7c195-af80-4176-a507-fc7ea124c01e","source":"youtube","source_id":"UgxjZSrTxGmGHTbuog54AaABAg","content_type":"comment","title":null,"body_preview":"This design wood need a stand accessory. Would make it revolutionary in usage capacity and purpose. Beautiful regardless. Thumbs up.","author":"@AmribrahimAbdulbare","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"5410e7d1-c9c8-468d-b8d5-ad71bc9494be","source":"youtube","source_id":"UgzCRcAABBL5QQAY8Nl4AaABAg","content_type":"comment","title":null,"body_preview":"Imagine how much dust gets between the screens that will drive folks absolutely crazy","author":"@Intrep1dMind","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"196119aa-d333-4c44-97fd-b375eb22698d","source":"youtube","source_id":"UgxUUiPvz-7Y3kDuOMR4AaABAg","content_type":"comment","title":null,"body_preview":"13:17 put a real life woman standing close range right in front of him while he's interacting with the screen and he'll get slapped in no time. 🤣","author":"@tpbolero8495","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"c985a300-b2ce-4779-b84b-4fc233d8cbaf","source":"youtube","source_id":"UgzhF_WD17y_YoQh0p94AaABAg","content_type":"comment","title":null,"body_preview":"14:00 so people with prescription glasses will miss out unless they wear contact lenses? sighs...😔","author":"@tpbolero8495","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"ebac864b-602d-4820-9398-3fa7eae5c0dc","source":"youtube","source_id":"UgyVTXdgpJiPrdnrDDB4AaABAg","content_type":"comment","title":null,"body_preview":"some feedback. I didn't know this was a dope tech video which is one of my favourite series so i skipped the video because I thought it was just about the glasses. it wasn't until I heard this video b","author":"@Mshagy02","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"2bdb196f-5eec-40e9-857b-c7b502cd3638","source":"youtube","source_id":"Ugy5LomfahWHtvGt_MN4AaABAg","content_type":"comment","title":null,"body_preview":"10:38 also if you have two computers plugged in you can have say windows computer on the left and mac on the right but the coolest thing is you can drag and drop files between the two computers and th","author":"@Mshagy02","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","suspiciously_balanced","synthetic_empathy"],"bot_score":0.6923076923076921,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"debbfd90-6e3b-438f-90cf-a8c5da2e6a4f","source":"youtube","source_id":"UgxLOTuMJnQszfXGzUx4AaABAg","content_type":"comment","title":null,"body_preview":"Why can’t you plug in your Phone into the smart glasses. That would be awsome","author":"@laytured","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"5db177a5-b758-4aae-bb6a-8ca80c751832","source":"youtube","source_id":"UgyR_PwNDkRxL0QuE-F4AaABAg","content_type":"comment","title":null,"body_preview":"Those glasses are pretty dope. Now I can be on my phone all day without the poor posture and potentially be semi productive, at the same time 😂","author":"@Wadeaminutemate","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"5a5e9013-ee5a-40d7-95d2-7e317616ef82","source":"youtube","source_id":"Ugyk4tvh30GZaSLVJBd4AaABAg","content_type":"comment","title":null,"body_preview":"Увімкніть автоматичну українську озвучку!!! Будь ласка!!!","author":"@ua7033","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"11402ae5-c27c-45ed-b831-799fd8d680d6","source":"youtube","source_id":"UgzQbrpRloeqOv3NSOF4AaABAg","content_type":"comment","title":null,"body_preview":"what about windows laptops like ASUS , will it be compatible?","author":"@June0071","classification":"ai_generated","confidence":0.55,"indicators":["missing_personality","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"5e67ebe5-8489-49c8-8b40-748fcc7a0187","source":"youtube","source_id":"Ugx5mDLgIFo1GDGDOr94AaABAg","content_type":"comment","title":null,"body_preview":"That first one from a security point worries me, a third party device that has to read all your imputs and know what's on your screen to interact with it... if that thing goes online or needs an accou","author":"@BurntFaceMan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"3e9e9f8e-4047-4efe-abcb-f6953cf9fd24","source":"youtube","source_id":"UgyPJRJOkPXW-AcF6A94AaABAg","content_type":"comment","title":null,"body_preview":"I definitely would love to use them in my work place","author":"@mosharrofabdollah8645","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"96adf21a-d036-4116-b006-c780ac73d35f","source":"youtube","source_id":"UgyhxamcxX4dpXOw8aZ4AaABAg","content_type":"comment","title":null,"body_preview":"Aaaah, a \"redesigned\" MacBook Pro with an OLED display. Wow, so new, it's like Samsung had this not for like 10 years. Wow, so revolutionary Apple... I hope they will have get patent on this revolutio","author":"@kwalletje99","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"d72b81b5-389c-43fb-b74b-408800a7bd9f","source":"youtube","source_id":"UgyZdfZtKxUSiJDwYmB4AaABAg","content_type":"comment","title":null,"body_preview":"A laptop touchscreen is about as useful as a lifeguard at an Olympic swimming final.","author":"@SiddharthaKc-x8f","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","metaphorical_analogy","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"7c46a67b-375e-4e2f-b48f-a9cd732ae038","source":"youtube","source_id":"UgyDhmflpsP4dIP4JaR4AaABAg","content_type":"comment","title":null,"body_preview":"The Marquess (can I call him that in the USA? probably not!!! The USA is a Republic not an aristocracy!!!) has made my day. Just when we thought no new innovative products were possible the Intricuit ","author":"@Jdvc-yd5tx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"30a8f37b-86ce-409e-99f9-51a8af3a65d8","source":"youtube","source_id":"Ugx2tk6pmRfncwTUAE54AaABAg","content_type":"comment","title":null,"body_preview":"No thanks touch screen is by for the worst way to control a game or UI.","author":"@metroidprime3863","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"8d257ab1-bebe-4423-907d-663cf65ff044","source":"youtube","source_id":"Ugworj4nVl71Tp2wdRZ4AaABAg","content_type":"comment","title":null,"body_preview":"13:15 I’d rather have smart glasses with a soft display but as for a VR alternative I think they’re great.","author":"@Commonobservation","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"b651e168-92ec-448b-9c3d-8a714db70302","source":"youtube","source_id":"Ugx86mGCWwqyq3GUEXR4AaABAg","content_type":"comment","title":null,"body_preview":"Just came here briefly to say I won’t watch another one of your videos now that you are a shill for Ridge!","author":"@du3223","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"e11dba2b-d659-435e-a559-feb2ba4ade5d","source":"youtube","source_id":"Ugwmcd8m8zWHs5HOVk54AaABAg","content_type":"comment","title":null,"body_preview":"The Xreal Aura may be lighter than a VR heatset, but cheaper?  I have strong doubts on that, unless you're just counting the Apple Vision Pro for VR.","author":"@MethosOhio","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"cd5e998a-0d01-451e-866a-b6751ce710cd","source":"youtube","source_id":"UgxpCtIxDKIh27pHFTp4AaABAg","content_type":"comment","title":null,"body_preview":"seeing the infancy of Smart Glasses and VR headsets is kinda dope because I know in 20-30+ years, they’ll be a combined product that everyone will have, like their cell phones.","author":"@JSE1986","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","personal_prediction"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"c7d01220-b2d0-4e11-8f0c-717a2be8c8f6","source":"youtube","source_id":"UgxJAFyJCEU362W96Fp4AaABAg","content_type":"comment","title":null,"body_preview":"huh i guess apple is finally merging products? cuz the entire reason macbooks never had touch is so that people have to buy ipads. we're seeing ipados get closer to macOS, so are they eventually going","author":"@too_blatant","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":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"5625ac70-1742-49f0-ac16-7c2bf0a0f219","source":"youtube","source_id":"UgyGmsbC-Zsm-uaCIUd4AaABAg","content_type":"comment","title":null,"body_preview":"i really want that oven man but i cant since i live in Morocco , and they dont seem to ship it outside the us","author":"@HamzaOmari1","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"5db44c0a-bd97-4fad-9a93-fc5faff1a877","source":"youtube","source_id":"WOzcFkld6_g","content_type":"post","title":"The Most Interesting Displays In The World!","body_preview":"From touchscreen Macbooks to holograms\n\nGet 40% the Chef iQ Mini Oven and more by using code MKBHD at https://chefiq.com/discount/MKBHD\n\nMagic screen: https://www.kickstarter.com/projects/intricuit/ma","author":"Marques Brownlee","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2330682103245419,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=WOzcFkld6_g"},{"id":"d0f11d54-042e-4afb-bc69-b9ba4932db14","source":"youtube","source_id":"UgxDQ9aFT5kIzkHqti94AaABAg","content_type":"comment","title":null,"body_preview":"Guys, don’t trust this guy. He’s AI.\n\nThe real one would’ve mispronounced a word or two…","author":"@CuhLippy","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=68N771xovWg"},{"id":"3d417edf-f729-4cd7-bbca-1b353d45f920","source":"youtube","source_id":"Ugw_UlVZXl303REZpqN4AaABAg","content_type":"comment","title":null,"body_preview":"i was tomorrow years old when i find that out watching a youtube video","author":"@BLUEWAFFFLES2294","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=68N771xovWg"},{"id":"2d3a521e-72ee-4795-9d93-ee3e3e39febb","source":"youtube","source_id":"UgyGKwno7N6GKNdDwqN4AaABAg","content_type":"comment","title":null,"body_preview":"This is the first time you told me something I already knew, it makes me feel kinda kewl.\nI love your videos!  So much good info!","author":"@peterzum","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=68N771xovWg"},{"id":"ee127f44-4cf9-4d8d-a197-fe8b843cec8f","source":"youtube","source_id":"UgxOchdRz8gzf7cy8Gx4AaABAg","content_type":"comment","title":null,"body_preview":"The kids of today are going to be able to explore their entire childhood surroundings and document changes via earth maps and tools like this. \nEven going back to 2007 (as far as we can go) as an adul","author":"@mickeyshooter5298","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=68N771xovWg"},{"id":"97d34871-78be-4930-8789-c8f12a255b87","source":"youtube","source_id":"UgzDL_IiBj2PYVab4gJ4AaABAg","content_type":"comment","title":null,"body_preview":"I mean - i remeber the xp(or vista not sure) crusin on google earth \nWasnt there also a moon and mars option?","author":"@emiir55","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=68N771xovWg"},{"id":"0148602a-a9f3-45ce-a586-537ed5f47112","source":"youtube","source_id":"Ugw0t0dDD_MSonezHO54AaABAg","content_type":"comment","title":null,"body_preview":"Yeh, it's really hard to keep the plane stable. Gets not fun very fast","author":"@Art-f3x","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=68N771xovWg"},{"id":"d68fc26f-8adb-4bc3-80ef-b43b75a3eca1","source":"youtube","source_id":"Ugwzr6jnd_fONoPhN_F4AaABAg","content_type":"comment","title":null,"body_preview":"Literally been there for over 20 years, did you just find out?","author":"@sideshowbob5813","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=68N771xovWg"},{"id":"0535aad6-e888-48e8-a9a7-59b10c179654","source":"youtube","source_id":"Ugy92cYFQFa4lyYl2hN4AaABAg","content_type":"comment","title":null,"body_preview":"Before you could also drive a car around the map it was pretty Epic","author":"@Ob1Dk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=68N771xovWg"},{"id":"63b95293-c537-4cec-806f-083ec3334681","source":"youtube","source_id":"Ugz1Pjayniix0frmE0t4AaABAg","content_type":"comment","title":null,"body_preview":"we all knew what we were collectively thinking lol","author":"@skehsep9604","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=68N771xovWg"},{"id":"16894a02-dd32-4d8f-a5c7-8e8e154897fd","source":"youtube","source_id":"UgyP2IB-nyFvcPM7-754AaABAg","content_type":"comment","title":null,"body_preview":"I was so close to swiping away until he typed New York","author":"@slopcanon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=68N771xovWg"},{"id":"e54bf463-dc2d-4ba4-ad7c-f3bc5dab236f","source":"youtube","source_id":"Ugx4-27iqe0xSiHbWDV4AaABAg","content_type":"comment","title":null,"body_preview":"It’s been a thing in the desktop version of google earth for years and has just recently been added to the web version for anyone wondering","author":"@Gaphilly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=68N771xovWg"},{"id":"4f814a25-9dce-49da-88b1-94bfdf4c1aa5","source":"youtube","source_id":"UgxnWKyuRzuOZbVsv3Z4AaABAg","content_type":"comment","title":null,"body_preview":"\"Lets go to nyc\"\n\nOh... oh no... oh? He didnt do it","author":"@neverknowsbest1717","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=68N771xovWg"},{"id":"1d322c2b-3d01-4d3d-9ae0-e97abfe055d2","source":"youtube","source_id":"UgzVejCtqAcf5nPVKfN4AaABAg","content_type":"comment","title":null,"body_preview":"Not on my PHONE it doesn’t. \nSTREET VIEW option is fun, because you can see they chose to drive by on the exact day you’d placed all your garbage on your doorstep, or had underwear hanging on your clo","author":"@eatwhatukiii2532","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:08 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=68N771xovWg"},{"id":"22525fb9-e430-41b4-ae0b-799d850e5698","source":"youtube","source_id":"68N771xovWg","content_type":"post","title":"Google’s hidden secret","body_preview":"Did you know Google earth has a built in flight simulator? Try these steps to fly anywhere in the world in your browser.\n\n#google #flightsimulator #technology","author":"Matty McTech","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.5354815475160253,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=68N771xovWg"},{"id":"3405b172-fb65-4953-ab65-9b86b09c3984","source":"youtube","source_id":"UgxqNrANynFBO_L7b9d4AaABAg","content_type":"comment","title":null,"body_preview":"It would have helpen if the switch was on the ups as well","author":"@denniskluytmans","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"e78dbc1c-6267-49b7-be33-22f834a067cf","source":"youtube","source_id":"UgwzGqv5r8dONa2Rewp4AaABAg","content_type":"comment","title":null,"body_preview":"Quickly, it's not just that, but there has been reports of the newer gaming PC companies, even making their Ethernet ports less quality. So I just wanted to let you know that. Yes, this was a freak ac","author":"@thatstoneroverthere4009","classification":"ai_generated","confidence":0.7,"indicators":["synthetic_empathy","template_phrases","imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"cc80b1a4-8b31-403e-9667-e13d35318847","source":"youtube","source_id":"Ugwdef__Ogiuzbdeu-54AaABAg","content_type":"comment","title":null,"body_preview":"watching this short when the sky starteld to rumble maybe a sign","author":"@Yo_Gerry","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"264a642b-ef82-4796-9b68-c483be00e730","source":"youtube","source_id":"Ugy1bbheu9x0pPPuJRF4AaABAg","content_type":"comment","title":null,"body_preview":"broooo this happened to me. completely killed my pc and $500+ of networking equipment :/\n\neven weirder is that my mac and other pc were connected to the same switch and are completely fine","author":"@andymorin9163","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"47fc72cf-6001-4423-bd55-423094e4ab78","source":"youtube","source_id":"UgzSbIBnuBdQ6rK5meR4AaABAg","content_type":"comment","title":null,"body_preview":"This happened to a friend of mine when we were 13-14 years old. His dvd rom shot out of the pc as well... Insane power in a lightning strike.","author":"@Phelixc","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"bdd05c40-01c6-4300-9714-84db6c07423a","source":"youtube","source_id":"Ugy7YyKfJeEhJyHaq714AaABAg","content_type":"comment","title":null,"body_preview":"Surprised it wasn't fiber into the house.....hmmmmm.","author":"@Synkhan","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"b6e01dbd-5f6f-43a4-b443-23f347df55a3","source":"youtube","source_id":"UgxU9wPnkEHyqo-Xqnh4AaABAg","content_type":"comment","title":null,"body_preview":"my modem got fried when my neighbors tree got hit by lightning ,.,.. Thank god i turned my pc off mins before ..","author":"@djlightweight641","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"a79d0479-49a1-4776-8e87-7e6aefffe8ee","source":"youtube","source_id":"UgxLPzNFCLKyhWFBHVJ4AaABAg","content_type":"comment","title":null,"body_preview":"This reminds me of the time when something similar happend but it wasn't just my house where two of my routers and tv blew up because of the lightning but several neighborhoods around with similar dam","author":"@ahsiam4234","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"e3ec7f73-83dc-41bf-8f26-974eaeb4465e","source":"youtube","source_id":"Ugx91wmGwmg-IxcgRnd4AaABAg","content_type":"comment","title":null,"body_preview":"Fiber-optic internet proved its superiority again. It also works during blackouts because it does not need any power.","author":"@dewrow","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"8c4e4738-7bc8-49aa-afad-6908e8b3c07a","source":"youtube","source_id":"UgwSJ8AVxutOgdnTdOR4AaABAg","content_type":"comment","title":null,"body_preview":"Man must’ve plugged that 1000 gigabit internet into a 1 gigabit port 💀","author":"@Observant_Wolf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"94d26855-e6da-43e7-b492-ec2291d9f210","source":"youtube","source_id":"UgyvoDFbx-w0_1jsZsN4AaABAg","content_type":"comment","title":null,"body_preview":"No matter what we do. You'll never be able to stop lightning.","author":"@alex6matias","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"f63fe4a3-acb4-420a-9d5d-0a9f208157a2","source":"youtube","source_id":"UgxGq0MFyBmKDPQRsIV4AaABAg","content_type":"comment","title":null,"body_preview":"Thank god I have FTTH. For me this only can happen if it hits the power line","author":"@Rajala1404_y","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"cf17f510-9378-412b-be4c-c737fc781c0b","source":"youtube","source_id":"Ugw95MWm3tAQiXNyA5x4AaABAg","content_type":"comment","title":null,"body_preview":"This happened to me too about 15 years back. Thankfully it was all insured. From then onwards in lightning storms I unplugged my router.","author":"@DarkWr4ith","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"0314dfe6-9280-4a09-b320-53fe0ed09225","source":"youtube","source_id":"UgxlrDrLtChhbW8ulCZ4AaABAg","content_type":"comment","title":null,"body_preview":"HAH STUPID ZIPLY USER NO MORE GIGABYTE/SECOND WIFI","author":"@GermanGutterTank","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"931b451f-bb8f-4c2e-b40d-c51bde124314","source":"youtube","source_id":"Ugxm5bvodM6xpxxS51h4AaABAg","content_type":"comment","title":null,"body_preview":"Since I have fiber optic into the house I don't have to worry about this version of hell.","author":"@pilotbrian1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"7ceb59c8-bc0b-4545-8e6f-18d2d5b2e512","source":"youtube","source_id":"UgxTUOHB1MlMfvkGeMt4AaABAg","content_type":"comment","title":null,"body_preview":"It happened to me before. Lightning hit our satellite dish, and we ended up with two TVs with fried panels and one damaged receiver. One of the TVs was connected to my little brother’s PC, and the mot","author":"@AbanoubZak-dq4op","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"304b8e54-38e9-499d-9b66-dc1cad500cee","source":"youtube","source_id":"Ugw7MLWLyh2BuaLnEN14AaABAg","content_type":"comment","title":null,"body_preview":"Use a surge protector that offers Ethernet protection; they are common.  You just run from the router to the surge protector and then on to the PC.","author":"@Virgil_G2","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"12953245-ed62-4563-9c50-ab8e9606e8c7","source":"youtube","source_id":"UgwFaNEliSLhr8odWj54AaABAg","content_type":"comment","title":null,"body_preview":"wow computers have gotten weak over the decades. i had an hp pavilion running windows me. that thing was a beast and took 4 lightning strikes. only things that got damaged was 1 pci port, 2 psus, and ","author":"@xbahamutzero","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","personal_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"2810a328-308a-4087-8990-d41c1da16da9","source":"youtube","source_id":"Ugy1Xoyv1tV60i-pbRR4AaABAg","content_type":"comment","title":null,"body_preview":"jokes on you, our phones lines are buried in the ground","author":"@qwertziop0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"f9645209-e04a-48c2-b6a7-80512a2d95ee","source":"youtube","source_id":"UgwBP7KxdC7bBWkDa794AaABAg","content_type":"comment","title":null,"body_preview":"Lmao THATS SO RARE AND INSANE , COOL BUT ALSO DAMN SAD TOO 😅","author":"@infinnite4938","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"3231810f-6388-49d1-a062-9fbb8a21d19d","source":"youtube","source_id":"UgypyH4zGIRdHGfr8ut4AaABAg","content_type":"comment","title":null,"body_preview":"He's Romanian because he smokes veev vapes, probably using Digi. Once you connect the dots, Romania has poor lighting surge protection in general.","author":"@16andbraindead","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=8X0AoH1s39I"},{"id":"15447324-6f03-4be8-8ba8-2f6cc0924361","source":"youtube","source_id":"UgxMPKuXoOJvuQYzxq94AaABAg","content_type":"comment","title":null,"body_preview":"Yo the last one was a bowling ball but it looks like a soccer ball","author":"@king_santer","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3UAraLpAL70"},{"id":"fdde37e0-1fa4-4ed1-97cf-73bee4aa75c2","source":"youtube","source_id":"UgzwHTo6hwlyINgFRFt4AaABAg","content_type":"comment","title":null,"body_preview":"you definitely gay. I just saw just too hot baby tree like that’s a baseball normal baseball and that was not the strongest that’s cheating. You need to do a real boss.","author":"@Dinosaurio-o8l","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3UAraLpAL70"},{"id":"dc1688b0-4097-4bef-9a1a-435f0f737eef","source":"youtube","source_id":"UgwmKrnilNbDFQaRMEF4AaABAg","content_type":"comment","title":null,"body_preview":"On the last one the football was actually a bowling ball","author":"@charleneclapp6317","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3UAraLpAL70"},{"id":"60216115-7bd7-404c-a9fc-8ea8adc5e47b","source":"youtube","source_id":"UgzEwK3uS4W8Ub1bLEZ4AaABAg","content_type":"comment","title":null,"body_preview":"Zong that was it a a soccer ball that was a bowling ball you can tell about the sides there was three things on the sides of the soccer ball","author":"@SaBreenaSnavely","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3UAraLpAL70"},{"id":"55e99676-26db-407c-bc04-f05e91f38a0e","source":"youtube","source_id":"UgyHPEJPXDbAoy3hbs54AaABAg","content_type":"comment","title":null,"body_preview":"how the hell is the world biggest football break it","author":"@DameonWilkinson","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3UAraLpAL70"},{"id":"8cf6c3ea-1db3-4590-b0aa-65cab62bd584","source":"youtube","source_id":"UgzqH8Smjdyi-dnLY_p4AaABAg","content_type":"comment","title":null,"body_preview":"Bowling ball is made of plastic and that last soccer ball is a painted bowling ball","author":"@Its_Todee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3UAraLpAL70"},{"id":"224acd3a-09c1-4c18-b75b-7304048f81d1","source":"youtube","source_id":"UgymcyiAbJbPPbxDZ3F4AaABAg","content_type":"comment","title":null,"body_preview":"The last one wasn’t the world’s heaviest soccer ball. It was a bowling ball painted like a soccer ball.😢😢😢😢","author":"@Toniejenkinsss","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=3UAraLpAL70"},{"id":"f5a960c4-a0eb-455e-8145-77e3a2df59af","source":"youtube","source_id":"3UAraLpAL70","content_type":"post","title":"VitalWear X ⌚ SmartBand | Health & Fitness Smart Track#VitalWear #SmartBand #ytshorts","body_preview":"🚀 VitalWear X SmartBand ⌚ ek next-gen wearable gadget hai jo aapki health, fitness aur daily lifestyle ko smart tareeke se track karta hai. 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anymore","author":"@571cKm0n","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=U5IPxDt4MFU"},{"id":"c71be306-cfc6-4062-aa8d-e36b80087472","source":"youtube","source_id":"Ugw0X8CVfS9fR2Z97Xt4AaABAg","content_type":"comment","title":null,"body_preview":"You dont want your pc too cool because of condensation","author":"@tormendor8585","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=U5IPxDt4MFU"},{"id":"5a80635a-2d93-4df4-8539-10a4102a1249","source":"youtube","source_id":"UgwnDOKdrWX2V3BdfkJ4AaABAg","content_type":"comment","title":null,"body_preview":"Bro real the 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Those cool phones down pretty well, if you cant put it in the freezer for 15 mins you have a problem","author":"@BlueMeanEyes42","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.36410256410256403,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=U5IPxDt4MFU"},{"id":"deaecb5b-525f-4543-89c8-dfe8a779d1dd","source":"youtube","source_id":"UgxFHgjGxOe_jcETH3p4AaABAg","content_type":"comment","title":null,"body_preview":"Попробуй ксеноновую газоразрядную колбу(лампу) и высоковольтный конденсатор, результат по идее должен удивить","author":"@mechanik1707","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yioxrKRY10M"},{"id":"3b4204de-afcd-4d79-b8f9-ae685301b60a","source":"youtube","source_id":"Ugw1qXOW8S_CtF0Un-l4AaABAg","content_type":"comment","title":null,"body_preview":"Почему оно у меня на английском языке запустилось 😭","author":"@sheimy42","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yioxrKRY10M"},{"id":"3eccbc96-33fe-4310-9b8f-1fddf8c7f556","source":"youtube","source_id":"UgwrYqURoJxCV5LYMIh4AaABAg","content_type":"comment","title":null,"body_preview":"It's actually more clearer than I thought it would be that's awesome to know","author":"@DragonSlayer1017-y1z","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=yioxrKRY10M"},{"id":"2bf96592-9e09-4383-b542-fb8eed1ec2a6","source":"youtube","source_id":"UgywUKYhiixIeEcB65J4AaABAg","content_type":"comment","title":null,"body_preview":"Try a flintstone in a lighter next! 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By 3/2027 satan will have complete control of this world. and many of us will be killed. 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Never heard of her. So… I had to walk about 2 statues of liberties down yonder to get the mail everyday when I was a kid…","author":"@Mel_Photos","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"0b8cd1cd-b95c-4b32-9060-e23a70627dca","source":"youtube","source_id":"UgxSpYpXmR09597YtOJ4AaABAg","content_type":"comment","title":null,"body_preview":"Are the fluids conserved or do they have to keep adding water?","author":"@zackf3688","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"12908432-3a4b-40ba-922c-fb0192034f70","source":"youtube","source_id":"Ugw5Ylq7Aes4cXc4ril4AaABAg","content_type":"comment","title":null,"body_preview":"Why did I never think of just using a liquid with a lower boiling point that’s so smart","author":"@PolarBurgers","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"e8cfd6fe-a840-4301-aea5-68b2147fd795","source":"youtube","source_id":"Ugw7rpTZcfSgmUX5_2V4AaABAg","content_type":"comment","title":null,"body_preview":"There are MASSIVE Flaws in this idea, it works fine, until it doesnt. How expensive does everyone think it'd be if the line was clogged that far underground? No water = no power + Thousands if not Hun","author":"@wgdjoefraser","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 Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"3eaccab6-61ea-45e7-a0cf-7bdc6dd8d7fb","source":"youtube","source_id":"Ugw2WVd_LXranCpLx_94AaABAg","content_type":"comment","title":null,"body_preview":"This is brilliant.These are the types of developments I want to see!","author":"@samurai-slayer","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"f0068cf7-d639-4409-887d-595f57214ab4","source":"youtube","source_id":"UgwdzgDkkA8S6q0qNrR4AaABAg","content_type":"comment","title":null,"body_preview":"The real question is. How the hell  do they drill that deep?","author":"@shadrachemmanuel1720","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"a303046f-7223-4ad8-86ea-ec2bd6c0583d","source":"youtube","source_id":"UgxKkvOqYCt9tzuiaOx4AaABAg","content_type":"comment","title":null,"body_preview":"Love it when they use fahrenheit for scientific measurements. While they explain I can look up a table to find out how much a fahrenheit is. When are you going to make up your own measurement for Watt","author":"@Ferdinand208","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"547a4dfe-6822-4af3-8374-958c162a5597","source":"youtube","source_id":"Ugxz0gJxM7g7heQGXWt4AaABAg","content_type":"comment","title":null,"body_preview":"Solar and wind are cheaper and more efficient. However, they need surface. This stuff works underground and can consistently back up for cloudy windless days.","author":"@Haymdahl","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"70f26f88-4e70-421d-a194-701cfd1b0f91","source":"youtube","source_id":"UgznOvvpwxIZNmLx4lR4AaABAg","content_type":"comment","title":null,"body_preview":"You never answered how much energy this plant is actually producing and instead said how much geothermal energy is expected to produce 20 yrs from now. So how much energy is this thing actually provid","author":"@jonathanbolokoski374","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinion","direct_questioning"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"e0923aeb-c41b-48c3-85c4-a4c9fa9ec466","source":"youtube","source_id":"UgxKdGYm-LNMwZBoHJx4AaABAg","content_type":"comment","title":null,"body_preview":"This guy should shave his eye brows.  A good look IMO","author":"@lewcrowley3710","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"05f4482a-970f-45ce-9747-557503738688","source":"youtube","source_id":"Ugz1TI_8u2YIee2s3-J4AaABAg","content_type":"comment","title":null,"body_preview":"Like if you did not understand a word this guy just said","author":"@akintadetemitope399","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"136b4238-da23-497c-a026-8c73a1fd5b61","source":"youtube","source_id":"UgzMH0PMpsJnK1pcoJ94AaABAg","content_type":"comment","title":null,"body_preview":"My problem is that this is gonna destabilize the ground, esp when scaled-up. This feels like fracking w extra steps to me.","author":"@AustinCedio","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"47f19f65-aa7c-446c-aa73-c07503058d00","source":"youtube","source_id":"UgxeM-vP4uUl77nyqQt4AaABAg","content_type":"comment","title":null,"body_preview":"*\"Wait it's all Boiling Water?!*\n\n_\"Always has been...\"_","author":"@Atmos_Glitch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"664120af-28f5-4245-bbe9-3a0e0ec340ad","source":"youtube","source_id":"UgzvZq2k1YkxT6S77xl4AaABAg","content_type":"comment","title":null,"body_preview":"Nice concept. I’d like to look into how this scales safely and effectively without jeopardizing stability of the earth crust with the many holes being bored. \n\nCool idea though , shows we really don’t","author":"@AdeposiOkupe","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 Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"f6c4a164-063b-4b8b-bbcd-2b4a7a8fd544","source":"youtube","source_id":"UgyksTmTClyUHUJNDUl4AaABAg","content_type":"comment","title":null,"body_preview":"Not safe. Can’t inspect the casing. Disaster waiting to happen","author":"@TimDavies1955","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"cf10df08-5b77-4272-a7d3-0507871d5cb5","source":"youtube","source_id":"UgwOCyUOuD5dA32w_AB4AaABAg","content_type":"comment","title":null,"body_preview":"see enel project in usa,\nthe heat quantity released in the atmosphere will contribute to climate change despite being carbon free, \nplus it is bot carbon free as long products, components and services","author":"@user-nj1ob8ht3p","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"a40a0e55-f33a-48f6-8fc3-3a41968655c6","source":"youtube","source_id":"UgygNkSSMISOZLTOvtV4AaABAg","content_type":"comment","title":null,"body_preview":"I don't think Google discovered anything new here. The News is more likely that they are Investing in it.","author":"@Wreenz","classification":"human_created","confidence":0.7,"indicators":["terse_reply","opinion_without_hedging","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"b55283c3-c438-4487-a29b-18e1878003ea","source":"youtube","source_id":"UgyS-dk2FVxgxP1U_7l4AaABAg","content_type":"comment","title":null,"body_preview":"I'm not gonna lie i thought the hack was to leech off of public city power","author":"@averagecornenjoyer6348","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"69d769cd-e54f-4452-9570-b2e56b154437","source":"youtube","source_id":"UgzczKDNdPcyI7n0ui94AaABAg","content_type":"comment","title":null,"body_preview":"I thought you were going to say they figured out how to humans in energy for their data centers. 😅 Silly me 😂  They haven’t have they?","author":"@Lenin-cq9ol","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"5d5ad0ea-7dd4-411d-9dfd-5d6767722dc8","source":"youtube","source_id":"UgwSyKz4dzlAxU3yFyB4AaABAg","content_type":"comment","title":null,"body_preview":"So digging a hole and going down is actually hotter then the surface, I feel like a flat earther because if it was true and worked, why haven't China and Russia done it :3\n\nSomeone hiding something bu","author":"@eren_artisy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"e2f8d61c-725c-47b7-85da-0346d08306af","source":"youtube","source_id":"Ugx6_qH-yzjA0Ilf2nJ4AaABAg","content_type":"comment","title":null,"body_preview":"I would TEG the sh*t out of that heat :) Probably someone calculated TEG vs steam turbines and Nevada desert may be part of that, but imagine it somewhere cold.","author":"@seti_o","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"dfe2a391-d887-4c46-abac-2ba83b521b74","source":"youtube","source_id":"UgzjxluHRUuuHmIHQat4AaABAg","content_type":"comment","title":null,"body_preview":"Are we just going to ignore that the fans, pipes, wires, etc emit carbon when they are produced? This is a cool concept though.","author":"@bbbb44-t6o","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"b3cabb8b-c737-489e-b9e1-019dd1380b25","source":"youtube","source_id":"9ltVH8RQYFk","content_type":"post","title":"Did Google just find infinite energy?","body_preview":"Did Google just find an infinite energy hack? #google #fervo #jerryrigeverything #sponsored\nLet me know if you want to see more deep dives like this in the future. \n@FervoEnergy and @google","author":"JerryRigEverything","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=9ltVH8RQYFk"},{"id":"39c8998f-332c-42c8-a87f-38da42420a18","source":"youtube","source_id":"UgzJ6QjggSC2_sVM1b54AaABAg","content_type":"comment","title":null,"body_preview":"It is just me, or do others agree that people who do this are lower in intelligence? Like bro you are one handing something for style that could cost you big just so you can record and MAYBE get clout","author":"@stryder6253","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Zl1nkcCNifc"},{"id":"ec890afe-6a88-46fb-b295-bafffc58c69f","source":"youtube","source_id":"Ugwpp-p59M7R6B7i05t4AaABAg","content_type":"comment","title":null,"body_preview":"What does that do I don't have a PC so can someone tell me","author":"@JuniorRobbo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Zl1nkcCNifc"},{"id":"ebf66b47-b38d-4660-a8af-78664ac91067","source":"youtube","source_id":"UgxW6FVZkeLvLq7zSih4AaABAg","content_type":"comment","title":null,"body_preview":"Вначале непонил че таково а потом досмотрел до канци и как понел сейчас лежу в реанимации надеюсь бро ты больше непритронишся к компьютерным деталям.","author":"@PupsPupsov-d5x","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Zl1nkcCNifc"},{"id":"e3a0309d-909e-409c-91ff-e5308555cc73","source":"youtube","source_id":"UgxEArm943W8187UWXB4AaABAg","content_type":"comment","title":null,"body_preview":"Я смотрю это видео, после того, как разбил матрицу монитора при переезде. Я не знаю, от просмотра этого видео становится лучше или хуже","author":"@psa_lm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Zl1nkcCNifc"},{"id":"8b7baec3-205b-41ce-9abf-1ca1e069f5f1","source":"youtube","source_id":"Ugzeazym1aDs5_6286R4AaABAg","content_type":"comment","title":null,"body_preview":"раньше ты мог просто пойти и купить видеокарту, теперь остаётся смотреть как распаковывают новую.","author":"@lpk3133","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Zl1nkcCNifc"},{"id":"e22251c3-e0cf-4326-b46c-4de50f47604d","source":"youtube","source_id":"Ugzd5sPb7mCVf1xMJXp4AaABAg","content_type":"comment","title":null,"body_preview":"I dont really understand why people open something very expensive with just one hand while also holding a phone for recording in their other hand. And that too ALWAYS close to a corner, where it is de","author":"@memer69.8w","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Zl1nkcCNifc"},{"id":"e109ce5d-2657-4ca2-a48b-acd9fdd72fdf","source":"youtube","source_id":"UgzXJ86lQ4_wQSDY9wt4AaABAg","content_type":"comment","title":null,"body_preview":"I always leave that film on, its a protective layer, and I do not find it satisfying to remove at all.","author":"@JackCarregan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Zl1nkcCNifc"},{"id":"c9eadce6-03b0-483f-9d76-c55474a29d52","source":"youtube","source_id":"UgzqXLFY45J3LfSCO6p4AaABAg","content_type":"comment","title":null,"body_preview":"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA","author":"@UZVEX","classification":"human_created","confidence":0.95,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Zl1nkcCNifc"},{"id":"2dea82bd-df5e-4e63-adb4-780e021ed5fa","source":"youtube","source_id":"UgwR2lSuKSuZb1OUi8J4AaABAg","content_type":"comment","title":null,"body_preview":"I wish i could understand this joke but I don't have a frickin pc so I'm playing on mobile wich is not even for gaming it's just normal phone 😢","author":"@freiren_ohio","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Zl1nkcCNifc"},{"id":"e1424760-644e-43a7-9a81-e94ae9bc3b6f","source":"youtube","source_id":"UgxTNFYYHGGbn03fwgl4AaABAg","content_type":"comment","title":null,"body_preview":"Fun fact: The character at the beginning is not Gus","author":"@blackwolf_365","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Zl1nkcCNifc"},{"id":"2a933990-af2c-4287-ba64-deea1c167ebf","source":"youtube","source_id":"UgxvHuLsyVPQzfinoth4AaABAg","content_type":"comment","title":null,"body_preview":"В СССР за такое расстреливали, оживляли, а потом снова расстреливали","author":"@igorSKF-51","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","cultural_references","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=Zl1nkcCNifc"},{"id":"0595cd43-6c15-4f5a-bd98-a284bd99feb5","source":"youtube","source_id":"Ugz1wNpV9lsR5PRppgN4AaABAg","content_type":"comment","title":null,"body_preview":"Companies should invest in their own ai infrastructure. At this point open source LLM's are pretty fantastic. The single source AI is not sustainable, but distributed AI is more than functional. You c","author":"@jamesseraph8813","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 Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RhheYbgT89Q"},{"id":"0262bd37-7dc2-47b0-8fbd-bbb05d0c53c1","source":"youtube","source_id":"UgwC--m-cFfORKDT6Yl4AaABAg","content_type":"comment","title":null,"body_preview":"Never trust AI........ Terminator movies, Blade Runner, I Robot etc...the list goes on","author":"@sacredoblivion1647","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RhheYbgT89Q"},{"id":"cb14d841-8cae-4c1b-83b4-a28c0b97e1b3","source":"youtube","source_id":"UgwN1McH_OuUA-CXflF4AaABAg","content_type":"comment","title":null,"body_preview":"Run AI locally to save money. No limits but you do have to wait a bit more","author":"@wanderingyoutube","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RhheYbgT89Q"},{"id":"a030e0df-4d15-42ba-872a-1d71624d96cf","source":"youtube","source_id":"UgzboBKu8RuvRkYRZo14AaABAg","content_type":"comment","title":null,"body_preview":"It's funny how they all fired tons of employees and used AI instead for money reasons, but now scramble to get their people back because AI costs each month more then half a year of the original empol","author":"@yunix7965","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced","human_indicator_imperfect_expression","human_indicator_emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RhheYbgT89Q"},{"id":"3036d162-33a5-4e35-aa03-5e0445cc6fb5","source":"youtube","source_id":"UgyZpQZDFfMTEsHJpDp4AaABAg","content_type":"comment","title":null,"body_preview":"So what does it mean that our government agencies are pushing ai as much as possible 🤔","author":"@syrup_py","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RhheYbgT89Q"},{"id":"d4c67ecf-f9e5-47e1-92f3-cbd04f5f8327","source":"youtube","source_id":"Ugz67wU0Qwshi6nHXPR4AaABAg","content_type":"comment","title":null,"body_preview":"The best way I can think of it is companies are pushing AI kinda like if people tried to push flatscreen TVs back in the 1990s to everyone that’s not a great example but you know insert any technology","author":"@rex3840","classification":"ai_generated","confidence":0.7999999999999999,"indicators":["template_phrases","over_qualification","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RhheYbgT89Q"},{"id":"0d80f7ed-9c1d-4691-aa20-acee9023ce63","source":"youtube","source_id":"UgyDraNdRciwMroZyxx4AaABAg","content_type":"comment","title":null,"body_preview":"They removed human jobs to cut costs but AI is making some companies go bankrupt!!!!!!!!! 😂😂😂","author":"@Science_Spark68","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RhheYbgT89Q"},{"id":"b2464437-3e49-41dc-b420-8b705fd03e1b","source":"youtube","source_id":"UgwaZwG-LcODwCYqMON4AaABAg","content_type":"comment","title":null,"body_preview":"One time my siblings and I racked up hundreds of dollars in data on our Grandmother's Wi-Fi Hotspot from watching Mythbusters and Pimp My Ride.","author":"@danielpeck6269","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RhheYbgT89Q"},{"id":"b6ab6646-26ab-4398-910b-8be4b575e264","source":"youtube","source_id":"UgzP9cPqYqPsJ2Iu6094AaABAg","content_type":"comment","title":null,"body_preview":"I use deepseek because if everything pass America data center it will eventually sell to Chinese anyway.","author":"@patahgaming","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RhheYbgT89Q"},{"id":"c07f89b2-9ca8-445f-9173-dfcf6c7f5c4d","source":"youtube","source_id":"Ugx9nvvoFcMK9MQSArp4AaABAg","content_type":"comment","title":null,"body_preview":"I wonder how many tokens it takes to generate all these dumb AI memes and videos.","author":"@Makermook","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RhheYbgT89Q"},{"id":"62be4ee5-93f9-454a-af78-565c561a5569","source":"youtube","source_id":"UgyiyEXdq7_LK_VWHIJ4AaABAg","content_type":"comment","title":null,"body_preview":"what everyone is slowly learning with AI is they didn't need AI. they need a proper framework with the right roster of AIs. that way you dont use all your tokens because your prompt gets properly spli","author":"@mvarez","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 Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RhheYbgT89Q"},{"id":"7b4b7e2f-6af2-491f-b06d-b204891d46a6","source":"youtube","source_id":"UgwQe_Jm6hBANrITP8x4AaABAg","content_type":"comment","title":null,"body_preview":"wow it's almost like big CEOs can't handle _actually_ doing work now that they have an easier way to get something else to do it for them. crazy. in other news I have continued my existence and yet ha","author":"@voidmatic","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 Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RhheYbgT89Q"},{"id":"5990f93e-6d12-4dc8-8f48-43f9c46f8988","source":"youtube","source_id":"UgyToHplTeNXls--MQt4AaABAg","content_type":"comment","title":null,"body_preview":"To put that in perspective. 500 million;\nIf you paid 400 employees $20hr\nFor 8hrs a day, 7 days a week\n365 days a year\nFor 10 years straight.\nIt wouldn't even cost HALF THAT AMOUNT\nThey CAN afford to ","author":"@boxhoundr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RhheYbgT89Q"},{"id":"b6961272-641e-4e85-ab5b-20a88cb74ffb","source":"youtube","source_id":"Ugx0iMmTlhy3jp62cYl4AaABAg","content_type":"comment","title":null,"body_preview":"They made the individual people so broke the had to market straight to the companies to use as much snake oil as possible as fast as possible. Anyone “tokenmaxxing” is the biggest fools in the game.","author":"@PigeonInAWig","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RhheYbgT89Q"},{"id":"7a393d3f-2a2b-4426-b89f-5b9be795b229","source":"youtube","source_id":"UgxbIznAm4h9vzvy-jJ4AaABAg","content_type":"comment","title":null,"body_preview":"This is basically the Dutch Tulip Bulbs Obsession all over again.","author":"@FantasmagoriaAhoy","classification":"human_created","confidence":0.7,"indicators":["cultural_reference","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RhheYbgT89Q"},{"id":"4816c734-9807-434e-9617-f6f3a3fcd059","source":"youtube","source_id":"UgzzCu-cyr0ahuNrlGl4AaABAg","content_type":"comment","title":null,"body_preview":"\"Do you want me to lie or do you want to be unhappy\" 😂","author":"@christen9847","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RhheYbgT89Q"},{"id":"57e5c640-49db-4f1a-871e-eb75f590e57a","source":"youtube","source_id":"Ugw4CofWT2rXqwgn_iR4AaABAg","content_type":"comment","title":null,"body_preview":"Yeah because using ai cheaply is a pain in the ass of its own, and when you don't pay for the tokens, as an employee, you use incredibly expensive claude for everything","author":"@user-zi8lg5qu1h","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RhheYbgT89Q"},{"id":"da40a0f2-0a1f-44f2-a553-3c6b1061befc","source":"youtube","source_id":"UgyeF0-CquhI_ZvDdmd4AaABAg","content_type":"comment","title":null,"body_preview":"I read a book called iron empires and it was about late 1800s railroad tycoons. They would lie cheat and steal on Wall Street while crushing labor movements and rival companies all while the railroads","author":"@quesogrande7488","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RhheYbgT89Q"},{"id":"592de6c2-67de-496c-a2d8-8fe77080d322","source":"youtube","source_id":"UgxJnHf4jfIhy0ePEbh4AaABAg","content_type":"comment","title":null,"body_preview":"Just wait till AGI manifests and kills all humans. That will be great for the economy....","author":"@ianchristmas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=RhheYbgT89Q"},{"id":"c79e4593-21e3-4f93-b473-540dc12df379","source":"youtube","source_id":"UgzKazZctxkjv9QvhMt4AaABAg","content_type":"comment","title":null,"body_preview":"If they put it under it would be harder to find bro","author":"@GBMedits2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mD5_P-pSUcE"},{"id":"a0a59023-31e6-4170-81dd-5ab71ee2e61f","source":"youtube","source_id":"UgzeZIHbVGon5_dRaup4AaABAg","content_type":"comment","title":null,"body_preview":"Is it weird I actually spotted the Samsung instantly","author":"@SubtoBurgerCatVR","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mD5_P-pSUcE"},{"id":"784c3a74-b6ec-4cc9-bebd-6995adde9761","source":"youtube","source_id":"Ugzgwx3eW6EMznTXaDx4AaABAg","content_type":"comment","title":null,"body_preview":"iPhone: 📱\n                  🫛🫛🫛\nSamsung: 🫛📱🫛\n                  🫛🫛🫛","author":"@voltageking1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mD5_P-pSUcE"},{"id":"1e4f383a-c724-48c6-9008-864adc7606ae","source":"youtube","source_id":"Ugxnpf4m7wcLva6_Sd14AaABAg","content_type":"comment","title":null,"body_preview":"well now would i want a saunsung bc you can easily lose it soooo","author":"@yuleeizyk2127","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mD5_P-pSUcE"},{"id":"129c2e55-2a3e-428f-b2f9-d7c824188406","source":"youtube","source_id":"UgxuC1cBY8QBsnp4F3x4AaABAg","content_type":"comment","title":null,"body_preview":"What he does hid the iPhone on top of the sand or idk \nPut the Samsung hid it with sand","author":"@Bloxiecola","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mD5_P-pSUcE"},{"id":"ffeede29-1a90-443d-aeac-ca3c384270b6","source":"youtube","source_id":"UgwP_1rPveRSKlimc2Z4AaABAg","content_type":"comment","title":null,"body_preview":"She’s the perfect combination of grace, cuteness, and a sense of humor that makes her even more lovable!🌈💕💕","author":"@milasantika-e6i","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mD5_P-pSUcE"},{"id":"ad320bd1-6d51-46e0-9d7c-fdfb3ce40790","source":"youtube","source_id":"UgxwFRSppu7caBJWimR4AaABAg","content_type":"comment","title":null,"body_preview":"This channel is underrated I will definitely recommend this.","author":"@tamaraevans-e9n","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mD5_P-pSUcE"},{"id":"679cd55e-8851-480e-80fb-9d436041ede3","source":"youtube","source_id":"UgxcsmHN0naTB-8mmHZ4AaABAg","content_type":"comment","title":null,"body_preview":"Bro the iphone would probably be more hidden if they didnt make this an obvious bias and showed the iphone borders","author":"@muh1341","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mD5_P-pSUcE"},{"id":"7c28c0b0-b7e1-4343-8e42-0926d3cf6da7","source":"youtube","source_id":"UgwNI0YN_ZMbLn8fMW94AaABAg","content_type":"comment","title":null,"body_preview":"Speedmcqueen your have a iPhone 17 pro to get ready","author":"@SouaLor-r6c","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mD5_P-pSUcE"},{"id":"9e54e48a-e707-4bf1-bf88-6b9f787f7f6e","source":"youtube","source_id":"UgwZmnYlLgIk9ZkidwF4AaABAg","content_type":"comment","title":null,"body_preview":"Bro, I saw it from the beginning place the iPhone 17 under like the Samsung","author":"@lucascoburn7554","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mD5_P-pSUcE"},{"id":"50e91040-2c9b-4377-ab65-dca092bf7ebf","source":"youtube","source_id":"Ugy-mLAvvw3LZFeiwDd4AaABAg","content_type":"comment","title":null,"body_preview":"Bro, why they covered up the Samsung, but not cover up their iPhone","author":"@Idexon25","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mD5_P-pSUcE"},{"id":"5d8878d2-71f4-43f5-91e6-cd4f1fea3b3d","source":"youtube","source_id":"Ugx8Kcoq9_j177_Uprp4AaABAg","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 reply 😂","author":"@4echk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","emoji_use"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=mD5_P-pSUcE"},{"id":"4e3f7b5c-5d1c-4dac-bf1b-f6bd6769e6f6","source":"youtube","source_id":"Ugx1GUvw9Vja0csb0V94AaABAg","content_type":"comment","title":null,"body_preview":"If you have more than 3 monitors then you're a security guard, there's no other expanation.","author":"@deletechannel3776","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DxWagC-ePUg"},{"id":"f1ae742d-1bad-4a24-943f-a1a5d076fe13","source":"youtube","source_id":"Ugx-tq64k37_Rgc7Zux4AaABAg","content_type":"comment","title":null,"body_preview":"2 side by side is fine but half your budget is gone with monitors if u get the S tier one","author":"@humanasir466","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DxWagC-ePUg"},{"id":"adb9570e-2fa5-4bb3-9719-f8b4a7fe830c","source":"youtube","source_id":"Ugzwi12PCuBbMj9i8j14AaABAg","content_type":"comment","title":null,"body_preview":"I have my laptop and gaming console that’s enough for me","author":"@Cjshd2023","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DxWagC-ePUg"},{"id":"7b59f017-69b8-4dca-9d03-2c0418801c69","source":"youtube","source_id":"Ugx4qwVaPM7R7QZV6w14AaABAg","content_type":"comment","title":null,"body_preview":"BRO i have a single notbook that i use for ALL in this world you mind and i Will stay using single monitor ir screen for my life, i dont even need 2 btw\n(Im too a programmer If you ask)","author":"@catiamgggadelha3257","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DxWagC-ePUg"},{"id":"bc9b4b9d-8595-46aa-8792-2301ed7f09c9","source":"youtube","source_id":"UgyNFI7rJjVwJK-m_SN4AaABAg","content_type":"comment","title":null,"body_preview":"ultrawide is so finicky when it comes to multitasking, imo 1 horizontal 1 vertical is a lot more budget friendly and resolution friendly and should have been s tier","author":"@NocturneCoC","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DxWagC-ePUg"},{"id":"61318f36-dede-4c80-a598-5ee37fa4f0a7","source":"youtube","source_id":"Ugz-6fY5WKNC8Vibq7F4AaABAg","content_type":"comment","title":null,"body_preview":"Single screen is S tier\nA good wide monitor is far better than two smaller ones in my opinion","author":"@rtn-tnt","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DxWagC-ePUg"},{"id":"bc3e6bd9-a5af-4b0d-8691-30c8d6270057","source":"youtube","source_id":"UgzhFXo28XTjDiCPWoF4AaABAg","content_type":"comment","title":null,"body_preview":"recenttly moved from 2 screens back to one screen to reclaim desk space (2nd screen grew over the past 14 years from super small screens, to same size to old 40 inch tv). I dont mind only 1 screen now","author":"@qwertziop0","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DxWagC-ePUg"},{"id":"f5bb77b0-0395-4999-8b9d-06a994e0a1fd","source":"youtube","source_id":"UgzU-Lb7t1nzzDi6yCl4AaABAg","content_type":"comment","title":null,"body_preview":"I LITERLLY JUST BOUGHT A LAPTOP FOR CODING. YOU COULDVE SAID SO I BLAME U FOR THIS.","author":"@sherlockskibidi","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DxWagC-ePUg"},{"id":"04eb0f3b-22c7-474d-bcb4-f8a2e022624a","source":"youtube","source_id":"Ugyx-gkqQC_YaYxNpFR4AaABAg","content_type":"comment","title":null,"body_preview":"My computer which is at my dads has a normal monitor and a tv as a second monitor","author":"@Roboticduck565","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DxWagC-ePUg"},{"id":"8a0c6e83-2d51-47cc-8e3b-196f188d0ecf","source":"youtube","source_id":"Ugw56S_2YbWuP2s7nV14AaABAg","content_type":"comment","title":null,"body_preview":"I disagree. 2 is S tier. most people don't need more than 2. more than 2 is just gonna take up so much desk space which you could instead be using for peripherals","author":"@AaronWOfficial","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DxWagC-ePUg"},{"id":"88a4c156-96fd-4df3-ad3a-a102333f9886","source":"youtube","source_id":"Ugz1m6cUdLvS50lBB3J4AaABAg","content_type":"comment","title":null,"body_preview":"9 monitors isn’t even possible with a 5090. They cap at 4 with ultrawides sometimes counting as 2","author":"@bertiboygaming","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DxWagC-ePUg"},{"id":"e2df7f9a-e4e9-4db7-bd7b-7f915830e1c8","source":"youtube","source_id":"UgyrVGUg9xattyb8CiZ4AaABAg","content_type":"comment","title":null,"body_preview":"Bro we can run roblox on 1 screen not run 73737 calculations","author":"@Filerants","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DxWagC-ePUg"},{"id":"6d66a8a5-47d5-4892-82f9-fc7824413d63","source":"youtube","source_id":"UgyBvmxbp_iu08Lf2jx4AaABAg","content_type":"comment","title":null,"body_preview":"I really hate when people cant do shit without some fancy shit\nLearn do what you can with what you got","author":"@RedStudios0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=DxWagC-ePUg"},{"id":"bc2986aa-1914-49cd-9b18-d0b690a56032","source":"youtube","source_id":"UgwhZ62Bgqk6pN0mky14AaABAg","content_type":"comment","title":null,"body_preview":"Bro had Foltyns acount picture of his youtube channel😂","author":"@hardialkanwal2935","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sfgj7qjvZi8"},{"id":"670baf97-67cb-4116-b7d3-5c1f06e5cdb1","source":"youtube","source_id":"UgzMX2irh9rMlcOwf-p4AaABAg","content_type":"comment","title":null,"body_preview":"Never do that to your guys phone never turn it off just like grab it quickly and wipe it","author":"@BlanceyMichaelYonko","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sfgj7qjvZi8"},{"id":"b2efb5d5-eee1-401f-b025-ab69a8874151","source":"youtube","source_id":"Ugxk0xjO8Vp75V_ZQOV4AaABAg","content_type":"comment","title":null,"body_preview":"Why did you add the photo in the phone what the hell I mean my favourite youtuber is  Foltyn","author":"@rathish2916","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sfgj7qjvZi8"},{"id":"4567a9dc-4e6c-42c8-8c9e-92c41529351f","source":"youtube","source_id":"UgxjoVUSUKJEKPXI45B4AaABAg","content_type":"comment","title":null,"body_preview":"1% talking about the method\n99% talking about the foltyn wallpaper","author":"@dalida7","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sfgj7qjvZi8"},{"id":"0bf4d24f-86b1-4ba4-9b83-f9df2a7beebc","source":"youtube","source_id":"UgwtNvWQUb-6X3JhKYZ4AaABAg","content_type":"comment","title":null,"body_preview":"When he turned it on in the end why was where? FOTEN","author":"@Shahveer-b6c","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sfgj7qjvZi8"},{"id":"31f52f96-384d-4994-afc1-e8ff4fb27e9b","source":"youtube","source_id":"Ugzxbj6zetAO-Fbucgh4AaABAg","content_type":"comment","title":null,"body_preview":"Pov; save millions of dollars or your phone= MY PHONE👹","author":"@lifewithdylanchege8896","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=sfgj7qjvZi8"},{"id":"35763ada-45b4-4abb-963d-91dacb65890c","source":"youtube","source_id":"UgxqfwwIWa4XO-_cr9J4AaABAg","content_type":"comment","title":null,"body_preview":"I was gonna like then my phone fell on me u own me an red magic 9spro bumblebee edition right guys?","author":"@Nife.games1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SLxNcO-66pg"},{"id":"622bdb55-5356-4f33-a339-03c7f41db805","source":"youtube","source_id":"UgwxaiaM0N25JRtbdNZ4AaABAg","content_type":"comment","title":null,"body_preview":"That 1$ one will turn my poop teeth into flashy poop teeth","author":"@cmdrsophiasprklz6581","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.37499999999999994,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SLxNcO-66pg"},{"id":"717daa6b-c56c-43e7-b921-4b13e1e2d2f4","source":"youtube","source_id":"UgxhFHxonlUOBTsadmx4AaABAg","content_type":"comment","title":null,"body_preview":"Used to love you sooooo much. However content became so cheap, poor lazy, and with no research behind it. Its basically now amazon ad AI advert slop, but that's produced by a human.  Please learn more","author":"@jackquilter","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SLxNcO-66pg"},{"id":"4d6932cb-ad0f-4337-91fb-4c6abe1bce53","source":"youtube","source_id":"UgzUV0HOAF-ysstMeUB4AaABAg","content_type":"comment","title":null,"body_preview":"I need that 1$ gadget for when wife and I go to edm shows lmao","author":"@JgHaverty","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SLxNcO-66pg"},{"id":"41d99bd8-bcf0-4939-8d8b-0da3270a00cd","source":"youtube","source_id":"UgxgbfgV65lfNR8NxpR4AaABAg","content_type":"comment","title":null,"body_preview":"That mouth piece reminded me of MIT’s invention that works like neuralink. I hope your 1 of the first to try it and make a video 😁","author":"@LintLicker4life","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SLxNcO-66pg"},{"id":"25e7c80e-02de-4689-8ac7-5c248fd5dbba","source":"youtube","source_id":"UgxDtmum6Z-YvfZaK8x4AaABAg","content_type":"comment","title":null,"body_preview":"I got one of them frisbees. Unless you’re a pro who will never drop the disk, don’t get it. Practiced with it for 10 minutes in the dark, and it broke. Wasn’t even hard slams to the walls for floor.","author":"@Flufstuf_og","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","genuine_specificity","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SLxNcO-66pg"},{"id":"89c9b1ef-7dc7-4971-9af0-38634f0c3abb","source":"youtube","source_id":"UgyHVTcq0FX77y0RV0N4AaABAg","content_type":"comment","title":null,"body_preview":"Let this $30 Frisbee be a sign to you about the state of the world","author":"@KennethBroce","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal 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00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SLxNcO-66pg"},{"id":"e4d4049f-26c6-472c-9166-a16420c8240b","source":"youtube","source_id":"UgzIr195CohaU24NxeV4AaABAg","content_type":"comment","title":null,"body_preview":"Why is the one Dollar gadget so much better than the rest","author":"@Joe_Mama_01","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SLxNcO-66pg"},{"id":"6baa2608-4cd0-4094-b82a-73ebea2c005d","source":"youtube","source_id":"UgwEz_wTQyoHcLIyVYd4AaABAg","content_type":"comment","title":null,"body_preview":"I got that same tetris lamp, I bougth it years ago in a game store its alot of fun to use","author":"@evildeadash3","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SLxNcO-66pg"},{"id":"c0de75ce-7498-4de0-a7c5-0e3819654a61","source":"youtube","source_id":"Ugxj5-rL-r0jTHzgvzF4AaABAg","content_type":"comment","title":null,"body_preview":"I remember those LED mouth pieces from the skating rink lol","author":"@JoKrPH","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SLxNcO-66pg"},{"id":"f1f51018-e39e-44f9-ac9e-4f8f90ab6610","source":"youtube","source_id":"SLxNcO-66pg","content_type":"post","title":"$1 vs $100 LED Gadgets","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":0.2597134550342553,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=SLxNcO-66pg"},{"id":"44613676-5c4e-4047-b1d3-98d007c46d0c","source":"youtube","source_id":"Ugx03zUBglO9gRTB6Gd4AaABAg","content_type":"comment","title":null,"body_preview":"It's obvious he spends money on speakers only to throw them away and make them dirty. 👉🧠","author":"@MaximoJaracontreras","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4mVAOrL0Crg"},{"id":"57c29cdd-930f-493e-8fcf-88dd7dd2795e","source":"youtube","source_id":"Ugw68-QFosbwfLRW_Qh4AaABAg","content_type":"comment","title":null,"body_preview":"Fishies getting there eardrums bursted with labubu song😂😂😂😂😂","author":"@MRNOBODYABG","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal 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ei😅2u2wi❤8w363😅2o2🎉o3","author":"@liezlmartinez-j3e","classification":"uncertain","confidence":0.45,"indicators":["imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=4mVAOrL0Crg"},{"id":"9187fb4b-fdb2-41a8-859d-603e3281b69d","source":"youtube","source_id":"Ugw3w56LzJuzNpV6deN4AaABAg","content_type":"comment","title":null,"body_preview":"You need to try this with a analog recording method to cause some loss in the quality","author":"@efecan72-fh5","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=auH1FjLopfA"},{"id":"6db8783e-b7ea-44a5-8b44-f0982fb2ae88","source":"youtube","source_id":"UgzMo7i5YzYlpcE1Vu54AaABAg","content_type":"comment","title":null,"body_preview":"Things, my friend, be doing then questioning how he’s out of storage","author":"@PS_Ur_TRaSh","classification":"ai_generated","confidence":0.5499999999999999,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=auH1FjLopfA"},{"id":"61706231-a98a-4b09-9082-6092162aa62f","source":"youtube","source_id":"Ugz9iIOXQcNEtdd7qrx4AaABAg","content_type":"comment","title":null,"body_preview":"Final answer: it depends on what type of extensions do you use for capturing a screenshot.","author":"@Banteiskhem2005","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=auH1FjLopfA"},{"id":"858e9ee5-cd88-4476-892c-07e61970c689","source":"youtube","source_id":"auH1FjLopfA","content_type":"post","title":"What Happens If You Screenshot A Screenshot 10,000 Times?","body_preview":"Follow me here:\nInstagram ► https://www.instagram.com/sambucha\nX ► https://www.x.com/sambucha\n\nBecome a Member:\nhttps://www.youtube.com/channel/UCWBWgCD4oAqT3hUeq40SCUw/join\n\n#shorts #screenshot #ipho","author":"Sambucha","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=auH1FjLopfA"},{"id":"bc714a04-502b-4153-83d9-8e33927dbcc7","source":"youtube","source_id":"UgwKE-d65VayrVxjB5p4AaABAg","content_type":"comment","title":null,"body_preview":"you can call them male adapters, I think that's still okay","author":"@bOkmOt","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zir5ZmmOt04"},{"id":"5e2dbd61-de7f-45d0-8d02-e764c5e193fd","source":"youtube","source_id":"UgwcFR5WU3gQJJ0Q0g54AaABAg","content_type":"comment","title":null,"body_preview":"i have that camera too my mom bought it when i was 2 years old or smth its so lovely","author":"@bruhwhatthehe","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zir5ZmmOt04"},{"id":"00f25bf7-8a89-4db5-aa6b-9010fcff76f9","source":"youtube","source_id":"Ugx3n79XeKwlMWjOmot4AaABAg","content_type":"comment","title":null,"body_preview":"Make a video checking if theres anything on the camera, and try cracking the iphone and see whats on it, obviously dont show any photos of people or anything but im curious what these old devices have","author":"@thytonystank","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal 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1\"","author":"@IzzyTaylor-iq4uz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zir5ZmmOt04"},{"id":"d29607b3-9179-43e2-b8cf-305b18fe93a1","source":"youtube","source_id":"UgxToA4Hv8ZmxrGBPyR4AaABAg","content_type":"comment","title":null,"body_preview":"​Vintage EGA Monitor to Modern PC: You need an active converter box like the GBS-8200 or an OSSC (Open Source Scan Converter) combined with a TTL-to-analog adapter to upscale the low-frequency digital","author":"@jharv01","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","absence_of_personality","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal 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Seriously, half the time people trash the genre without even understanding what it is. They hear a distorted bassline or a gritty Memphis sample and immediately write it o","author":"@HamzaTayob-x1k","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","suspiciously_comprehensive","template_phrases","over_qualification","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zir5ZmmOt04"},{"id":"d911ee19-2459-4148-8bf5-f17da82e57c8","source":"youtube","source_id":"UgyrsfIjjUlFSUYLQW94AaABAg","content_type":"comment","title":null,"body_preview":"That CRT really had a high pitch that made my ears hurt ngl","author":"@Indioh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zir5ZmmOt04"},{"id":"ba313559-1270-4e04-b16d-5fa687f5c919","source":"youtube","source_id":"Ugx5fIFkchcXKhGv01R4AaABAg","content_type":"comment","title":null,"body_preview":"I own a iPhone 5 and its in pristine condition (somehow)","author":"@cUB34T0n","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zir5ZmmOt04"},{"id":"116ffc34-4807-4bd7-9f0c-227f922d8190","source":"youtube","source_id":"UgyE2c32KcC0H5Nuk8R4AaABAg","content_type":"comment","title":null,"body_preview":"HDMI to EGA converter - one for $20 one for $37 and one for $60 on amazon - not cheap but they exist.","author":"@gueneal","classification":"human_created","confidence":0.7,"indicators":["terse_replies","specific_product_info","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zir5ZmmOt04"},{"id":"d288805f-0c12-4473-a29b-29eca19f42b2","source":"youtube","source_id":"UgxRwSVLlvNwdchGy1h4AaABAg","content_type":"comment","title":null,"body_preview":"Heyyy I wanna see what's on that iPhone! Seller should have put a sticker with a passcode on it for it lol","author":"@Sofia-i4k","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zir5ZmmOt04"},{"id":"3f5f1602-e609-450e-9231-84802cbb4100","source":"youtube","source_id":"UgzLQxOtazp2PHtQVQ14AaABAg","content_type":"comment","title":null,"body_preview":"5 dollars for a working ega monitor is insane. Retro computer enthusiasts would love to have that. I recently picked up two working ypbpr crts for free. Perfect for 240p games","author":"@miro5052","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zir5ZmmOt04"},{"id":"e94d584c-3cf7-469d-9d3b-d6ccea1783fb","source":"youtube","source_id":"UgzerAfnmhS035lr5a14AaABAg","content_type":"comment","title":null,"body_preview":"I'm pretty sure that some laptops still have an input for that display cable","author":"@domppa100ify","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zir5ZmmOt04"},{"id":"1ababc5c-1842-4b72-b8ed-b0d4cfb9d105","source":"youtube","source_id":"Ugzwch1sH74Gd-7rcIx4AaABAg","content_type":"comment","title":null,"body_preview":"I think I have one of those cameras, might not be the same one but I know it at least works completely if you’re interested","author":"@Zero.Jay1911","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zir5ZmmOt04"},{"id":"b642898a-26d7-4629-8c61-969e901c8261","source":"youtube","source_id":"Ugyu8jCJ_l8WW-w5orh4AaABAg","content_type":"comment","title":null,"body_preview":"I have dell g15 5520 i7 12700h Intel rtx 3050ti 16gb ram 512 gb ssd and which type of  games fits into this laptop 😊","author":"@ShubhamtiwariTiwari-c5f","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zir5ZmmOt04"},{"id":"5d8d8319-ee56-4127-9dc0-ee2e54a8b7c6","source":"youtube","source_id":"UgxxZ2b0Vvzce-aVrCV4AaABAg","content_type":"comment","title":null,"body_preview":"If I am not mistaken, there is an adapter to adapt it to take a vga input.","author":"@cecramb","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zir5ZmmOt04"},{"id":"f3af623c-9d42-4957-b089-e9a11f0daa37","source":"youtube","source_id":"zir5ZmmOt04","content_type":"post","title":"testing Retro Tech from a Yard Sale","body_preview":"Testing out the tech we picked up from yesterday's yard sale. Pretty impressive results, I wasn't expecting so many to be working! #pc #pctips #pcbuilding #mryeester \n\nneed new thermal paste? check ou","author":"mryeester","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","imperfect_expression"],"bot_score":0.3501721513292288,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=zir5ZmmOt04"},{"id":"711a76a7-1c85-4837-8701-6a7ba031253a","source":"youtube","source_id":"Ugy6hTA00yyuU4kkrA14AaABAg","content_type":"comment","title":null,"body_preview":"I think thats where we need to go i think we need to take a couple steps back this social media was to fast especially for the newer generation's","author":"@parkernish5095","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IDC1UNBmA8s"},{"id":"cef28845-3933-419f-a3c7-2a62bc0fcd9d","source":"youtube","source_id":"UgxWMbw1lNVucuKTTyB4AaABAg","content_type":"comment","title":null,"body_preview":"I think this is great for children who are too young to be using social media without supervision","author":"@robinw.8083","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IDC1UNBmA8s"},{"id":"a5472415-ca22-4320-b08b-71f9da3b5519","source":"youtube","source_id":"UgyBu53toL2eGDGwDX94AaABAg","content_type":"comment","title":null,"body_preview":"If it can do Google maps and Spotify I just might get this phone!","author":"@SPAZii7","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IDC1UNBmA8s"},{"id":"e7e0034a-da3f-4fd5-890b-af0e90f24e45","source":"youtube","source_id":"UgxSsT19ongND8srMGB4AaABAg","content_type":"comment","title":null,"body_preview":"This coming out and the Unihertz Titan.... The world is healing","author":"@dannyvagyok","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IDC1UNBmA8s"},{"id":"da235b19-4e50-451e-8670-20767d2b159e","source":"youtube","source_id":"UgzmRx4otE2Ccvhngxl4AaABAg","content_type":"comment","title":null,"body_preview":"This is the phone good parents should give to there kids.","author":"@TerranShadow","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IDC1UNBmA8s"},{"id":"bbcaa2df-a964-4a38-b3f4-c6f56bfcaf58","source":"youtube","source_id":"Ugz6Bhw7TV7ShHIhwC14AaABAg","content_type":"comment","title":null,"body_preview":"Yeah is this going to put you out of business because I know really what you want shorts on YouTube and I can't do shorts for very long I have to do longer form content I just do shorts while I'm maki","author":"@mad-dog_gamer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IDC1UNBmA8s"},{"id":"dca506e9-511f-4f17-8d4f-c7538126a865","source":"youtube","source_id":"Ugwp1rbmjzKU4kU8dPV4AaABAg","content_type":"comment","title":null,"body_preview":"Id buy 3 of them if they scaled the price back to the 2-300 range.","author":"@BALTIMOREbando","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IDC1UNBmA8s"},{"id":"0a9fc188-fa38-48dc-ac09-86af77e9f6fc","source":"youtube","source_id":"Ugz4YLSx9Fg2K3we09Z4AaABAg","content_type":"comment","title":null,"body_preview":"Might just get it myself. I have slot of issues with doom scrolling","author":"@bradknightable","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IDC1UNBmA8s"},{"id":"8e05f64b-cba2-4e4c-9618-eb372192afb4","source":"youtube","source_id":"UgxvMN5eNA98WFOl75p4AaABAg","content_type":"comment","title":null,"body_preview":"Had to make sure it was T9 compatible before I moved on. 😂","author":"@Bitburn.888","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IDC1UNBmA8s"},{"id":"7b569793-5f37-4190-9b7f-85983a3934b7","source":"youtube","source_id":"UgzHrXV74BUkOkJBHcJ4AaABAg","content_type":"comment","title":null,"body_preview":"I recently got back into a smartphone ecosystem after getting a phone like this and holy cow, you don't realize how much the world really really wants you to have a smart phone","author":"@ShadowKnight2734","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IDC1UNBmA8s"},{"id":"bb27dee7-56b2-4856-8330-81edfd362c9f","source":"youtube","source_id":"UgwZofF-Rt_CjhHVv7p4AaABAg","content_type":"comment","title":null,"body_preview":"4Gb memory on a 500$ phone with a camera. Cool idea, garbage execution.","author":"@danielmeyer4172","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IDC1UNBmA8s"},{"id":"b4a18b0a-e70b-4b11-ae26-29c99c308fbe","source":"youtube","source_id":"UgzW_JvkjrUXqqQsZQt4AaABAg","content_type":"comment","title":null,"body_preview":"Hey, I kinda need one of these cuz I'm hella addicted to social media...","author":"@threeonetwoheartsofficial","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IDC1UNBmA8s"},{"id":"10d24e0b-0c7d-4281-acde-74877952478e","source":"youtube","source_id":"UgzurLBQrGEATcbnfgh4AaABAg","content_type":"comment","title":null,"body_preview":"So it works as a super old phone and sell it at a modern price? Nah thx greedy corporate","author":"@AngryBillie","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IDC1UNBmA8s"},{"id":"5cf31efb-8761-44e0-8ede-8c2e4353f7d8","source":"youtube","source_id":"Ugywm_pxloztTNs2Vxp4AaABAg","content_type":"comment","title":null,"body_preview":"That's exactly the kind of phone a large and growing community of people are asking for. This is the kind of phone *I* want. I might actually save up for this. Most of these style phones are only in A","author":"@bolladragon","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IDC1UNBmA8s"},{"id":"99274403-173c-4d04-9db2-389af34b4b16","source":"youtube","source_id":"IDC1UNBmA8s","content_type":"post","title":"Commodore Flip Phone","body_preview":"Writer: \nEditor: Jayson van Kerckhoven                             \n  Music by: @UFD-Music","author":"UFD Tech","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=IDC1UNBmA8s"},{"id":"9dccda65-f814-4049-bd85-ab3febd20287","source":"youtube","source_id":"UgyCoThVW5OxfnJ3x_54AaABAg","content_type":"comment","title":null,"body_preview":"Now make the app able for you to see physcialy when the armor is on","author":"@Miner123-f8j","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bnJp0m_Iyuk"},{"id":"2f57a67c-0bac-418f-9e66-1d4bbf2c8e50","source":"youtube","source_id":"Ugx9j2KOorJnb1rjjgh4AaABAg","content_type":"comment","title":null,"body_preview":"all that just for an ad for his site of AI (Its a great video anyway)","author":"@MiZie-n4b","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bnJp0m_Iyuk"},{"id":"cbb4f42b-9061-48ff-82f0-847746b4da25","source":"youtube","source_id":"UgwHCGxDueEObDVXVd14AaABAg","content_type":"comment","title":null,"body_preview":"It looks good...but that canara placement is still flawed, someone gets a lucky shit on it and your plain blind.\nI would say atleast cute a small hole and stick the camera through there, it can still ","author":"@DrearyMotherTrucker2212","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bnJp0m_Iyuk"},{"id":"900dd963-0a65-4aec-bdf4-2e308c6f7105","source":"youtube","source_id":"UgyI5Qcc_azuvYCg9t54AaABAg","content_type":"comment","title":null,"body_preview":"Bros gonna be the new tony stark-\n\nMarvel: YOUR HIRED","author":"@DaveOde-d8u","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bnJp0m_Iyuk"},{"id":"c8b58448-d27d-4f33-a332-53395db4a6a9","source":"youtube","source_id":"Ugw1RR12LoowcCBjFkV4AaABAg","content_type":"comment","title":null,"body_preview":"There's this idea that i got from Gundam Mobile suits, where the main camera is on top of your head (like mohawk hairstyle with lens in front) and the \"normal eyes\" are right and left camera. Maybe yo","author":"@iforgotmyname","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bnJp0m_Iyuk"},{"id":"88c5d39e-bceb-456a-bfb4-2441eb6e04a0","source":"youtube","source_id":"UgydqHLeMotgvGa9SdR4AaABAg","content_type":"comment","title":null,"body_preview":"вмесоо джарвис алиса с умным домом вкличала бы некоторые техники в кастюме и отвечала на вопросы и все","author":"@denis_chu","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bnJp0m_Iyuk"},{"id":"3ea7362b-810f-479a-95dc-fbd3ff562f45","source":"youtube","source_id":"Ugw7dtC08rjDJ97_SPh4AaABAg","content_type":"comment","title":null,"body_preview":"Зачем все это если электромагнитное рэп поле просто убьёт эту систему. Любые подобные доспехи бесполезны из-за заброневого воздействия, насколько бы не была крута броня мы по прежнему  созданы из мяса","author":"@YanMatanui","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","technical_reasoning_with_personal_stance"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=bnJp0m_Iyuk"},{"id":"6a1fefa5-4392-49a4-8384-43b2ea35fad0","source":"youtube","source_id":"Ugy4jzzyOyqmhiKHV3t4AaABAg","content_type":"comment","title":null,"body_preview":"no. it just has a teeeeeeny tiny fan in the bottom that blows air at the ring which deflects a teeeeeeny bit of the teeeeeeeny amoung of air compression towards you","author":"@Plum_Daddy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wH5_JhHxAKo"},{"id":"47854651-8b23-4e31-8206-475a18c52a1e","source":"youtube","source_id":"UgzxmeLv1xq3o86uKbJ4AaABAg","content_type":"comment","title":null,"body_preview":"“It’s a bladeless fan. Here’s where the blades are”","author":"@rdspam","classification":"human_created","confidence":0.7,"indicators":["terse_replies","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wH5_JhHxAKo"},{"id":"c0e70292-fce8-4d0b-bfc4-7cf551bd5bde","source":"youtube","source_id":"Ugyx6s9jDjfRlY3a7z54AaABAg","content_type":"comment","title":null,"body_preview":"*If you think a single fan inside a latched metal cage is hard to clean, you SHOULD NOT get a Dyson.*","author":"@rrobkaiserr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wH5_JhHxAKo"},{"id":"87a7733f-b41b-429f-8409-afa0afa63be6","source":"youtube","source_id":"UgylMdOZ2D0EvUThgW14AaABAg","content_type":"comment","title":null,"body_preview":"actually, ion thruster exists yk so u CAN make a bladeless but unsafe fan","author":"@linuxmintrrr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.23076923076923073,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wH5_JhHxAKo"},{"id":"d1b653f2-2f6a-43ea-9629-9c96ecdd0a01","source":"youtube","source_id":"UgyYibaRhWE4sKKYplh4AaABAg","content_type":"comment","title":null,"body_preview":"But does talking thru the center of this alter the voice at all, or talking into the vent by the secret blades?","author":"@BboyFlimsy","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","lack_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wH5_JhHxAKo"},{"id":"8f461239-7149-438c-bb06-5a2f082d0ede","source":"youtube","source_id":"Ugx4a4ZO_IA8B8IRaPN4AaABAg","content_type":"comment","title":null,"body_preview":"You are a fusion between that guy with the series \"Chasing beauty\" and Cleo Abrams","author":"@justelsbo1175","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wH5_JhHxAKo"},{"id":"1b4db006-73f4-48ae-8625-8fdb53e38305","source":"youtube","source_id":"UgxD9_Chc647RwcIKhd4AaABAg","content_type":"comment","title":null,"body_preview":"Dyson? DYSON HOOVER?? IS THAT A LOUISAYY REFERENCE","author":"@tictacTOEs-z8p","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wH5_JhHxAKo"},{"id":"743daac9-c562-4e02-baa2-61100be938e8","source":"youtube","source_id":"UgyP3z-TmD_FrwOaKrp4AaABAg","content_type":"comment","title":null,"body_preview":"Fym hard to clean and unsafe 😂😂😂 are you an idiot 😂😂","author":"@diw9046","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wH5_JhHxAKo"},{"id":"73fc3c4f-8a5a-44bd-a388-a27d7e340d68","source":"youtube","source_id":"UgzU1vdmtQEYagP6MYh4AaABAg","content_type":"comment","title":null,"body_preview":"Hard to clean and unsafe? Are you dumb? Unplug from power and remove the front cover. This is so clearly an undisclosed Ad for Dyson's overpriced crap.","author":"@10ua1","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 Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wH5_JhHxAKo"},{"id":"b180863b-8f96-4ed4-b1bf-00047bdcb80b","source":"youtube","source_id":"UgzI77YAGBaGODyk_OR4AaABAg","content_type":"comment","title":null,"body_preview":"I don't think it's been unsafe to clean a fan for like 40 years. I've never seen a metal bladed house fan made in my lifetime. Maybe they're out there, but they're rare and an unnecessary danger in a ","author":"@burlapknapsack","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 Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wH5_JhHxAKo"},{"id":"f60a6c1a-e905-4efb-95e9-0118e09f46be","source":"youtube","source_id":"Ugzvm378Sg__yItq9Wl4AaABAg","content_type":"comment","title":null,"body_preview":"how is this a benefit for cleaning? dust will still get trapped in the fans internally but now you have to disassemble the unit instead of undoing some clips to take the cage off","author":"@shadowace104","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wH5_JhHxAKo"},{"id":"4da77e07-2d90-43bf-bf1a-20649b608418","source":"youtube","source_id":"UgypGMKppriQdVhyuqd4AaABAg","content_type":"comment","title":null,"body_preview":"So basically you and @Cleo abram are two faces of the same coin?","author":"@salman56654","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wH5_JhHxAKo"},{"id":"61fbd930-a357-47f9-9b52-92063a565b35","source":"youtube","source_id":"UgwAurH4YtUZyl-ZnTt4AaABAg","content_type":"comment","title":null,"body_preview":"I used to work for Dyson. Those fans are REALLY HARD to clean. The insides get coated in everything that goes through the turbine and they can't be taken apart to get fully cleaned. And the motors are","author":"@MikeStavola","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wH5_JhHxAKo"},{"id":"be09c886-93b5-486a-8ab0-d1aade37a240","source":"youtube","source_id":"UgzK4ehN7bJd10L_Bj94AaABAg","content_type":"comment","title":null,"body_preview":"romania mentioned 🇷🇴 (Henri Coanda, the person who discovered the effect)","author":"@andrei.3333","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=wH5_JhHxAKo"},{"id":"f7388812-35e6-4324-a283-f5cd509a475e","source":"youtube","source_id":"UgytUABQf___7w069bh4AaABAg","content_type":"comment","title":null,"body_preview":"Clearly 3 of SCOTUS needs impeachment and replacement","author":"@thomasbob3rt","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"bb05aae3-ff9e-4b73-abf7-1edb69013070","source":"youtube","source_id":"UgzXNEqOz8qIhz4EXn54AaABAg","content_type":"comment","title":null,"body_preview":"Maryland needs to ask for even more!\nAnd they need to insist on buried cable with lease rates on top of initial construction and restoration of the property","author":"@RM-ok9uc","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"750306bd-8ad2-4b9d-bb49-f3692affefb8","source":"youtube","source_id":"UgxBhJ6K20BpC34L8lF4AaABAg","content_type":"comment","title":null,"body_preview":"That is when the government agents that Fuck Around will Find Out that their only option is to eat fucking lead.","author":"@andrewhobbs7658","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"41e83c73-a585-49ce-a917-3ccad62ee1b4","source":"youtube","source_id":"UgxOCF1FVIrL0jtlxcx4AaABAg","content_type":"comment","title":null,"body_preview":"Is this not just the Quartering Acts all over again?","author":"@HolyRepublicofYoungland5532","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"fc606a0e-6645-4442-abdf-0a05580d75a5","source":"youtube","source_id":"UgwJvgO1u7sqNHj5ttF4AaABAg","content_type":"comment","title":null,"body_preview":"Oh so in 2005 they just blatantly stopped trying to make us think we were a free people😂😂 we’re just surfs to the royalty, the two greatest lies royalty ever told one you’re free people and there are ","author":"@stefanhill4342","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"616fd3f2-4e61-4c2c-ab8f-3246a44c62f5","source":"youtube","source_id":"Ugzps_xlk3w02UcpWjt4AaABAg","content_type":"comment","title":null,"body_preview":"This land is my land\nIt isn't your land\nI got a shotgun\nAnd you don't got one\nYou better get off\nOr I'll blow your head off\nThis land was made for only meeeee","author":"@TheTrueDoomSlayer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"263439b3-48ac-47ed-8a91-740842812bc7","source":"youtube","source_id":"UgyFuzMk3TAxpSyJ8JJ4AaABAg","content_type":"comment","title":null,"body_preview":"The data centre will be losing money.  It's a bubble.","author":"@pwalker1360","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"faeedbff-0222-4814-9128-1efbbe9ef85b","source":"youtube","source_id":"UgyKjvJqdUORzpoBv8V4AaABAg","content_type":"comment","title":null,"body_preview":"I will give you my last cigarette and my last dollar if you need them more than I do. But I refuse to give so much as the lint in my belly button to someone who doesn't need it. And I will die fightin","author":"@kawawangkowboy9566","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"6fbde2cd-71d4-45d5-9a46-4eac44abe6e8","source":"youtube","source_id":"UgyZL30nbW0MMxZkUEZ4AaABAg","content_type":"comment","title":null,"body_preview":"Tell them screw off and be ready to defend your land just like our founders","author":"@Kull1339","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"d1f795c8-ef0a-45da-982c-a96608b26eba","source":"youtube","source_id":"UgxJdyC7nA6nt4ilNKZ4AaABAg","content_type":"comment","title":null,"body_preview":"You come to take my property, bring body bags. 1 for me, the rest for who you send.","author":"@robertdinicola9225","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"6e1839f6-8795-48bb-a809-e72d1fc3d3c5","source":"youtube","source_id":"UgySx43ObiFBEbdAv5J4AaABAg","content_type":"comment","title":null,"body_preview":"Here's the real fix land value tax and dividend at vickery auction rates.","author":"@anthonylipke7754","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.5384615384615383,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"0cfc2aa0-5ee2-4a2c-bbaf-db6548bda3e8","source":"youtube","source_id":"Ugx4Qh0C12X8vlst0Mh4AaABAg","content_type":"comment","title":null,"body_preview":"I am creating a new company. Looking for like minded parties. Our goal is to enact imminent domain on corrupt politicians property to build much need economic development in those areas. And of corse ","author":"@eissbott","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","lack_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"eb15b5aa-b0bd-4cfa-b60d-80ec89d7e748","source":"youtube","source_id":"UgzccQX9EKwl88vz8Oh4AaABAg","content_type":"comment","title":null,"body_preview":"So would those judge get charged with felony murders","author":"@willlowroller","classification":"ai_generated","confidence":0.55,"indicators":["missing_platform_voice","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"a31bb25a-3627-4d71-82be-443690c25d8c","source":"youtube","source_id":"UgyEwaMsazi4vEsp9N94AaABAg","content_type":"comment","title":null,"body_preview":"They would be paying them to take their land because data centers don’t make money yet","author":"@DrewMatzek-c9n","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"31935903-ea97-4f97-8ab7-ab773cc05392","source":"youtube","source_id":"UgweLm5HGIvZu39T8gB4AaABAg","content_type":"comment","title":null,"body_preview":"America - land of the free. Untill a data centre pops up 😂","author":"@ClownPrince8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"547a6598-b3d6-4bae-a5fa-ffc0223d08f8","source":"youtube","source_id":"Ugz7Y-sItunq9ZxYQxd4AaABAg","content_type":"comment","title":null,"body_preview":"It’s so funny how anti communism this country used to be, and while private businesses buying out unwilling private citizens by force of law while the government backs those corporations/businesses. T","author":"@veiledrecalcitrance4314","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"8bfa0e96-58c9-4c00-9ef0-45aa0e86f31b","source":"youtube","source_id":"Ugxz-kh22SVEN87GARV4AaABAg","content_type":"comment","title":null,"body_preview":"Now conservatives are experiencing what the less fortunate have been experiencing for years!  Karma comes for all!","author":"@YellowWolfNieves","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"f386309e-81f1-40d5-9877-da5265119fde","source":"youtube","source_id":"UgwnNZzUhIvFLKVuAvR4AaABAg","content_type":"comment","title":null,"body_preview":"They are going to take it regardless.  By force seen this happen in California.","author":"@Sam-k2p9w","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"485e8cee-4da4-4b53-aaed-43bf73d8846c","source":"youtube","source_id":"UgxTffLqrW3k9REYstd4AaABAg","content_type":"comment","title":null,"body_preview":"You don't know what it's worth.\n\nData centres may make hay (pun intended), or they might not. You don't know. If you know then why don't you max out investment in one such venture? Money where mouth i","author":"@Fred-yq3fs","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"b73862de-da1b-4e1f-9560-e9fdafd00bdd","source":"youtube","source_id":"UgyNLLlSi77eV1AtteV4AaABAg","content_type":"comment","title":null,"body_preview":"I’d rather have the land yield food over any goddamn useless chat bot.","author":"@d3vilmaycry25","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"04c56dfa-a862-4cbe-8bea-88421aec33a6","source":"youtube","source_id":"Ugwysa11rAjajKsxB7F4AaABAg","content_type":"comment","title":null,"body_preview":"getting sued for owning a land is just hilarious. ahh, the land of the free...","author":"@zokieboi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"dbfb084b-8742-46eb-b86e-9a7b498382d3","source":"youtube","source_id":"UgzOXBN3ZvzLN7Z5PL94AaABAg","content_type":"comment","title":null,"body_preview":"Its worth waaaay more than u think. 150k an acre of flat land","author":"@TheQuietOne316","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"2670fb31-02e3-4590-9733-22e0a6cf8124","source":"youtube","source_id":"UgzfI_0_WhEu4Cmj1RZ4AaABAg","content_type":"comment","title":null,"body_preview":"People need to protest more. I mean an ACTUAL protest, actually getting shit done","author":"@spritto7574","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"9cdbb32a-3beb-4d26-b10b-14cb2d24cb10","source":"youtube","source_id":"UgxwjDWnOzHnWIbZJZB4AaABAg","content_type":"comment","title":null,"body_preview":"What do you except from having a pedophile orange chomo 🤡 president","author":"@danieldiaz-rl5fm","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"68f32224-402f-40b9-98df-239476b8d0c7","source":"youtube","source_id":"Ugy3fW9Mb2QdqmvFPUt4AaABAg","content_type":"comment","title":null,"body_preview":"Those utility towers wouldn't stand a chance. Little tannerite at each leg and we sit back and laugh.","author":"@Hypn0tiq07","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.11538461538461536,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"1601ed27-ac15-4011-a7a3-c83cd2064ded","source":"youtube","source_id":"UgwZ_B8U4mGdnaxqFFB4AaABAg","content_type":"comment","title":null,"body_preview":"Yep, this was when the SC became the enemy of the people.","author":"@davidk7544","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"c1220d10-a14d-4847-9f02-a631437e334b","source":"youtube","source_id":"UgzMrOjKhqzP22Lwy8x4AaABAg","content_type":"comment","title":null,"body_preview":"Don't appraise land at all. If compa y wants it, they offer current owner a high enough proce so they sell. Open market, no need for gov","author":"@nathantonkinson2373","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:06 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"f3542cd0-7b2d-43e0-afa5-eb98a9f72665","source":"youtube","source_id":"PsnCKtfRHtw","content_type":"post","title":"The Value of Data Centers","body_preview":"The Value of Data Centers #lawyer #law #court #attorney #personalinjurylawyer","author":"Mike Rafi - Personal Injury Lawyer","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=PsnCKtfRHtw"},{"id":"b5579353-578d-404d-a855-d7b2a09277ee","source":"youtube","source_id":"UgzPf-Wt3PszPlB8xTB4AaABAg","content_type":"comment","title":null,"body_preview":"Apple does anything last but does better than anything","author":"@Washingtoniarobustagrowth","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ahXkw5y6TIE"},{"id":"f99369af-b2e9-43b4-acc6-754d5c51295d","source":"youtube","source_id":"Ugzt1V5KlUypnGKYETV4AaABAg","content_type":"comment","title":null,"body_preview":"Camera - 🍎\nBattery - 🍎\nMagnets - 🍎 \nEcosystem- 🍎 \nForm Factor - 🍎\nComfortability - 🍎 \nMore Optimized OS - 🍎 \n\nPlease. The comparison is over! I went from a Samsung rider to an Apple fan.","author":"@Islamic_Facts82","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ahXkw5y6TIE"},{"id":"5fc87081-9223-4d07-a79a-4cf2bf0cf2e7","source":"youtube","source_id":"UgzgUvUpirUUFowkuf94AaABAg","content_type":"comment","title":null,"body_preview":"I have a samsung, how do you get this? Please and thank you.","author":"@double-blad3","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ahXkw5y6TIE"},{"id":"788850d8-0157-4f2b-91fd-73ec45a11028","source":"youtube","source_id":"UgwUoCz-3kCZEq5bhUh4AaABAg","content_type":"comment","title":null,"body_preview":"Ta bão eu já entendo que sansung é melhor que iphone n prescisa esfregar na minha cara...","author":"@migueljoseafonsodasilva1867","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ahXkw5y6TIE"},{"id":"12e8cd28-1270-415a-b07e-1f3f23d42047","source":"youtube","source_id":"UgxbjK2p5CJ9q4f76Yh4AaABAg","content_type":"comment","title":null,"body_preview":"Why be pro when you can be ultra with the entire galaxy?","author":"@AnaClara-j5d6u","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ahXkw5y6TIE"},{"id":"3d29fb9d-7a0e-4ff5-8c62-3a68e271ab4b","source":"youtube","source_id":"UgzJFdsaKCRIol4EMsd4AaABAg","content_type":"comment","title":null,"body_preview":"Make one for tablets and we set.\nI do my work thing and have whatsapp on it I dontwnat people seeing while im texting privately","author":"@SieAftedits","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ahXkw5y6TIE"},{"id":"4a58c541-a865-496b-b124-a6d494d4246a","source":"youtube","source_id":"UgzCj1h4q_bY_HjEAcR4AaABAg","content_type":"comment","title":null,"body_preview":"dude its ony on samsungs galaxy 26  ulrtra which is the price of a iphome 17 pro/iphone 17","author":"@hypablox-m6o","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ahXkw5y6TIE"},{"id":"964cd625-2ae2-4847-a853-2d71d0101d65","source":"youtube","source_id":"UgxtJY7_21ZPB0EFFCl4AaABAg","content_type":"comment","title":null,"body_preview":"Should Apple copy this exact feature for the next iPhone? 👇","author":"@NeyoMax","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","template_phrases","lack_of_human_indicators"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ahXkw5y6TIE"},{"id":"0527f242-eb5b-4b13-b3e5-177c7e3ecb48","source":"youtube","source_id":"ahXkw5y6TIE","content_type":"post","title":"Samsung Privacy 💀 #samsung #samsungs26ultra #samsungs26 #upcomingphones","body_preview":"Samsung Privacy 💀 #samsung #samsungs26ultra #samsungs26 #upcomingphones","author":"NeyoMax","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=ahXkw5y6TIE"},{"id":"29db01a2-ea15-41b2-91cb-b5750a990acd","source":"youtube","source_id":"UgxUijeqBvOKR-ue0gR4AaABAg","content_type":"comment","title":null,"body_preview":"Your editing sounds like me going through mu radio stations 😂","author":"@garypalmer997","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FSVbic9e2VA"},{"id":"48998899-3239-473a-bbcc-3516f4af9f4f","source":"youtube","source_id":"Ugx8iY8RQJnqQ-2U1294AaABAg","content_type":"comment","title":null,"body_preview":"Rick and Morty did irreversible damage to smoking and gaming accessories on a global scale.\n\nI hate that mf show so much now. Lol","author":"@KiddInHighwaters","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FSVbic9e2VA"},{"id":"7b970048-e847-47ca-95df-ace8e3ae18f6","source":"youtube","source_id":"UgyV4eooUi1n07wAWv14AaABAg","content_type":"comment","title":null,"body_preview":"ADHD playing in the background is straight vibes 🦅🦅","author":"@bentlythebean4276","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FSVbic9e2VA"},{"id":"510d90b6-5c0c-45de-895c-2ebfcafd6cbd","source":"youtube","source_id":"Ugwj3nxhLp17D4fMykR4AaABAg","content_type":"comment","title":null,"body_preview":"You sir did a great job, on the other hand, fuck the ps5. They had that issue figured out with the ps3. The fan would speed up to get rid of excess dust.","author":"@dakotacrist2505","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FSVbic9e2VA"},{"id":"155b6474-4f50-4eb0-a2aa-ac2b6474609b","source":"youtube","source_id":"UgynMamftHUcFfS96gF4AaABAg","content_type":"comment","title":null,"body_preview":"People who work on computers are like modern day Wizards.","author":"@Kaelidsgrief","classification":"human_created","confidence":0.7,"indicators":["lack_of_ai_signals","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FSVbic9e2VA"},{"id":"c700fe4b-3d81-497d-82e6-fc80ed6a2801","source":"youtube","source_id":"UgzNy38HGkA-v9nr1zZ4AaABAg","content_type":"comment","title":null,"body_preview":"It's got 10lbs of vinyl wrap on keeping in the heat. It's an insulator. Don't do that.","author":"@demonkinglamb636","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FSVbic9e2VA"},{"id":"6c5abcc8-c7e3-49f5-94bf-387166f98155","source":"youtube","source_id":"Ugz1RJ7CC3CsEm65PcF4AaABAg","content_type":"comment","title":null,"body_preview":"Should be like places like this in every city or town make , because if there's something happened to my playstation , I would never to fix it , because there's nothing here like that","author":"@gojira1111","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FSVbic9e2VA"},{"id":"b111f190-cdf1-4fe2-955c-dd7706ab9034","source":"youtube","source_id":"Ugzd3qqSpHE-1GbgLCd4AaABAg","content_type":"comment","title":null,"body_preview":"Ok where do you go to get ur playstation cleaned at exactly? I have had a ps4 since 2018 & never got it cleaned ?!?? 🫣 I also have a data storage system to hold more games & its completely stopped wor","author":"@michellinapaz2105","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FSVbic9e2VA"},{"id":"01eee267-7750-4f49-9a2d-c94996fe06af","source":"youtube","source_id":"Ugz_Kdn1FIlgLdoewgp4AaABAg","content_type":"comment","title":null,"body_preview":"Keep putting it vertically this will happen eventually","author":"@MyFuriousaGoesBang","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FSVbic9e2VA"},{"id":"bf0165fd-9878-4121-a600-aabc190315c6","source":"youtube","source_id":"UgxoLtFldEeJ4zYk5O94AaABAg","content_type":"comment","title":null,"body_preview":"I like the 90-day warranty part he stands behind his work","author":"@FartDragon","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FSVbic9e2VA"},{"id":"9f3ac9e8-a273-4212-9729-5adb399a8fbb","source":"youtube","source_id":"UgynPFltqmp4llBh26d4AaABAg","content_type":"comment","title":null,"body_preview":"Took mine apart, and back together.\nBut the issue I had with it was the HDMI port on the System itself. \nMy dumb ahh tripped over my USB Cord, cause the Port to bend and nearly come off the mother boa","author":"@PHNTMMRK","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FSVbic9e2VA"},{"id":"2ce1d787-71b3-4579-ad40-2f75b22e84a8","source":"youtube","source_id":"UgxLOxARGf5xn9iYn0F4AaABAg","content_type":"comment","title":null,"body_preview":"Its cool but why Venom x Rick and Morty? I don't see the correlation.","author":"@brute1604","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FSVbic9e2VA"},{"id":"33c51574-31dd-461f-9aa6-3234cbef1080","source":"youtube","source_id":"UgwMbDYhhiA_xM-JHlB4AaABAg","content_type":"comment","title":null,"body_preview":"Where are you guys located? My ps5 has the same problem.","author":"@CZARDARKO","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FSVbic9e2VA"},{"id":"a5b607b2-0e7a-467f-b0ff-96cb352decb7","source":"youtube","source_id":"Ugx9sNN_2XkV0xTHIN94AaABAg","content_type":"comment","title":null,"body_preview":"Im in Nashville can i send my ps5 to you to clean it","author":"@OgLozo615","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FSVbic9e2VA"},{"id":"e0e3a25d-7911-4464-a4d4-03c4c55e2aaf","source":"youtube","source_id":"UgyBjsjleJU9eo6FN_V4AaABAg","content_type":"comment","title":null,"body_preview":"How much to fix an xbox 1x disc drive? It won't play any disc not even dvd or bluray but plays downloads like nothing","author":"@bradhart3787","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","specific_problem_description","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FSVbic9e2VA"},{"id":"bf321593-718d-458c-8703-5e764a27e074","source":"youtube","source_id":"UgyUg3bRtDvL2DquUsh4AaABAg","content_type":"comment","title":null,"body_preview":"why is it that ps5 are so expensive yet break down so fast best ps console of all is ps2 I still got mine still working  I play def jam fighting game and twisted metal and has never broke down or need","author":"@TonyMontoya-j9d","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FSVbic9e2VA"},{"id":"75681c53-8d63-433a-9635-4fac29a72757","source":"youtube","source_id":"FSVbic9e2VA","content_type":"post","title":"COOLEST PS5 OVERHEATING 🔥 #smartphone #brokenfix #brokenfix #tablet #problemfix #screenbreak #tech","body_preview":"COOLEST PS5 OVERHEATING 🔥 #smartphone #brokenfix #brokenfix #tablet #problemfix #screenbreak #tech","author":"Digital Doctor ","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=FSVbic9e2VA"},{"id":"9e0d2615-e550-4ed5-b5ac-6235391b5af9","source":"youtube","source_id":"Ugy_tiADbN6slQRoTeF4AaABAg","content_type":"comment","title":null,"body_preview":"idgaf im taking like 5 of them just to have in my room","author":"@Helimopp","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYpzYVJX73M"},{"id":"116ab837-d9f3-43f6-934f-9f175dc6e439","source":"youtube","source_id":"UgwxIn-EIhdB4duI7vR4AaABAg","content_type":"comment","title":null,"body_preview":"What??? All of that is achieved by one nVidia chip?","author":"@fujiwaranonekobiodrando1257","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYpzYVJX73M"},{"id":"1a1b6a00-00d1-4260-959d-8b5b224315e3","source":"youtube","source_id":"Ugw5IvX7AvZmcr481BN4AaABAg","content_type":"comment","title":null,"body_preview":"There's gold in them there circuit boards! Recycling old computer parts is a more effective way to 'mine' gold than actually mining for gold.","author":"@KelRagebrew","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYpzYVJX73M"},{"id":"f3047bff-799f-46af-89cb-24aa3a58b4f7","source":"youtube","source_id":"UgzwqnnegXYqXMFPpWJ4AaABAg","content_type":"comment","title":null,"body_preview":"Facts! People see a pcb and think TECHNOLOGY! 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Old tech in great condition is always awesome and an early supercomputer","author":"@clipsnipper2197","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYpzYVJX73M"},{"id":"0904a7c0-bce9-4db7-beaa-17bac668b2ed","source":"youtube","source_id":"UgxFVw_8BWI-COwbYYx4AaABAg","content_type":"comment","title":null,"body_preview":"why dont they just salvage the materials and make useful RAM with it","author":"@powernova4763","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYpzYVJX73M"},{"id":"91d17479-d864-47d6-acc2-01378c331382","source":"youtube","source_id":"Ugz6FGhQZbT9iea88_R4AaABAg","content_type":"comment","title":null,"body_preview":"The ampunt of gold in that unit would probably pay for 100 gaming computers","author":"@Anne_Frank00","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=eYpzYVJX73M"},{"id":"1b8fd5ca-01a3-4f6e-a5d0-ab98e9401239","source":"youtube","source_id":"UgwmUFrW6M3uxHTDYCp4AaABAg","content_type":"comment","title":null,"body_preview":"Well I'm pretty sure there's enough gold in there to make it worth the investment of recycling it. 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It's so useless that it makes Sakura look useful😭✌🥀","author":"@NABILISLAM-n2j","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"dd461a67-3fdb-4590-9db4-f475413661be","source":"youtube","source_id":"UgxI2BnAT_pgKYl6MK94AaABAg","content_type":"comment","title":null,"body_preview":"We have to do the doppio tururururururu if a call comes🥀","author":"@tabrezkhanpathan2424","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"69764d98-b215-4c60-867c-69bea5e19788","source":"youtube","source_id":"UgyWI81-0I3tvggjiYp4AaABAg","content_type":"comment","title":null,"body_preview":"for once can you please record in a different area im sick of that really nice pool","author":"@JaxynneJuliaLapa","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"18b81c57-759f-4ae2-8e8f-5c9b43991bb0","source":"youtube","source_id":"UgxUOJUaPhZw7iTpZLZ4AaABAg","content_type":"comment","title":null,"body_preview":"Why is nobody talking about the rhyme at the end?😅","author":"@LayalAlSulimani","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"176da998-c0c6-41f6-8c29-aaabfd0ef9ac","source":"youtube","source_id":"UgxJUlscZoAwcVT_k3F4AaABAg","content_type":"comment","title":null,"body_preview":"I get called: Turutudurudu, Uh oh? Turudututudu, TURUDUURUTU. Beep","author":"@Narancia_thinking","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"714c10a8-214b-4417-b5c4-77e085ecacb9","source":"youtube","source_id":"UgwQHzsoUpgPzVFAjmx4AaABAg","content_type":"comment","title":null,"body_preview":"For some reason I feel you could make something way better with like 5$ a screen protector some cardboard and duct tape","author":"@Armyforce90","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=cL1_xVSpWyk"},{"id":"80c83e27-6159-4e33-80f7-ac3828a69b74","source":"youtube","source_id":"Ugxf0lAKYTTd6_ZUvN54AaABAg","content_type":"comment","title":null,"body_preview":"And then there's USB ports on power banks that seem to just pick them at random!","author":"@craigmcfly","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","semantic_specificity_human_context"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1T0YWEi_C3Y"},{"id":"36e4b00c-e40c-49e4-8e1f-f2e8c123ce85","source":"youtube","source_id":"UgydGryWyDgjzlumppB4AaABAg","content_type":"comment","title":null,"body_preview":"could the green and purple be the replacements for the mouse and speakers on the older models?","author":"@teacher555555","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1T0YWEi_C3Y"},{"id":"a01dbd8b-74a7-44f8-845a-47b25dda06ee","source":"youtube","source_id":"Ugy8qz2-KTsY9W__jG94AaABAg","content_type":"comment","title":null,"body_preview":"I always wondered why my devices never turn off and they keep charging all the time until the batteries went bad. \n\nWhy does my monitor board have so many of them I would rather have more of the blue ","author":"@atmphil1","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1T0YWEi_C3Y"},{"id":"fa7850e8-ca36-4f78-b6b1-951c872a433d","source":"youtube","source_id":"Ugz0JiZxh5sDUt7SZct4AaABAg","content_type":"comment","title":null,"body_preview":"I have a blue plugged into a black connected to a white.\nAny thumb drive I plug in briefly travels back in time to 1953.","author":"@BobSmith-zq6gz","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1T0YWEi_C3Y"},{"id":"dcdd9bb2-412f-437d-ac15-3f01256cfcec","source":"youtube","source_id":"UgyHtSnsaA1gKRgCw7B4AaABAg","content_type":"comment","title":null,"body_preview":"A green USB port most commonly indicates a fast-charging port that supports Qualcomm Quick Charge (QCC) technology. It typically delivers higher power output (e.g., 18W, 30W, or higher) compared to st","author":"@thomasposivy8003","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 Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1T0YWEi_C3Y"},{"id":"9173b68f-9d69-49dc-b799-80502ee8c877","source":"youtube","source_id":"UgysYiypw6OWcngH5oZ4AaABAg","content_type":"comment","title":null,"body_preview":"My dumbass thought red was for mouse and keyboard for top speed 😂","author":"@islael123","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1T0YWEi_C3Y"},{"id":"16cf2c1f-71fe-43f4-be3b-3c42c8d0d4fc","source":"youtube","source_id":"UgzEByB75fdsyXyVm9Z4AaABAg","content_type":"comment","title":null,"body_preview":"My motherboard doesn't support usb3 on any of the built in ports but all of them are blue xd","author":"@lizard_girl","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1T0YWEi_C3Y"},{"id":"68212c4a-9190-495a-9fb9-8effa10012c4","source":"youtube","source_id":"Ugw0Ma1KQJ3qrFfaznd4AaABAg","content_type":"comment","title":null,"body_preview":"Green for your mice, purple for keyboard. Its legacy colors from ps2 marking","author":"@Yevhenkochanov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1T0YWEi_C3Y"},{"id":"32527d16-04be-43c7-9547-afc065cbfabc","source":"youtube","source_id":"UgymQuXavb6KA8iz1ZF4AaABAg","content_type":"comment","title":null,"body_preview":"Any time I’ve seen yellow on a board it’s a DAC port","author":"@RosskoPeeko","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1T0YWEi_C3Y"},{"id":"6840877f-bb4e-4016-8bba-ca50fd44f576","source":"youtube","source_id":"UgzC6UwXUdz4kL4rHul4AaABAg","content_type":"comment","title":null,"body_preview":"Also due to not being common to see em in the first place some brands use white or black for aesthetics my new white case has 2 white usb ports 3.0 even when by colour scheme they should be blue","author":"@steveminero5228","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1T0YWEi_C3Y"},{"id":"0bde43a3-7b05-4d74-8950-90ac0e84360c","source":"youtube","source_id":"UgzUfp8esBWhWaTOQuR4AaABAg","content_type":"comment","title":null,"body_preview":"On the cable side of things it actually varies and usb-c is a mess with all the cheap crap out there using whatever colors they decide for aesthetics purposes and htc uses a proprietary system I think","author":"@justinpass8154","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1T0YWEi_C3Y"},{"id":"643c88a7-790a-474d-9ff7-358630b0adf6","source":"youtube","source_id":"UgxFEH_kRuDDiUyedwB4AaABAg","content_type":"comment","title":null,"body_preview":"nowadays white is usually an indicator of a firmware port, and it's important to note blue USB 3s that aren't teal have a low total power for the bus so don't plug too many high power devices like sca","author":"@CenKyne","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1T0YWEi_C3Y"},{"id":"f4b7a2b9-5082-4737-91df-3fdb7edde589","source":"youtube","source_id":"UgxfKaAvOCXCpdkI4jl4AaABAg","content_type":"comment","title":null,"body_preview":"What colour do you think the USB ports are on his plane?","author":"@lukehalstead5016","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1T0YWEi_C3Y"},{"id":"2d622d9d-9b71-4a04-93a3-3497cf314eca","source":"youtube","source_id":"Ugw2bIf_eYQEinEX0Sx4AaABAg","content_type":"comment","title":null,"body_preview":"i can’t believe this is how i find out how to fix my mouse sometimes randomly turning on when my PC is off. thank you mr. tech tips","author":"@imretiringbrb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1T0YWEi_C3Y"},{"id":"ab8e7b1d-e784-45da-8d64-322655e04d99","source":"youtube","source_id":"UgxCFxKCfM3T5p6Rmh94AaABAg","content_type":"comment","title":null,"body_preview":"They still dont fix the issue of wrongly inserted at first try, actually the correct one.","author":"@IkanGelamaKuning","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1T0YWEi_C3Y"},{"id":"7363512a-69aa-40cd-bec4-afbd4c12601c","source":"youtube","source_id":"Ugx0hdMhh_DmGZm69dp4AaABAg","content_type":"comment","title":null,"body_preview":"Ohhhhh fkn red keeping my keyboard lights on ty dude","author":"@firefistx7477","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal 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Tips","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.2928268478693219,"content_class":null,"collected_at":"Mon Jun 22 2026 00:00:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.youtube.com/watch?v=1T0YWEi_C3Y"},{"id":"07b4fba2-cc7c-424f-b0d5-c60cf3e6996d","source":"bluesky","source_id":"bsky:3motbywh7rv2f","content_type":"post","title":null,"body_preview":"During his stay in the Saint-Paul-de-Mausole asylum, Van Gogh painted Irises. \r\nBlue petals swirl around a single white bloom, repetition giving way to individuality. \r\nOrder and impulse find harmony ","author":"vangogh.bsky.social","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","uniform_paragraph_rhythm","template_phrases","absence_of_personality"],"bot_score":0.380952380952381,"content_class":null,"collected_at":"Sun Jun 21 2026 23:45:06 GMT+0000 (Coordinated Universal 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Buy, read, and review my queer-ass cyberpunk novel! 4.9 stars on Amazon, at fifty reviews!!!\n\nhttps://www.amazon.com/Nameless-Zoe-Ann-","author":"Impossible_PhD","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","natural_digressions"],"bot_score":0.3744595009305464,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@Impossible_PhD/116790381579485437"},{"id":"b06ae235-2c58-4d24-a9f3-6056efb7cd29","source":"mastodon","source_id":"hachyderm.io:116790396991757933","content_type":"post","title":null,"body_preview":"INTERESTING...experimenting with extraction and it turns out ML is NOT the gold standard I had presumed for content extraction. Even LLMs are WAY overkill it seems. \nAlmost done with StyloExtract...ba","author":"scottgal","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference","imperfect_expression"],"bot_score":0.4150331476978859,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@scottgal/116790396991757933"},{"id":"f91ed164-7782-4feb-ab40-822d702bdfc0","source":"mastodon","source_id":"hachyderm.io:116790398250581712","content_type":"post","title":null,"body_preview":"What if I posted this on three platforms yesterday? 🔪\n(Reed calls yesterday \"Knife Day\". 🌱)\n\nhttps://systemic.engineering/ai-consciousness\n\n#AI #GenerateAI #AIConsciousness #AIRights #NothingAboutUsWi","author":"wolf4earth","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@wolf4earth/116790398250581712"},{"id":"f4251dd4-e8c1-4107-a22c-11478446b308","source":"mastodon","source_id":"hachyderm.io:116790416847015793","content_type":"post","title":null,"body_preview":"> The cumulative message was not \"We don't need\n> your vote.\" It was \"We don't value your life.\"\n\n100% serious when I say that over the past few years I've grown increasingly convinced that TNC is a \"","author":"darcher","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@darcher/116790416847015793"},{"id":"8c01a468-13e0-4308-9e71-b3e59c1ab403","source":"mastodon","source_id":"hachyderm.io:116790423579760756","content_type":"post","title":null,"body_preview":"For completeness, because I see they updated the title and whatnot at some point, here it is with the changed title and subhead.\n\nhttps://archive.ph/SSLbJ","author":"darcher","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@darcher/116790423579760756"},{"id":"31f0950f-4988-4176-a0dd-ca73fd78f5bc","source":"mastodon","source_id":"hachyderm.io:116790464297241567","content_type":"post","title":null,"body_preview":"Something seriously weird is going on with my Brother QL-1100 printer. The software can communicate with it to find out what size labels are in it, but when I go to print, it says \"cannot communicate ","author":"petrillic","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinion","natural_digressions"],"bot_score":0.41216656851260913,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@petrillic/116790464297241567"},{"id":"45dd1f51-b945-40a2-8416-c3aa614a87ba","source":"mastodon","source_id":"hachyderm.io:116790470839056471","content_type":"post","title":null,"body_preview":"As it's still Pride Month, I decided to  do a kindergarten grade pride thing on my whiteboard! #PrideMonth #pride2026 #happypridemonth #lgbtpridemonth #lgbtqiaplus","author":"catchingfire3","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@catchingfire3/116790470839056471"},{"id":"629a0b35-049c-402f-8469-d37e6b797e1a","source":"mastodon","source_id":"hachyderm.io:116790475218021858","content_type":"post","title":null,"body_preview":"crowd losing their mind at a 0-0 draw.\n\nBut it's because the journey is what matters, not the destination.\n\n(okay, the destination matters for the teams that want to win the whole thing, but I digress","author":"thedoh","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.32480753937951135,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@thedoh/116790475218021858"},{"id":"923e2d58-f956-4c1e-9aa7-843d695d485f","source":"mastodon","source_id":"hachyderm.io:116790500888214268","content_type":"post","title":null,"body_preview":"And printing through CUPS, of all things, works fine. But the P-Touch application can't print. Because ... REASONS.","author":"petrillic","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.41216656851260913,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@petrillic/116790500888214268"},{"id":"3c4c8e30-ad01-4069-b3a5-bfc94a655515","source":"mastodon","source_id":"hachyderm.io:116790507458540648","content_type":"post","title":null,"body_preview":"And now there are *two* QL-1100 listed in the app, but no way to know which is which. It looks like one of them works? \n\nWe have seriously fucked up as an industry.","author":"petrillic","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.41216656851260913,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@petrillic/116790507458540648"},{"id":"ec3f4459-b719-43b2-8cce-81267e2ca835","source":"mastodon","source_id":"hachyderm.io:116790507540332182","content_type":"post","title":null,"body_preview":"RE: https://hachyderm.io/@advancedrubbish/116784996374788145\n\nRight, 2-3 hours of experimenting, and I've got a much better intro planned. Got about 45 mins in before I started to need a bit more plan","author":"advancedrubbish","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@advancedrubbish/116790507540332182"},{"id":"b684aa48-ad8c-4dfa-ad3c-8032a2e87608","source":"mastodon","source_id":"hachyderm.io:116790528232478897","content_type":"post","title":null,"body_preview":"From a co-worker out with his wife and MIL last night: \"our server at the restaurant we ate at last night had never heard of the big Lebowski or a White Russian.\"\n\nCurrently consoling him over \"being ","author":"BillJelavich","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@BillJelavich/116790528232478897"},{"id":"5affcbc6-4269-4b30-bc4c-658f6ab87c72","source":"mastodon","source_id":"hachyderm.io:116790537276008660","content_type":"post","title":null,"body_preview":"#Physics-based #weather models more accurate than #AI at predicting #extremeweather\nModels like #GraphCast, #PanguWeather, and #Fuxi are already better than traditional physics-based #climate models a","author":"BenjaminHCCarr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","sharing_external_link","original_commentary_around_quote","absence_of_ai_indicators"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@BenjaminHCCarr/116790537276008660"},{"id":"b827b2d2-4947-4263-bccf-1a1bad12f5ba","source":"mastodon","source_id":"hachyderm.io:116790547451834842","content_type":"post","title":null,"body_preview":"Testing Mastodon link: https://blog.devlord.io/2025/09/28/my-blog-is-about-to-become-a-part-time-travelogue/","author":"devlord","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.35401027215894826,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@devlord/116790547451834842"},{"id":"f4c63c31-1475-46b3-b428-d14b05d91eed","source":"mastodon","source_id":"hachyderm.io:116790568614507151","content_type":"post","title":null,"body_preview":"Happy pride from mother nature!\n\n#PrideMonth #silentSunday","author":"nosrednayduj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@nosrednayduj/116790568614507151"},{"id":"90e7b8fb-2a4a-4f30-ad66-79771f505ab8","source":"mastodon","source_id":"hachyderm.io:116790575836719921","content_type":"post","title":null,"body_preview":"I feel much safer knowing that our hotel room is guarded by The Large Bird","author":"mjk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@mjk/116790575836719921"},{"id":"4d0a8055-f938-4388-a179-28c0bc81b1b0","source":"mastodon","source_id":"hachyderm.io:116790590552577126","content_type":"post","title":null,"body_preview":"RE: https://shakedown.social/@aburtch/116789182227112400\n\nWhile you're at it, ban golf course watering as well.","author":"petrillic","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.41216656851260913,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@petrillic/116790590552577126"},{"id":"b290c7ec-4f80-4fa2-9b73-27ff54d8589d","source":"mastodon","source_id":"hachyderm.io:116790637665393440","content_type":"post","title":null,"body_preview":"Phone call with my Chinese massage place: \n\nThem: who’s this?\n\nMe: Ms Tan\n\nThem: which Ms Tan\n\nMe: Singapore Ms Tan\n\nThem: Singapore Ms Tan with the bad back you haven’t come in so long Tan","author":"skinnylatte","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.3320065664130783,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@skinnylatte/116790637665393440"},{"id":"03501e28-05e7-40ad-b307-8bed0cd7575d","source":"mastodon","source_id":"hachyderm.io:116790652831247661","content_type":"post","title":null,"body_preview":"First reverse shadow with this team is tomorrow x_x","author":"hrefna","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.40026893983851386,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@hrefna/116790652831247661"},{"id":"40294f01-258a-4ee5-a24b-7f33481124c2","source":"mastodon","source_id":"hachyderm.io:116790660573004332","content_type":"post","title":null,"body_preview":"Did you know that, in most places in the US, the more power and more water you use, the cheaper it gets? \n\nMaybe that's not the incentive we want to provide as a society.","author":"petrillic","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.41216656851260913,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@petrillic/116790660573004332"},{"id":"b6d13492-b6fb-4632-a597-10ea9d34f9a5","source":"mastodon","source_id":"hachyderm.io:116790669051084639","content_type":"post","title":null,"body_preview":"Anyone else see footballers falling to the ground, rolling around for a while, and getting up to rejoin the game to be very reminiscent of NPCs in a video game? The \"ouchie\" animation loop wore off an","author":"thedoh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.32480753937951135,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@thedoh/116790669051084639"},{"id":"8a0a5f72-d9d0-4bc2-af07-4e115036a05c","source":"mastodon","source_id":"hachyderm.io:116790678247464643","content_type":"post","title":null,"body_preview":"rust-analyzer just straight up pretending to not see code simply because it's disabled via #[cfg(...)] is pretty annoying...","author":"whack","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","niche_expertise"],"bot_score":0.38588643704351444,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@whack/116790678247464643"},{"id":"d00f3f57-e078-4c58-be64-93206b60c67a","source":"mastodon","source_id":"hachyderm.io:116790684788427876","content_type":"post","title":null,"body_preview":"Most agentic AI projects fail not because of a bad model, but because of a bad data foundation. Our newest ebook is the developer's guide to getting it right — from CRM integration to enterprise-wide ","author":"TheNewStack","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","absence_of_personality"],"bot_score":0.5088877349671644,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@TheNewStack/116790684788427876"},{"id":"5f9f69c9-4e2e-4d76-8a55-4cd60fe9c178","source":"mastodon","source_id":"hachyderm.io:116790693607383482","content_type":"post","title":null,"body_preview":"Is it still pareidolia if you see faces in mirrors? he dadded exuberantly","author":"ploafmaster","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@ploafmaster/116790693607383482"},{"id":"fa56ca64-ed73-4071-8f54-d7bb01ed6dd9","source":"mastodon","source_id":"infosec.exchange:116790376409526541","content_type":"post","title":null,"body_preview":"Ever switched phones and found your authenticator codes didn't come with you?\n\nFor a lot of people, that's how they learn their codes were never saved anywhere else: locked out of email, the bank, and","author":"fob","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinion","natural_digressions"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@fob/116790376409526541"},{"id":"251f38c3-8151-4184-a225-ce1f0fb2cdf9","source":"mastodon","source_id":"infosec.exchange:116790385638176069","content_type":"post","title":null,"body_preview":"more rimworld today. I had the feralisk clutch mother event again. But this time... I have mil-grade turrets, AND a sniper turret. I had my shooter lure it in with the bolt action rifle, then my turre","author":"da_667","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0.4201632331999747,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@da_667/116790385638176069"},{"id":"c2c1e4ac-e944-4ad0-bc8e-2234deeb4bb4","source":"mastodon","source_id":"infosec.exchange:116790386712232455","content_type":"post","title":null,"body_preview":"My eccentric hobbyhorse theory of the week: \n\nMany / most people have been conditioned by tropes in the tculture over the last, say, 50 years - Hollywood and TV especially - to believe genuinely intel","author":"BibbleCo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","cultural_references","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@BibbleCo/116790386712232455"},{"id":"cd9ea704-9b2b-4dbc-a6a2-de8b60e39fd9","source":"mastodon","source_id":"infosec.exchange:116790389567429027","content_type":"post","title":null,"body_preview":"RE: https://toad.social/@Michigander/116788285865374611\n\nA picture of Diablo 2 player speed running A2","author":"sid77","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@sid77/116790389567429027"},{"id":"6601aeba-db92-4f01-a095-d91fc9ee64aa","source":"mastodon","source_id":"infosec.exchange:116790389717686943","content_type":"post","title":null,"body_preview":"INC Ransomware Thrives by Mastering the Basics https://www.darkreading.com/cyberattacks-data-breaches/inc-ransomware-thrives-by-mastering-the-basics","author":"patrickcmiller","classification":"human_created","confidence":0.7,"indicators":["sharing_external_link","lack_of_ai_signals"],"bot_score":0.38548548158173757,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@patrickcmiller/116790389717686943"},{"id":"06cfbad8-e36c-431b-b816-7505432bec3a","source":"mastodon","source_id":"infosec.exchange:116790395202169802","content_type":"post","title":null,"body_preview":"Here's my hot take about Chicago dogs.  Most independent hot dog spots kind of suck, especially when compared to portillo's, specifically in two areas.  Most independent hot dog spots serve skinless d","author":"grumpasaurus","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.37334083224822023,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@grumpasaurus/116790395202169802"},{"id":"3af2fda3-8e9e-4ac7-8d35-cdd94dc26c9b","source":"mastodon","source_id":"infosec.exchange:116790396449731338","content_type":"post","title":null,"body_preview":"🔗 Security researchers report WordPress, ransomware, AI agent flaws\n\nhttps://news.kagi.com/s/6swq55","author":"maymeow","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@maymeow/116790396449731338"},{"id":"ccb29224-4a01-4ec2-bba0-11960135f569","source":"mastodon","source_id":"infosec.exchange:116790451066682856","content_type":"post","title":null,"body_preview":"This evokes lovely summer memories from when I was about seven years old and Van der Valk (a detective series) was on telly all the time.\n\nhttps://www.youtube.com/watch?v=OV8t3jA-krc","author":"davep","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.30064640217319316,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@davep/116790451066682856"},{"id":"748bb160-59af-417c-b9cb-cf9ac12b5b16","source":"mastodon","source_id":"infosec.exchange:116790460976681803","content_type":"post","title":null,"body_preview":"Possible Phishing 🎣\n on: ⚠️hxxps[:]//aw9-webde-5ys6hha-wxi-bt[.]weebly[.]com/\n 🧬 Analysis at: https://urldna.io/scan/6a3842eb3b775000053263fb\n#cybersecurity #phishing #infosec #urldna #scam #infosec","author":"urldna","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4009089194546213,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@urldna/116790460976681803"},{"id":"524dc7cb-9571-450b-8cad-f2e8659ade6e","source":"mastodon","source_id":"infosec.exchange:116790481673632352","content_type":"post","title":null,"body_preview":"Display panel for my new six-digit calculator is coming along nicely.","author":"lcamtuf","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@lcamtuf/116790481673632352"},{"id":"5b60c29f-7670-4120-80be-cbc48089e9fc","source":"mastodon","source_id":"infosec.exchange:116790483647947482","content_type":"post","title":null,"body_preview":"The worst no-bid contract Donnie ever entered into was the one in which he sold America to Russia and Israel.","author":"Jeber","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@Jeber/116790483647947482"},{"id":"10a369fc-4037-4917-a298-3a380b880c27","source":"mastodon","source_id":"infosec.exchange:116790494117627652","content_type":"post","title":null,"body_preview":"I also stand by my statement.that portillos still does the best polish.  MAYBE Chicago's dog house in the loop","author":"grumpasaurus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.37334083224822023,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@grumpasaurus/116790494117627652"},{"id":"fedce0d6-42c0-4b99-8d71-bc254c8d4bd1","source":"mastodon","source_id":"infosec.exchange:116790495856628655","content_type":"post","title":null,"body_preview":"A pair of downy woodpeckers in our garden. #birds #bird #birb #BirdsOfFediverse","author":"plinth","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@plinth/116790495856628655"},{"id":"f1377128-6da0-4096-a560-10733ae77e1a","source":"mastodon","source_id":"infosec.exchange:116790507657433795","content_type":"post","title":null,"body_preview":"Russia appears set to finally address long-term, serious space station cracks https://arstechnica.com/space/2026/06/russia-appears-set-to-finally-address-long-term-serious-space-station-cracks/","author":"patrickcmiller","classification":"human_created","confidence":0.7,"indicators":["link_sharing","concise_summary"],"bot_score":0.38548548158173757,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@patrickcmiller/116790507657433795"},{"id":"4178eebc-6b30-4b24-9029-3a592419e4f0","source":"mastodon","source_id":"infosec.exchange:116790519830974193","content_type":"post","title":null,"body_preview":"This is a brilliant idea https://github.com/philipl/pifs","author":"pancake","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@pancake/116790519830974193"},{"id":"b837b6fd-5b36-4761-9f40-618d8440c377","source":"mastodon","source_id":"infosec.exchange:116790533546189842","content_type":"post","title":null,"body_preview":"#housemusic todays jam.\n\nhttps://youtu.be/unTwaVOdG0g?si=AIJKk5AGM3gEbz4P","author":"notasnek","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.3903651708846809,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@notasnek/116790533546189842"},{"id":"aca33175-1e65-4838-b5d5-c40ff8a31ac3","source":"mastodon","source_id":"infosec.exchange:116790549728817656","content_type":"post","title":null,"body_preview":"So I see the MOU thing is going well: Iran walks out of negotiations after Trump's assassination threat to “Blow the shit out of you”\n\nhttps://www.express.co.uk/news/world/2220110/Iran-walks-away-nego","author":"kcarruthers","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","quoting_external_source"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@kcarruthers/116790549728817656"},{"id":"8d91f29c-5ce0-480a-8768-88c7078b7451","source":"mastodon","source_id":"infosec.exchange:116790551820579404","content_type":"post","title":null,"body_preview":"I absolutely love this creeping thyme. It is fairly draught tolerant once established from what we were told  \n\n#bloomscrolling #groundcovers #gardening","author":"Rajiv","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@Rajiv/116790551820579404"},{"id":"b13a4524-aab5-4921-b2b8-87606e16e047","source":"mastodon","source_id":"infosec.exchange:116790552193973270","content_type":"post","title":null,"body_preview":"In Cybersecurity it's called attack surface, but isn't that just a reinvented exposure out of the last 50 years of criminology studies? a motivated offender, a suitable target, and the absence of a ca","author":"privacyinsight","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","natural_digressions","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@privacyinsight/116790552193973270"},{"id":"d062a3bf-a0eb-47dd-b2a4-1c39ba9d8c83","source":"mastodon","source_id":"infosec.exchange:116790553265766769","content_type":"post","title":null,"body_preview":"Simplifies following or interacting with other users on remote Mastodon instances in the Fediverse. https://github.com/rugk/mastodon-simplified-federation","author":"prism","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@prism/116790553265766769"},{"id":"e29b8d45-4039-40ce-87df-a1448741e94a","source":"mastodon","source_id":"infosec.exchange:116790578928925167","content_type":"post","title":null,"body_preview":"Possible Phishing 🎣\n on: ⚠️hxxps[:]//t[.]co/Wn3r0HewpD\n 🧬 Analysis at: https://urldna.io/scan/6a3834e33b7750000532629a\n#cybersecurity #phishing #infosec #urldna #scam #infosec","author":"urldna","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4009089194546213,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@urldna/116790578928925167"},{"id":"8dc6286c-ace9-4896-9be5-bf83d5f89353","source":"mastodon","source_id":"infosec.exchange:116790578988121545","content_type":"post","title":null,"body_preview":"ASN: AS15830\nLocation: Seoul, KR\nAdded: 2026-06-16T05:04\n\n#shodansafari #infosec","author":"shodansafari","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@shodansafari/116790578988121545"},{"id":"aa847b5d-760e-48de-a492-58e636c50bcb","source":"mastodon","source_id":"infosec.exchange:116790580361949823","content_type":"post","title":null,"body_preview":"I have seen my first Google QR code I couldn't avoid. You scan the code, it sends you to a page on your phone that has you send a message to a number. In the bottom corner they claim it isn't used to ","author":"sharkfie","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@sharkfie/116790580361949823"},{"id":"a3275938-61b9-48d4-b42e-a034bfeed5a9","source":"mastodon","source_id":"infosec.exchange:116790592788023477","content_type":"post","title":null,"body_preview":"New daily playlist: the latest talks and tutorials in cybersecurity and hacking. Stay sharp, stay safe. 👉 https://www.youtube.com/playlist?list=PLXqx05yil_me9InFtsVrkB00KNWPdvh1X\n#CyberSecurity #InfoS","author":"rootshellonline","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4467120181405896,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@rootshellonline/116790592788023477"},{"id":"2989033d-3998-4488-906b-15fdbe6d32db","source":"mastodon","source_id":"infosec.exchange:116790625611546496","content_type":"post","title":null,"body_preview":"FortiBleed campaign exposes 75,000 Fortinet firewalls worldwide https://www.csoonline.com/article/4186790/fortibleed-campaign-exposes-75000-fortinet-firewalls-worldwide.html","author":"patrickcmiller","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.38548548158173757,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@patrickcmiller/116790625611546496"},{"id":"ae492b0a-8996-4215-bdb9-e21ab4c63cdf","source":"mastodon","source_id":"infosec.exchange:116790656056091875","content_type":"post","title":null,"body_preview":"thinking about my pal.\n\nhttps://www.youtube.com/watch?v=cWc7vYjgnTs","author":"notasnek","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","personal_reference"],"bot_score":0.3903651708846809,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@notasnek/116790656056091875"},{"id":"5d4b956b-73d6-4d20-a915-ea77f3cc206c","source":"mastodon","source_id":"infosec.exchange:116790656515421196","content_type":"post","title":null,"body_preview":"better no #digitalcommunication #surveillance #surveillancecapitalism #surveillancestate","author":"attatis","classification":"human_created","confidence":0.6,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@attatis/116790656515421196"},{"id":"33a171cd-2ee0-452e-a460-8763af7cd41d","source":"mastodon","source_id":"infosec.exchange:116790658801154726","content_type":"post","title":null,"body_preview":"📺 I Will Find You S1 (2026)\n\nI just finished I Will Find You Season 1\n\nEh. Pretty mid. Probably wouldn't bother unless you're a fan of the books or something. I never read them.\n\n⭐️⭐️½\n\n🔗 https://mich","author":"michaelharley","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies","original_commentary"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@michaelharley/116790658801154726"},{"id":"2c944bb1-4c3c-4bd7-987c-aa2ef1cf00fc","source":"mastodon","source_id":"infosec.exchange:116790669753723158","content_type":"post","title":null,"body_preview":"Clownin around on destiny!\nTwitch.tv/a_takotaco\n\n#twitch #clownmakeup #destiny2","author":"TakoTaco","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@TakoTaco/116790669753723158"},{"id":"f4248149-7ebc-435d-81a8-65d3cb1cba0a","source":"mastodon","source_id":"infosec.exchange:116790672176699102","content_type":"post","title":null,"body_preview":"RE: https://mastodon.social/@Savagejen/116787640693396689\n\nWelp.","author":"sudonem","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@sudonem/116790672176699102"},{"id":"e84ddadb-5591-4399-abbf-24029a7a6c4b","source":"mastodon","source_id":"infosec.exchange:116790683020915854","content_type":"post","title":null,"body_preview":"So good!  Like a spy movie.  \n\nhttps://www.youtube.com/watch?v=Emg_6ANjWzo","author":"notasnek","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.3903651708846809,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@notasnek/116790683020915854"},{"id":"221bd29b-f3bc-4782-8ce0-5568e05dfa2e","source":"mastodon","source_id":"fosstodon.org:116789995098969480","content_type":"post","title":null,"body_preview":"Wotruba Church (Kirche Zur Heiligsten Dreifaltigkeit)\nThe absolute holy grail of Viennese Brutalism. It is absolutely gorgeous, a work of art. ❤️\n#Vienna #travel #Brutalism #Brutalist #architecture","author":"krisfreedain","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.3755784865064759,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@krisfreedain/116789995098969480"},{"id":"0e1579e3-00bf-491c-a87f-e3fbd3eff4f9","source":"mastodon","source_id":"fosstodon.org:116790000311609547","content_type":"post","title":null,"body_preview":"\"This threat to states’ sovereignty is vastly greater than those addressed in the Court’s prior federalism jurisprudence.  And a willful President can do far more harm to a state’s finances than a fed","author":"vforberger","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","external_link_and_commentary"],"bot_score":0.3744595009305464,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@vforberger/116790000311609547"},{"id":"c0861115-0a62-4386-816e-97b72d746642","source":"mastodon","source_id":"fosstodon.org:116790002061284837","content_type":"post","title":null,"body_preview":"My 1st Amazon order for the Matrix DVD is somehow marked as \"Delayed, not yet shipped\".\n\n(PS: my mom sold the house at 70 Route de Bonson last year)","author":"mathieucomandon","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.370622991110062,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@mathieucomandon/116790002061284837"},{"id":"8cd8a7ed-9bf8-4a46-a5a6-f26a4a439088","source":"mastodon","source_id":"fosstodon.org:116790014803652421","content_type":"post","title":null,"body_preview":"\"After getting tired of waiting for R and Python to finish basic operations on large datasets, I decided to build something faster in Julia\"\n\n#JuliaLang :julia: \n\nhttps://discourse.julialang.org/t/int","author":"mhsatman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@mhsatman/116790014803652421"},{"id":"0a92a4b2-b657-4bcd-9914-45209ed83f14","source":"mastodon","source_id":"fosstodon.org:116790017566385423","content_type":"post","title":null,"body_preview":"bounced; and:\n\n```text\n    msg=\"Stopping service\"\n    msg=\"Stopping HTTP server\"\n    msg=\"Closing Database\"\n    msg=\"Service stopped gracefully\"\n     _   _             _     _\n    | \\ | |           (_","author":"picofarad","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","technical_detail_with_context","ascii_art"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@picofarad/116790017566385423"},{"id":"f7c38f8c-eff0-4944-94b8-58843059214c","source":"mastodon","source_id":"fosstodon.org:116790041115375705","content_type":"post","title":null,"body_preview":"Spider-Man: No Way Home, 2021 - ★★★★★: https://letterboxd.com/bradr3d/film/spider-man-no-way-home/\n\n#movies #Letterboxd #CineMastodon #film #movie","author":"bradr3d","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","human_indicators_present"],"bot_score":0.26829598644466257,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@bradr3d/116790041115375705"},{"id":"dc7dbe1c-1b80-4f82-be83-92bece92d822","source":"mastodon","source_id":"fosstodon.org:116790045832174709","content_type":"post","title":null,"body_preview":"I found a guild for potentially running GTS on my Synology, but it involves Cloudflare and I just don't know.","author":"djwfyi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@djwfyi/116790045832174709"},{"id":"856eba25-95c6-4e57-9218-4219ab0ac68c","source":"mastodon","source_id":"fosstodon.org:116790069400769803","content_type":"post","title":null,"body_preview":"Wanna create minimal embedded UIs with Rust? 🦀\n\n🧀 **Mousefood** — An embedded-graphics backend for @ratatui_rs 🐀\n\n💯 Added RP2040-Zero e-paper & ESP32-C6 Embassy example in the new version!\n\n⭐ GitHub: ","author":"orhun","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","original_commentary"],"bot_score":0.32312152382959053,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@orhun/116790069400769803"},{"id":"948b7756-bc5a-40ae-b44e-13cc686c5abb","source":"mastodon","source_id":"fosstodon.org:116790077983444518","content_type":"post","title":null,"body_preview":"I published a new article 🎉\nDeclarative system config with NixOS\nhttps://gabnotes.org/posts/declarative-system-config-with-nixos","author":"Crocmagnon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@Crocmagnon/116790077983444518"},{"id":"088a7695-3b8b-4e2f-8a07-79ea4ca54b1b","source":"mastodon","source_id":"fosstodon.org:116790100059891284","content_type":"post","title":null,"body_preview":"Ah, this issue provides more background: https://github.com/typst/typst/issues/5512\n\nSeems like they're still working on semantics and structure and then styling is gonna be added as a next phase. So ","author":"diondokter","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.3533950128643539,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@diondokter/116790100059891284"},{"id":"130e6a32-4907-4164-88b1-683969c7e308","source":"mastodon","source_id":"fosstodon.org:116790102850863304","content_type":"post","title":null,"body_preview":"Then I guess I'm just gonna stick with mdbook for now","author":"diondokter","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.3533950128643539,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@diondokter/116790102850863304"},{"id":"f5fcfc26-117c-4919-83b5-43cce1950f18","source":"mastodon","source_id":"fosstodon.org:116790106545055803","content_type":"post","title":null,"body_preview":"Tianji v1.32.4 adds an AI router logs refresh button and fixes stream keepalive pings in the AI gateway. Small but solid quality of life improvements for your monitoring stack. #selfhosted #homelab\n\nh","author":"dbtechyt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.3167424005536362,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@dbtechyt/116790106545055803"},{"id":"40dc684c-0477-49e4-90d6-e6790721f21a","source":"mastodon","source_id":"fosstodon.org:116790116704191682","content_type":"post","title":null,"body_preview":"Marabú Restaurant - Brickell City Center, Miami, FL\n#photography #gfx100rf #fujigfx100rf #miami #cubancuisine","author":"etrigan63","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal 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Kernel\n\nhttps://blog.calif.io/p/apple-internals-swift-in-the-kernel","author":"governa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3055308775481258,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@governa/116790169691176099"},{"id":"332ea74b-0a4b-4cae-b7e5-2ee172e956c8","source":"mastodon","source_id":"fosstodon.org:116790172455432488","content_type":"post","title":null,"body_preview":"I Stored a Website in a Favicon\n\nhttps://www.timwehrle.de/blog/i-stored-a-website-in-a-favicon/","author":"governa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.3055308775481258,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal 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Patches, #Linux 7.2 Finally Removes Bug-Prone strncpy\n\nhttps://m.slashdot.org/story/455726","author":"governa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.3055308775481258,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@governa/116790175950267909"},{"id":"e363f4e2-6d2a-465a-ab1b-16e8e428dc54","source":"mastodon","source_id":"fosstodon.org:116790187572442346","content_type":"post","title":null,"body_preview":"It becomes much easier when you realize that the FPC ribbon is actually flexible on its entire length, and you don't have to put it through the PCB right where it exits the display, you can actually t","author":"deshipu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.3712522315291118,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@deshipu/116790187572442346"},{"id":"04a9b726-dd66-4a24-b056-4c267596554d","source":"mastodon","source_id":"fosstodon.org:116790200852040818","content_type":"post","title":null,"body_preview":"Curated list of #opensource software alternatives to proprietary tools\n\nhttps://github.com/piotrkulpinski/openalternative","author":"governa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3055308775481258,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal 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and abroad - Japan Today\" https://japantoday.com/","author":"danhugo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.31986227893661695,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@danhugo/116790219966269602"},{"id":"b1219b85-1add-422f-9161-0be32d0b87d2","source":"mastodon","source_id":"fosstodon.org:116790381783436372","content_type":"post","title":null,"body_preview":"I got up at 4 AM today to catch the solstice sunrise and go for a long bike ride. And it was absolutely worth it. https://www.strava.com/activities/19013530881 Overall just a great ride!\n\n#BikeTooter ","author":"haraldkliems","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.2665803477007262,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@haraldkliems/116790381783436372"},{"id":"a3a576fd-1a00-43a1-afb5-8f24ad8692b4","source":"mastodon","source_id":"fosstodon.org:116790382203124230","content_type":"post","title":null,"body_preview":"Do you remember when things worked, because there were no computers inside them?","author":"deshipu","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.3712522315291118,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@deshipu/116790382203124230"},{"id":"f21af7ee-7467-4956-b027-340f12fd8fd1","source":"mastodon","source_id":"fosstodon.org:116790395882517434","content_type":"post","title":null,"body_preview":"A few weeks ago, I spent a coupe weeks with my family in Japan.\n\nOn the flight out, Godzilla Minus One was available in the flight entertainment. My daughter is a big Godzilla fan, so she was excited ","author":"atoponce","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.3527687150216404,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@atoponce/116790395882517434"},{"id":"cd84c6d3-463e-4d99-b638-005c0f72767c","source":"mastodon","source_id":"fosstodon.org:116790433831068746","content_type":"post","title":null,"body_preview":"The brain was not designed for this much bad news | Hacker News\nhttps://news.ycombinator.com/item?id=48615569","author":"rfc2549","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.3932062501545335,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@rfc2549/116790433831068746"},{"id":"c5a17e33-9fcd-49b9-88be-3cbff7ceaf21","source":"mastodon","source_id":"fosstodon.org:116790456006836501","content_type":"post","title":null,"body_preview":"RE: https://mastodon.opencloud.lu/@BrideOfLinux/116790351678842050\n\nSo far today, we've raised $35. That's great! We need to raise more, however, to get back on track. Please help by giving what you c","author":"FOSSForce","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.31267455364869534,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@FOSSForce/116790456006836501"},{"id":"493fc689-73b1-42b4-8aad-6bc1b6388b06","source":"mastodon","source_id":"fosstodon.org:116790483217487465","content_type":"post","title":null,"body_preview":"I haven't turned on this raspberry pi 4 8gb of ram in like 3 years. I've been feeling like resurrecting it and setting it up again.\n\nWhat services should I install on it?\nWhat casing or peripherals sh","author":"joel","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.31636067182466654,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@joel/116790483217487465"},{"id":"1cdc61e2-49ca-443f-97c3-b82fd3d167b4","source":"mastodon","source_id":"fosstodon.org:116790519538484921","content_type":"post","title":null,"body_preview":"Shipped first version of OpenUpdater - a MacUpdater replacement that's open source and doesn't need constant db updates.\n\nAll recipes are in the repo and anyone can contribute!\n\nCheck it out → https:/","author":"casraf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_announcement","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@casraf/116790519538484921"},{"id":"57a4b853-fee9-4e4c-8234-49aaf6f50dfe","source":"mastodon","source_id":"fosstodon.org:116790537452615083","content_type":"post","title":null,"body_preview":"Calligrapha diversa\n\nI didn't know these guys. Thought it was a weird ladybug.","author":"cuboimposible","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0.3755784865064759,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@cuboimposible/116790537452615083"},{"id":"0ea7b4fc-e7e8-41da-912b-49a0edc465b4","source":"mastodon","source_id":"fosstodon.org:116790552841512100","content_type":"post","title":null,"body_preview":"It's father's day. For another 10 minutes.\n\nThat doesn't change much. I've spent the day as I always do, looking after my autistic son.\n\nThankfully though, my wife picked me up a steak today. So I had","author":"markwalker","classification":"human_created","confidence":0.92,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.370622991110062,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@markwalker/116790552841512100"},{"id":"a857c37f-999e-48b5-8061-bec8ddbbfb8e","source":"mastodon","source_id":"fosstodon.org:116790589312276952","content_type":"post","title":null,"body_preview":"Team Algae protestor at the Lincoln Reflecting Pool.\n😄 🐸 \nhttps://bsky.app/profile/alexjungle.bsky.social/post/3mot64mblfk2k\n#UsPol \n11/n","author":"AkaSci","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.32990608823363243,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@AkaSci/116790589312276952"},{"id":"00ab2353-06ef-4fc8-ad3c-772524aeda50","source":"mastodon","source_id":"fosstodon.org:116790641081914194","content_type":"post","title":null,"body_preview":"Here I am just posting links, but I found this article on AI to be thought provoking.\n\nhttps://matthewbutterick.com/extinction-level-capitalism.html","author":"vincepmartin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_indicators","personal_reaction_to_external_content"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@vincepmartin/116790641081914194"},{"id":"02d3a916-9f3f-47da-922b-79b0785aca7b","source":"mastodon","source_id":"fosstodon.org:116790650469107710","content_type":"post","title":null,"body_preview":"i know most of the solarpunk tagged posts are more about drawings and conceptual thinking, but here is 4 3.2v LiFePo4 cells out of an electeic\ndelivery vehicle, in a milk crate, controlled by a simple","author":"artyr3","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":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@artyr3/116790650469107710"},{"id":"6cd42fef-20fe-4203-b088-e7e6dc630b7c","source":"mastodon","source_id":"fosstodon.org:116790690314004735","content_type":"post","title":null,"body_preview":"#SPDRstatus:  Linux systems will begin rebooting for updates at 7:30pm CDT.","author":"ljg","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@ljg/116790690314004735"},{"id":"d4d6f0ce-4de3-4019-97d7-a654f41fd010","source":"reddit","source_id":"t1_ot1402w","content_type":"comment","title":null,"body_preview":"Get in good shape, I stopped hitting the gym around grade 10 when all my buddies kept going with it. DO yourself a favor and spend at least a few years of your life in decent shape, its night and day ","author":"Ta-veren-","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","self_reference","platform_fluency","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uc47jj/what_would_you_change_if_you_were_a_teen_again/ot1402w/"},{"id":"425492f5-6c93-41b2-8dbb-6a0560a7c6cb","source":"reddit","source_id":"t1_ot1404q","content_type":"comment","title":null,"body_preview":"When you can use common sense to answer a question, but instead you use AI for the novelty of it all, or just because you want to have a conversation.","author":"ExtensionLeek1455","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uc47sc/where_do_people_draw_the_line_with_ai/ot1404q/"},{"id":"376acb32-7409-4e35-b626-04977313b000","source":"reddit","source_id":"t1_ot14057","content_type":"comment","title":null,"body_preview":"Honestly, I’m still taking notes. My birthday is next month, so feel free to inspire me","author":"Rosevellin","classification":"human_created","confidence":0.7,"indicators":["human_indicator_personal_context","human_indicator_platform_fluency","human_indicator_terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uc4b3r/how_did_you_celebrate_your_birthday/ot14057/"},{"id":"67f3bcd5-6563-4509-97d8-44100e17f7d8","source":"reddit","source_id":"t1_ot1405f","content_type":"comment","title":null,"body_preview":"PLEASE READ THIS MESSAGE IN ITS ENTIRETY BEFORE TAKING ACTION. Hi there, your post has been removed for one of the following reasons:  Rule 3: Questions seeking a correct or definite answer, that can ","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","list_heavy_advice"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Sun Jun 21 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uc4da7/why_does_food_always_seem_to_taste_significantly/ot1405f/"},{"id":"c47ed033-7c27-47f3-8ec9-2ba6fe22b8b4","source":"reddit","source_id":"t1_ot140ak","content_type":"comment","title":null,"body_preview":"Same! I’ve only lost maybe 40 pounds, but now I’m cold!","author":"GenXer76","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience_with_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uc2n1m/for_those_who_have_lost_significant_weight_what/ot140ak/"},{"id":"ce63ee59-8c5f-4c72-8c55-84660fb71676","source":"reddit","source_id":"t1_ot140cf","content_type":"comment","title":null,"body_preview":"Is it. I thought women were hairier than ever before but I suppose I could be wrong.","author":"Prestigious_Emu6039","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sun Jun 21 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uc4c4k/when_exactly_did_womens_body_hair_become_taboo/ot140cf/"},{"id":"34184cf7-159e-4307-a52f-782ff541edd0","source":"reddit","source_id":"t1_ot140la","content_type":"comment","title":null,"body_preview":"That’s like, psychology in a nutshell and what 99% of people do on the internet","author":"Dry-Combination8608","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uc4062/men_of_reddit_what_is_99_mythical_about_men_that/ot140la/"},{"id":"943dee80-312f-4634-813c-6088943893e9","source":"reddit","source_id":"t1_ot140oh","content_type":"comment","title":null,"body_preview":"My grandmother’s brother was set to marry a woman who had a four year old daughter from a previous relationship. His mother (my great grandmother) convinced them to give up the child for adoption and ","author":"Sea-Operation7215","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uc41yq/what_is_the_most_shocking_thing_you_have_found/ot140oh/"},{"id":"3841dc39-aad7-4b85-ad51-c3a431646d2c","source":"reddit","source_id":"t1_ot140q8","content_type":"comment","title":null,"body_preview":"I’ve long thought that those kind of guys are homophobic because the last thing they want is to be treated like they treat women.","author":"Zathrus1","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1ub92o0/women_of_reddit_what_is_100_mythical_about_women/ot140q8/"},{"id":"4c0e6084-8bf1-4a4e-a7bb-84433cb6acc9","source":"reddit","source_id":"t1_ot140rz","content_type":"comment","title":null,"body_preview":"I really don't know much about it. Since the Cold War, we're pretty limited on the information that we're given about Russia. I'm not a great example though. If it's not directly affecting us, we're n","author":"kin3ticwave","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_personality","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uc44ws/what_do_you_americans_know_about_the_situation_in/ot140rz/"},{"id":"1b1b8939-f30c-431b-96ea-09e9ef3c9c06","source":"reddit","source_id":"t1_ot140sa","content_type":"comment","title":null,"body_preview":"I subscribe to the theory that it was purely because someone noticed Jagger rhymed with swagger.","author":"Disastrous_Turnip123","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1ubbzm7/what_is_the_worst_song_lyric_youve_ever_heard/ot140sa/"},{"id":"98d64f06-de4d-4f28-8c77-19586c4ec352","source":"reddit","source_id":"t1_ot140uw","content_type":"comment","title":null,"body_preview":"Advertisement campaigns from razor blade companies from the 19 20s to 50s","author":"TomAsspinallHater","classification":"ai_generated","confidence":0.6,"indicators":["suspiciously_comprehensive","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uc4c4k/when_exactly_did_womens_body_hair_become_taboo/ot140uw/"},{"id":"eb84c850-27c6-40a1-b0b6-370c5f22cf71","source":"reddit","source_id":"t1_ot14124","content_type":"comment","title":null,"body_preview":"No-makeup makeup is just a different style of makeup. Lots of people just like to experiment with different styles and do different looks to suit their mood, nothing to do with thinking they desperate","author":"90210ytse","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1ub92o0/women_of_reddit_what_is_100_mythical_about_women/ot14124/"},{"id":"2678e4d1-95ab-4238-a0e1-7beb686a5970","source":"reddit","source_id":"t1_ot1412v","content_type":"comment","title":null,"body_preview":"Eww, why? Does tracking have you in a Stockholm syndrome situation? Do you like fuzzy pictures and chewwed up tape?modern devices can record video much better A hdd dvd recorder will do what you want ","author":"Calm-Zombie2678","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Sun Jun 21 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1ub1ywt/which_technology_or_device_is_no_longer_available/ot1412v/"},{"id":"0523583e-be93-424f-9cee-7cec05d31a8c","source":"reddit","source_id":"t1_ot1412y","content_type":"comment","title":null,"body_preview":"I remember I asked a question so popular here that it got taken down by dumbass mods, was a harmless question too.","author":"Former-Muffin8930","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uc49lo/whats_a_harmless_post_youve_made_that_got/ot1412y/"},{"id":"d24f012d-3128-4c76-8696-f757ca4667bd","source":"reddit","source_id":"t1_ot1414g","content_type":"comment","title":null,"body_preview":"antidisestablishmentarianism, obviously. cant believe thats still in my brain from middle school","author":"BreakfastFar5019","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","personal_anecdote"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1ubnhyr/what_is_the_first_word_you_think_of_thats_over_10/ot1414g/"},{"id":"092b8cb7-6a94-4d78-ac8c-85f40f5c224b","source":"reddit","source_id":"t1_ot1416i","content_type":"comment","title":null,"body_preview":"I've seen men, young and old, cry countless times. And believe it or not, many women appreciate when men express emotional vulnerability (not emotional dependency, there’s a difference, explaination b","author":"Bieacefully_27","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uc4062/men_of_reddit_what_is_99_mythical_about_men_that/ot1416i/"},{"id":"974c9b96-6c43-4e09-a3ae-d034709bb84e","source":"reddit","source_id":"t1_ot1417j","content_type":"comment","title":null,"body_preview":"I gotta pay better attention I thought it said r/trueancestry and I clicked to see what the big deal is. Never wanted to know that existed.","author":"mrhobbeys","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1ubqcky/whats_an_nsfw_thing_people_think_is_rare_but_is/ot1417j/"},{"id":"ad0e19b0-0497-490b-9ba7-e79cb7fb5776","source":"reddit","source_id":"t1_ot1418b","content_type":"comment","title":null,"body_preview":"\"Broken promises for broken hearts\" by She Wants Revenge","author":"EnnKaa","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/AskReddit/comments/1uc45ug/what_songs_are_perfect_after_a_break_up/ot1418b/"},{"id":"b28f81b4-be5b-4b52-a652-b64eb0078f7c","source":"reddit","source_id":"t1_ot125id","content_type":"comment","title":null,"body_preview":"Very few are engaged in medical research and advancing the frontiers of knowledge Imagine how much more of an incentive there’d be to invest in it if every breakthrough instantly cascaded to every AI ","author":"FakeBonaparte","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uc3bwx/ai_is_taking_over_hospitals/ot125id/"},{"id":"ac90f820-44fd-4afe-a801-81982019de89","source":"reddit","source_id":"t1_ot125wn","content_type":"comment","title":null,"body_preview":"The following submission statement was provided by /u/Gari_305:  From the article  Every knowledge-based profession may one day reach the point when AI outperforms the human experts. In medicine, that","author":"FuturologyBot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quote","absence_of_ai_signals"],"bot_score":0.4523809523809524,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uc3bwx/ai_is_taking_over_hospitals/ot125wn/"},{"id":"6d0bb69f-d9f5-4351-80b0-c9412be57006","source":"reddit","source_id":"t1_ot128a2","content_type":"comment","title":null,"body_preview":">And who is gonna pay the blue collar workers?< Other blue collar workers? Seriously, though, automation is not a new concept. The telecommunications industry employed over 1.4 million switchboard ope","author":"BKGPrints","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","polished_first_draft","absence_of_personality"],"bot_score":0.393674652700511,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uc34q7/gm_cut_1000_workers_at_its_ev_plant_then_added/ot128a2/"},{"id":"4631cc2e-4680-4c68-8e16-cc2174459b0d","source":"reddit","source_id":"t1_ot128it","content_type":"comment","title":null,"body_preview":"Question: Are you being sarcastic or are you presenting this as a legitimate downside? (it’s hard to tell these days where people are coming from.)","author":"rickylancaster","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uc3bwx/ai_is_taking_over_hospitals/ot128it/"},{"id":"0b3f5062-74b6-4517-92a0-de6bdf9c3fcd","source":"reddit","source_id":"t1_ot12ajz","content_type":"comment","title":null,"body_preview":"Isn't the opposite also true lol where people just need less skills and subterfuge id actually easier to learn imo. I mean how many potential bad actors are reading this and learning from it.","author":"JayceGod","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ubidp2/lowskilled_attacker_used_claude_codex_to_breach/ot12ajz/"},{"id":"2b0c1491-ef10-496f-b6d5-5941884e40cc","source":"reddit","source_id":"t1_ot12get","content_type":"comment","title":null,"body_preview":"Linux is a real shit show when it comes to desktops. It’s so clunky, nothing works without a dozen patches and fixes. It’s a cool think to play with if you like tinkering, but not if you just want shi","author":"whooptheretis","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ubk6jk/a_windowless_concrete_tower_40_stories_tall_on/ot12get/"},{"id":"6e45b3b9-9f21-4b17-a29b-fccf0851a2cd","source":"reddit","source_id":"t1_ot12jnt","content_type":"comment","title":null,"body_preview":"Let's try some back of the envelope calculations.  The we assume the building is 148m high, it looks like the building is about 100m on a side, and if you look at their promotional material on the web","author":"Admirable_Rabbit_808","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ubk6jk/a_windowless_concrete_tower_40_stories_tall_on/ot12jnt/"},{"id":"c5b47fdc-a9ba-48a8-b8ed-06f9126d85e0","source":"reddit","source_id":"t1_ot12koy","content_type":"comment","title":null,"body_preview":"It can keep going and put everyone out of jobs so world runs on welfare economy which is the best case scenario.  Would you like industrial revolution to have never happened because it put people out ","author":"BrahmKarmaGato","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uc3bwx/ai_is_taking_over_hospitals/ot12koy/"},{"id":"501e4f01-85e1-41fd-8b9b-3e0ba969168a","source":"reddit","source_id":"t1_ot12oe6","content_type":"comment","title":null,"body_preview":"Did not expect to find a fellow Timberborn player here!","author":"pnlrogue1","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ubk6jk/a_windowless_concrete_tower_40_stories_tall_on/ot12oe6/"},{"id":"32a0b06b-1e33-4148-bca6-d3f8afc9e20a","source":"reddit","source_id":"t1_ot12q0b","content_type":"comment","title":null,"body_preview":"It's terrifying though when you think of them having sharp things near your face and head. I'll take my usually drunk down the street barber thank you very much.","author":"Montymisted","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uc34q7/gm_cut_1000_workers_at_its_ev_plant_then_added/ot12q0b/"},{"id":"3ef4ad3b-c352-4182-9e07-385111f3bdbf","source":"reddit","source_id":"t1_ot12son","content_type":"comment","title":null,"body_preview":"US is not the only country, and uckily the rest of the world does not follow that system.","author":"hhuzar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uc3bwx/ai_is_taking_over_hospitals/ot12son/"},{"id":"352c714f-b1a1-4a08-9f7e-d164193896cd","source":"reddit","source_id":"t1_ot12u1c","content_type":"comment","title":null,"body_preview":"AI can even diagnose a car is the point. Just come up with 1 mild scenario and it gives you 5 different answers that are completely random.","author":"Nasty____nate","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uc3bwx/ai_is_taking_over_hospitals/ot12u1c/"},{"id":"60119f93-833f-48ea-a16f-d38cff4d9181","source":"reddit","source_id":"t1_ot12vgt","content_type":"comment","title":null,"body_preview":"They could also, technically, have them in a shifting frame and use the gyroscope effect to assist in the cornering itself. It's a well understood concept in bike racing","author":"LordBiscuits","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ubk6jk/a_windowless_concrete_tower_40_stories_tall_on/ot12vgt/"},{"id":"e72e67dd-6e73-48ae-8296-0a1fa47d7d98","source":"reddit","source_id":"t1_ot12yu4","content_type":"comment","title":null,"body_preview":"I'm sure the robots are going to buy new GM vehicles, as will the AI replacing all the office workers in America, right?  ..  ...right?","author":"scots","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uc34q7/gm_cut_1000_workers_at_its_ev_plant_then_added/ot12yu4/"},{"id":"0632a20d-d746-4c5a-b72e-6befc96b7cbe","source":"reddit","source_id":"t1_ot133y3","content_type":"comment","title":null,"body_preview":"See the message below. I don't think I need to add anything to it because it perfectly summarises my point.","author":"Independent_Ratio_61","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1u41v3m/elon_musk_just_became_the_worlds_first/ot133y3/"},{"id":"ef35bad2-a2d4-45cc-b964-7934d137e82b","source":"reddit","source_id":"t1_ot138fh","content_type":"comment","title":null,"body_preview":"If you make a decent living with live performing arts you’re 1/1000000.","author":"CarBombtheDestroyer","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uc34q7/gm_cut_1000_workers_at_its_ev_plant_then_added/ot138fh/"},{"id":"68c853b3-a208-4ec2-ae75-83658d1a6b42","source":"reddit","source_id":"t1_ot138jw","content_type":"comment","title":null,"body_preview":"Basically u/Business_Air5804 GM is using humanoid robots not simply industrial robots in this circumstance.  See From the article GM is hardly alone here. Toyota signed a commercial deal earlier this ","author":"Gari_305","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","quoting_and_commentary","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uc34q7/gm_cut_1000_workers_at_its_ev_plant_then_added/ot138jw/"},{"id":"933da524-f153-4b3f-89dc-4dd16bc346a5","source":"reddit","source_id":"t1_ot13bog","content_type":"comment","title":null,"body_preview":"I just had my garage door spring replaced and had this same conversation with the tech. Replacing garage door springs isn’t something they can have robots do. That’s very much a human job.","author":"Octavya360","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uc34q7/gm_cut_1000_workers_at_its_ev_plant_then_added/ot13bog/"},{"id":"1620953f-3506-486f-823d-0e017235965e","source":"reddit","source_id":"t1_ot13fd3","content_type":"comment","title":null,"body_preview":"A lot - you are 100% correct. Medical knowledge is so vast and growing so rapidly that it just isn't realistic to expect a human to have complete up-to-date knowledge. In addition, though they need to","author":"bma449","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uc3bwx/ai_is_taking_over_hospitals/ot13fd3/"},{"id":"a3a0ee8b-285b-4fee-a312-8232d0b602c0","source":"reddit","source_id":"t1_ot13iq2","content_type":"comment","title":null,"body_preview":"live performing arts  Hakune Mitsu has entered the chat.","author":"xantec15","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","cultural_references"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uc34q7/gm_cut_1000_workers_at_its_ev_plant_then_added/ot13iq2/"},{"id":"e25af3a1-20fc-4add-9663-eda2b0fde430","source":"reddit","source_id":"t1_ot13qx9","content_type":"comment","title":null,"body_preview":"…said as robots are replacing people…so they have no money…thats your answer? The economy only works because people need services done, if no one needs those services (or a large part of the market dr","author":"Good-Consequence-542","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uc34q7/gm_cut_1000_workers_at_its_ev_plant_then_added/ot13qx9/"},{"id":"63cefe24-38a3-4760-a9f0-01ca2fae53d8","source":"reddit","source_id":"t1_ot13shk","content_type":"comment","title":null,"body_preview":"What china is doing is amazing but let’s also not forget that their government is subsidizing the crap out of EVs and all their inputs.","author":"sedatedruler","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uc34q7/gm_cut_1000_workers_at_its_ev_plant_then_added/ot13shk/"},{"id":"2cadd372-94f0-4ec6-afee-2537c14b82f4","source":"reddit","source_id":"t1_ot13crd","content_type":"comment","title":null,"body_preview":"Our kid launched himself off the porch steps at age three and went forehead first into the concrete walkway. Pretty terrifying as a parent to see that happen.","author":"frontfrontdowndown","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ubxz9a/til_that_on_may_21_1946_28yearold_primula_rollo/ot13crd/"},{"id":"65f459cf-ff6c-4175-aaf4-9c9fa2ee074f","source":"reddit","source_id":"t1_ot13df0","content_type":"comment","title":null,"body_preview":"lol right I appreciate them easing me into things, I was a sensitive boy.","author":"_pepperoni-playboy_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uc1zwh/til_that_towards_the_end_of_his_life_elvis/ot13df0/"},{"id":"22778a07-b83f-4823-bbd2-95b89ae42d8a","source":"reddit","source_id":"t1_ot13eq3","content_type":"comment","title":null,"body_preview":"For a fun mash-up, this song also has the same chord progression as \"What's Up?\" by 4 Non Blondes","author":"herculesmeowlligan","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uc3mf4/til_the_1988_dont_worry_be_happy_music_video_by/ot13eq3/"},{"id":"5b073ff3-2dc1-46b3-8d14-26705b8d8bd6","source":"reddit","source_id":"t1_ot13f6l","content_type":"comment","title":null,"body_preview":"Say hello to Tupac while you’re visiting the island.","author":"Obi_Wan_Benobi","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Sun Jun 21 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uc1zwh/til_that_towards_the_end_of_his_life_elvis/ot13f6l/"},{"id":"4bf9c6a6-c188-491b-aaa4-4e44467d8020","source":"reddit","source_id":"t1_ot13gyx","content_type":"comment","title":null,"body_preview":"Yep this happens to me if I have too much dairy. I can have some, but not heavy cream especially","author":"scarlett_butler","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uc1zwh/til_that_towards_the_end_of_his_life_elvis/ot13gyx/"},{"id":"315817f4-39b4-4f65-b289-c92215fccd45","source":"reddit","source_id":"t1_ot13has","content_type":"comment","title":null,"body_preview":"His manager had some issue where he thought if he left the US they wouldn't let him back in.  They mean \"Parker had some issue where he thought if he himself left the US he wouldn't be allowed back in","author":"capron","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uc1zwh/til_that_towards_the_end_of_his_life_elvis/ot13has/"},{"id":"35495eaf-d2f8-4e37-92a3-f7d73728ba0e","source":"reddit","source_id":"t1_ot13hib","content_type":"comment","title":null,"body_preview":"From my EMT days, you are correct. Small children are not only more flexible, but they also have a lot more cartilage. We are not born with fully calcified bones; connections at multiple joints start ","author":"MOGicantbewitty","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ubxz9a/til_that_on_may_21_1946_28yearold_primula_rollo/ot13hib/"},{"id":"49022a66-693f-4c42-901d-fe320c21d05f","source":"reddit","source_id":"t1_ot13ig0","content_type":"comment","title":null,"body_preview":"If they had jets they wouldn’t be Slowvenia now would they?","author":"CG_Oglethorpe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uby1y8/til_that_the_slovenian_air_force_doesnt_operate/ot13ig0/"},{"id":"7271daa8-f9f5-4e7b-a06f-6ffce37c74ee","source":"reddit","source_id":"t1_ot13j0r","content_type":"comment","title":null,"body_preview":"I don't know if you're allowed a last smoke in prison, but I just had the pleasure of learning that someone in Japan took their own life by eating 9 cigarettes and passing of acute nicotine toxicity.","author":"Urostylistic","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uc3i1o/til_the_biggest_ever_last_meal_had_29000_calories/ot13j0r/"},{"id":"aa0c93cd-4087-4724-9579-0c80e3df9200","source":"reddit","source_id":"t1_ot13j8c","content_type":"comment","title":null,"body_preview":"I know Bill Irwin because of “The Dancing Man” short which aired on SNL.","author":"GotMoFans","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uc3mf4/til_the_1988_dont_worry_be_happy_music_video_by/ot13j8c/"},{"id":"4087476e-6f66-4245-a78c-533558926e2d","source":"reddit","source_id":"t1_ot13j9g","content_type":"comment","title":null,"body_preview":"55 burgers, 55 fries, 55 tacos, 55 pies, 55 cokes, 100 tater tots, 100 pizzas, 100 tenders, 100 meatballs, 100 coffees, 55 wings, 55 shakes, 55 pancakes, 55 pastas, 55 peppers, and 155 taters !","author":"dtpistons04","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uc3i1o/til_the_biggest_ever_last_meal_had_29000_calories/ot13j9g/"},{"id":"32c4abd2-c2cd-4083-a37c-9fd9dce34ce5","source":"reddit","source_id":"t1_ot13jey","content_type":"comment","title":null,"body_preview":"Every time a left handed post pops up i go down a rabbit hole of fun facts and why its really cool for me to be a lefty. Anyways, I'm gonna drop a fun lefty fact here: the left handed population has c","author":"Jaiden051","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uc1pqz/til_that_only_1012_of_the_world_are_left_handed/ot13jey/"},{"id":"b3d26cf5-3e9a-42bb-a054-a59a4778af1f","source":"reddit","source_id":"t1_ot13jqy","content_type":"comment","title":null,"body_preview":"Can’t wait for someone to randomly tell me this now.","author":"Delsalv","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ubxqkd/til_winnie_the_pooh_is_named_after_a_a_milnes/ot13jqy/"},{"id":"06faa01a-19a5-435d-af86-84b93c6323c6","source":"reddit","source_id":"t1_ot13k7q","content_type":"comment","title":null,"body_preview":"It's (almost) got me a few times. I've come very close to blacking out. (I have bouts of very bad constipation, have done since I was a toddler) It's lowkey scary","author":"flyingfoxtrot_","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uc1zwh/til_that_towards_the_end_of_his_life_elvis/ot13k7q/"},{"id":"59c9a5e8-cb43-4488-8d4d-928d4a7c99e6","source":"reddit","source_id":"t1_ot13k9a","content_type":"comment","title":null,"body_preview":"Very interesting - I’ve had the chance to make extended visits to Slovenia on three occasions - 2005, 2010, and 2017. Each time I’ve come away more and more impressed. If you don’t mind my saying, Mel","author":"Groundbreaking_War52","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Sun Jun 21 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uby1y8/til_that_the_slovenian_air_force_doesnt_operate/ot13k9a/"},{"id":"0bc7c5d2-7a53-4f05-8cdb-557c886db36a","source":"reddit","source_id":"t1_ot13kjd","content_type":"comment","title":null,"body_preview":"I think its a Good practice for keeping our humanity, even if someone lost theirs.","author":"ServantOfBeing","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sun Jun 21 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uc3i1o/til_the_biggest_ever_last_meal_had_29000_calories/ot13kjd/"},{"id":"05bf02bb-3bbc-4b30-b5e0-b7795e796d8a","source":"reddit","source_id":"t1_ot13nru","content_type":"comment","title":null,"body_preview":"Somewhere in that monster, there is or was a human. And a life will be lost. Even if they deserve it, we have humanity and realize, at least they can have is their favorite food before they go.  We’re","author":"pacgaming","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uc3i1o/til_the_biggest_ever_last_meal_had_29000_calories/ot13nru/"},{"id":"b16cb2e7-4d95-42fc-a1d1-343cc1c9fa11","source":"reddit","source_id":"t1_ot13o1x","content_type":"comment","title":null,"body_preview":"chuck norris died 35 years ago death just couldn’t kill him","author":"Ieatkods","classification":"human_created","confidence":0.7,"indicators":["meme_reference","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1si31le/til_chuck_norris_stated_that_he_was_not_offended/ot13o1x/"},{"id":"3f80b654-df50-4598-953e-7debc5092ed6","source":"reddit","source_id":"t1_ot13ovs","content_type":"comment","title":null,"body_preview":"Wow to be this confidently condescending when you’re the one wooshing. Chefs kiss, most likely followed by deleting the comment.","author":"TheIronsHot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uc3i1o/til_the_biggest_ever_last_meal_had_29000_calories/ot13ovs/"},{"id":"e6514d82-5edc-4fc5-9a73-579191ea6393","source":"reddit","source_id":"t1_osy10ea","content_type":"comment","title":null,"body_preview":"From an integral and systems perspective: nuclear reactors do not create water demand out of nowhere — they relocate and concentrate it. Most nuclear reactors use water for cooling, not for the nuclea","author":"cocoa_jackson","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/osy10ea/"},{"id":"33ffdd7d-7219-4a6a-a804-626a789ac4df","source":"reddit","source_id":"t1_osy15aw","content_type":"comment","title":null,"body_preview":"You're right. The Milky Way is at about a 63 angle to Earth's equator, and the centre, which appears the brighest, is in Sagittarius at about 29 south declination so is best seen from the southern hem","author":"rootofallworlds","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.4873436054922815,"content_class":null,"collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1u8skne/what_would_the_night_sky_look_like_if_earth_were/osy15aw/"},{"id":"e823e55d-8f75-447f-a797-100a7a5d557e","source":"reddit","source_id":"t1_osy1f9a","content_type":"comment","title":null,"body_preview":"Yep this is why your soda fizzes more at room temperature than at fridge temperature. Gas capacity is a function of temperature. Thermal pollution is some what unique as its not a material contaminate","author":"ataris121","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/osy1f9a/"},{"id":"9969566e-11df-490d-b4ad-3bcf2bc8bddf","source":"reddit","source_id":"t1_osy5hdv","content_type":"comment","title":null,"body_preview":"This post is being removed because it is too long. Often these type of posts are asking for a peer review or vetting of unsubstantiated hypotheses, which are not allowed on AskScience. If your questio","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","synthetic_empathy","missing_platform_voice","polised_first_draft","bot_declaration"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubridx/whats_going_on_on_the_water_here_shotgun_muzzle/osy5hdv/"},{"id":"987e348e-eaa0-4bd4-8992-2b961402156e","source":"reddit","source_id":"t1_osy7p12","content_type":"comment","title":null,"body_preview":"To answer the actual questions: almost all reactors are built alongside lakes or large rivers. They take their water from those sources. Is heating of that water source a problem (caused by returning ","author":"240z300zx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","specific_domain_knowledge"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/osy7p12/"},{"id":"ae250347-8c89-4d5e-b783-11b0115bce68","source":"reddit","source_id":"t1_osy8eq8","content_type":"comment","title":null,"body_preview":"Diablo NPP in CA has its tertiary (final) loop pulling water directly from the Pacific. I want to say I was told the pumps move 1,000,000 gallons of water per minute, and it circulates back into the o","author":"samuel906","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/osy8eq8/"},{"id":"b14e88ef-bda5-4d6c-a935-63bc3eda4a12","source":"reddit","source_id":"t1_osy9bdv","content_type":"comment","title":null,"body_preview":"This post is being removed because it is too long. Often these type of posts are asking for a peer review or vetting of unsubstantiated hypotheses, which are not allowed on AskScience. If your questio","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","bot_identification"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubrz1k/wheres_the_line_between_growing_up_normally_and/osy9bdv/"},{"id":"7747b9a6-afb8-49dc-b9b5-45c9effc75ce","source":"reddit","source_id":"t1_osyg5oc","content_type":"comment","title":null,"body_preview":"I feel like you wrote a lot and yet you never even came close to answering the question. Many nuclear reactors do not exclusively use cooling towers, or don’t recycle their cooling tower water, and ju","author":"jweezy2045","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/osyg5oc/"},{"id":"911ac380-926a-44d8-baa7-ab79fec59aec","source":"reddit","source_id":"t1_osyhxqa","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","absence_of_personality","explicit_ai_identification"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubt130/fda_says_they_found_contamination_on_target_baby/osyhxqa/"},{"id":"b14f2499-92f4-4be7-8fac-1bb21b465f50","source":"reddit","source_id":"t1_osynavz","content_type":"comment","title":null,"body_preview":"A lot of words, what LLM sharted that out? Because there are some glaring errors in there that anyone familiar with the subject will pick up immediately.","author":"Squirrelking666","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.29423556529590145,"content_class":null,"collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/osynavz/"},{"id":"74a0fc83-ed71-480c-b92c-7ffacbb68cbb","source":"reddit","source_id":"t1_osyou68","content_type":"comment","title":null,"body_preview":"Don’t the Russians use some exceptionally nasty liquid sodium alloy or something?","author":"-Major-Arcana-","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/osyou68/"},{"id":"d1b86789-9973-43e4-8320-b428ee666d20","source":"reddit","source_id":"t1_osyp739","content_type":"comment","title":null,"body_preview":"AGRs were never used for plutonium breeding, that was Magnox. It was just a lot more efficient to be able to refuel whilst running. Sadly that stopped being a thing a few years ago.","author":"Squirrelking666","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.29423556529590145,"content_class":null,"collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/osyp739/"},{"id":"82c4747b-eead-438f-8a89-2c52a0117201","source":"reddit","source_id":"t1_osyu15f","content_type":"comment","title":null,"body_preview":"But the person did mention the cooling towers which release the steam, there was no cover up. It isn’t up to them to provide an environmental impact of that steam. they also didn’t mention that the po","author":"notonetimes","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/osyu15f/"},{"id":"5a4164b9-c97d-4748-abcc-985e22e45fe4","source":"reddit","source_id":"t1_osyyt4m","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","missing_platform_voice","synthetic_empathy","self_identification_as_bot"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubv0od/is_there_a_way_to_increase_memory/osyyt4m/"},{"id":"6a9a3f79-1da3-4300-80cf-56aca92b9418","source":"reddit","source_id":"t1_oszbryy","content_type":"comment","title":null,"body_preview":"Thank you for your submission! Unfortunately, your submission has been automatically removed because it is a commonly asked question. Yes, water is wet. Cheers! I am a bot, and this action was perform","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubwkcq/is_water_wet_or_does_it_just_make_other_things_wet/oszbryy/"},{"id":"04b0c1b2-5f3b-419d-b185-505a206f7a3a","source":"reddit","source_id":"t1_oszcbzr","content_type":"comment","title":null,"body_preview":"Years that are multiples of 4 become leap years like 1896 or 2004  Years that are multiples of 100 (and therefore also multiples of 4) are NOT leap years. 1896 and 1904 were leap years but 1900 was no","author":"Simon_Drake","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.2142857142857143,"content_class":null,"collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/oszcbzr/"},{"id":"1f10deb8-5ea1-4ba1-86fc-72db6020c1c2","source":"reddit","source_id":"t1_oszz5wo","content_type":"comment","title":null,"body_preview":"Hot Liquids can hold more dissolved solids, like sugar or salt dissolved in tea/coffee. Cold liquids hold more dissolved gasses, like O2 or CO2 in soda. Solutions they don't change the molecular makeu","author":"Alis451","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","suspiciously_balanced","polished_first_draft"],"bot_score":0.6307196427541206,"content_class":null,"collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/oszz5wo/"},{"id":"4c7ef140-612b-4e53-8dbd-43d60d988d1e","source":"reddit","source_id":"t1_ot0003j","content_type":"comment","title":null,"body_preview":"Ohh that makes sense, like how if you have a fish tank you need to leave the water for a day or two so it gets saturated with oxygen — because then the fish can breathe in the water. Maybe that’s also","author":"redditnewbie_","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice","human_indicator_analogy"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/ot0003j/"},{"id":"1982ff55-e8cf-4f3b-9df7-07d94c03f40c","source":"reddit","source_id":"t1_ot06pet","content_type":"comment","title":null,"body_preview":"This post is being removed because it is too long. Often these type of posts are asking for a peer review or vetting of unsubstantiated hypotheses, which are not allowed on AskScience. If your questio","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","uniform_paragraph_rhythm","bot_identification"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uc0at2/how_can_we_know_if_something_is_faster_than_the/ot06pet/"},{"id":"1b25aef6-e152-4ff2-ba5f-d5f2222a9050","source":"reddit","source_id":"t1_ot08omb","content_type":"comment","title":null,"body_preview":"Originally it was liquid bismuth reactor at least on military vessels. Was not super reliable and made a good deal of noise for quite some time. Then they figured it out and went a different way. The ","author":"fatevilbuddah","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/ot08omb/"},{"id":"8d26e96a-5f32-45b0-b967-e7c5ec52f660","source":"reddit","source_id":"t1_ot0bl3c","content_type":"comment","title":null,"body_preview":"The nuclear power plant near where I grew up used ocean water. There was a bit of controversy when it was discovered that the intake would occasionally kill a curious harbor seal or other charismatic ","author":"CosineDanger","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/ot0bl3c/"},{"id":"ba5551f7-e870-4d25-9614-28c58fb3a440","source":"reddit","source_id":"t1_ot0h23g","content_type":"comment","title":null,"body_preview":"You're just trying to cover up the fact that YOU are emitting greenhouse gases!! Every time you breathe out! (not to mention farting) Granted: not a huge quantity","author":"LeomundsTinyButt_","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/ot0h23g/"},{"id":"80b510bf-5e85-4562-b625-84e3823bb1f6","source":"reddit","source_id":"t1_ot0kqay","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","absence_of_personality","explicit_ai_declaration"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uc1z5y/potentially_radioactive_closet/ot0kqay/"},{"id":"61b97c51-d47d-4463-bacb-88f9f70a5713","source":"reddit","source_id":"t1_ot0mdu6","content_type":"comment","title":null,"body_preview":"Yeah, the trick is to have a reactor that you can refuel online... For.. reasons. Plutonium reasons  The primary plutonium production Magnox reactors at Calder Hall and Chapelcross could not refuel on","author":"Spiz101","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ubbqhj/where_do_nuclear_reactors_get_their_water_from/ot0mdu6/"},{"id":"981a9472-66bb-47dc-a619-0fd1a4e72ee0","source":"reddit","source_id":"t1_ot0xx5r","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","absence_of_personality","safety_disclaimers"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Sun Jun 21 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uc3lp3/question_about_sun_exposure_time_and_burning/ot0xx5r/"},{"id":"dd9a2200-2388-4454-8dbd-57a50e8e94e3","source":"reddit","source_id":"t1_ot11kuc","content_type":"comment","title":null,"body_preview":"What do you think a human right is? Who do you think gives them to you?","author":"Scrum_Bag","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Sun Jun 21 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uavppt/cmv_the_argument_that_healthcare_isnt_a_human/ot11kuc/"},{"id":"a72e40fb-a2d4-4e80-a88e-c4a973057a0b","source":"reddit","source_id":"t1_ot11piu","content_type":"comment","title":null,"body_preview":"Well then why are you conceding Flat Earth? There is exactly as much real distrust of institutions that contributes to the ideas behind that particular conspiracy theory as there is real distrust of i","author":"parentheticalobject","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Sun Jun 21 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uc1mzg/cmv_most_conspiracy_theories_are_partially_true/ot11piu/"},{"id":"9cc0cc30-b0ac-4473-bffd-116401be7b23","source":"reddit","source_id":"t1_ot11wcv","content_type":"comment","title":null,"body_preview":"I think it is much more common that they are intentional lies to scare people into a certain type of behavior. Religious groups have done it forever, they make up some lie and spread it to try to make","author":"sklorbit","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":"Sun Jun 21 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uc1mzg/cmv_most_conspiracy_theories_are_partially_true/ot11wcv/"},{"id":"8e261177-bcb6-4c1a-9c9a-52c5c29d2618","source":"reddit","source_id":"t1_ot11z8n","content_type":"comment","title":null,"body_preview":"Created for control maybe not, but used as a weapon by various religious institutions throughout history absolutely. It likely started with individuals trying to explain the sunrise, earthquakes, etc.","author":"brandon1997fl","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_indicators"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Sun Jun 21 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ubz2fl/cmv_if_god_isnt_a_made_up_invention_created_by/ot11z8n/"},{"id":"1270f437-654a-445a-b597-b3d0d5856c1f","source":"reddit","source_id":"t1_ot11ze9","content_type":"comment","title":null,"body_preview":"If no one becomes a judge, then you cannot be convicted of anything. The state has to provide a judge only if they want to convict and sentence you.","author":"Consistent_Frame_531","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uavppt/cmv_the_argument_that_healthcare_isnt_a_human/ot11ze9/"},{"id":"488445a8-4b0f-43d2-99c2-993d6e47da03","source":"reddit","source_id":"t1_ot1208f","content_type":"comment","title":null,"body_preview":"You do not have a positive right to a defense attorney. You have a negative right to not be prosecuted without an attorney.","author":"Scrum_Bag","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Sun Jun 21 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uavppt/cmv_the_argument_that_healthcare_isnt_a_human/ot1208f/"},{"id":"430f0643-0a74-435f-bb65-bf993d938347","source":"reddit","source_id":"t1_ot1231y","content_type":"comment","title":null,"body_preview":"It does? You thinking of the Old Testament? Quote it for me in the New because that's the basis of Christianity. I've talked with priests about this  1 John 4:8: \"Whoever does not love does not know G","author":"seobrien","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ubz2fl/cmv_if_god_isnt_a_made_up_invention_created_by/ot1231y/"},{"id":"e1976ea2-9e7b-4a95-91a0-aa3a63ee4c74","source":"reddit","source_id":"t1_ot123jg","content_type":"comment","title":null,"body_preview":"I think it would have to be something entirely fictional, like something that happened in a book or a movie and people thought it was real. I can't think of any examples off the top of my head. For it","author":"Natural-Arugula","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","synthetic_empathy","human_indicator_speculation"],"bot_score":0.5374149659863946,"content_class":null,"collected_at":"Sun Jun 21 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uc1mzg/cmv_most_conspiracy_theories_are_partially_true/ot123jg/"},{"id":"222825cf-8096-4491-9b78-1514b3e1a60a","source":"reddit","source_id":"t1_ot123uq","content_type":"comment","title":null,"body_preview":"Just following the trend line of every religious experience since the dawn of rational thought until now. Feel free to prove me wrong.","author":"almisami","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sun Jun 21 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ubz2fl/cmv_if_god_isnt_a_made_up_invention_created_by/ot123uq/"},{"id":"004f1293-e277-451a-8093-7fe845befb8e","source":"reddit","source_id":"t1_ot1245j","content_type":"comment","title":null,"body_preview":"Those people probably all think they're seeking truth, though. Echoing what the OP said: Maybe the rules should've been more explicit?","author":"MooliCoulis","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sun Jun 21 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ubz2fl/cmv_if_god_isnt_a_made_up_invention_created_by/ot1245j/"},{"id":"f6548823-ae51-433e-a6f2-f2840fb9ba7c","source":"reddit","source_id":"t1_ot12510","content_type":"comment","title":null,"body_preview":"I worked for Clorox about 30 years ago. We had a number of federal holidays and two “floating” holidays that you could take whenever you wanted—like vacation days. A bunch of black employees demanded ","author":"I_Served","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uaxgff/cmv_there_is_no_reason_for_an_american_to_be/ot12510/"},{"id":"c609e6be-3600-4d01-b966-cdd1f0f0d71c","source":"reddit","source_id":"t1_ot12i8i","content_type":"comment","title":null,"body_preview":"A universal archetype, I agree. But He is not religion. These things are distinct.","author":"Logical-Cap461","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":1,"content_class":null,"collected_at":"Sun Jun 21 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ubz2fl/cmv_if_god_isnt_a_made_up_invention_created_by/ot12i8i/"},{"id":"c5660c56-b05f-46d5-8e45-fcbfa6a19250","source":"reddit","source_id":"t1_ot12jkh","content_type":"comment","title":null,"body_preview":"God is independent of religions. That is why there are so many different religions.  Religions have their own God(s), therefore God is independent of religion? Please walk me through your conclusion. ","author":"sixfourbit","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ubz2fl/cmv_if_god_isnt_a_made_up_invention_created_by/ot12jkh/"},{"id":"f28f488e-b767-4751-8c5a-b173d17d26b2","source":"reddit","source_id":"t1_ot13060","content_type":"comment","title":null,"body_preview":"The American mindset? lol no, I’m talking about the traditional value of the man being the provider, which means that, yes, he has to be able to afford a wife and however many children he wants to hav","author":"jrssister","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ububdd/cmv_american_women_hating_passport_bros_is_mostly/ot13060/"},{"id":"40b53367-c7e3-4ed9-a962-474430d24830","source":"reddit","source_id":"t1_ot1365q","content_type":"comment","title":null,"body_preview":"It's interesting to me that you assume racism rather than trying to understand how someone with a different view would get to that conclusion. It's one of the reasons I read that other sub from time t","author":"EtherBoo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sun Jun 21 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uaxgff/cmv_there_is_no_reason_for_an_american_to_be/ot1365q/"},{"id":"9ceeec78-bc1c-4ac9-a714-75d7461611ac","source":"reddit","source_id":"t1_ot138gc","content_type":"comment","title":null,"body_preview":"Well OP was saying there wasn't clear instruction, so I just drew a line through the scriptures to show that there is a very clear path to God.  However, you ask an excellent question and there are tw","author":"Involuntary-Expert","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","false_specificity","over_qualification","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ubz2fl/cmv_if_god_isnt_a_made_up_invention_created_by/ot138gc/"},{"id":"d25ec5a6-4444-421d-92a2-075dc897d1be","source":"reddit","source_id":"t1_ot0xnm3","content_type":"comment","title":null,"body_preview":"There are hundreds of millions of people living in Europe and dealing with this heatwave, so it’s not really something that only applies to an individual?","author":"archeratsea","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_indicators"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uc2kuy/psa_for_european_readers_ukeu_paperbacks_with/ot0xnm3/"},{"id":"7c08d8d3-95ee-45d9-a0eb-ac344ce59f21","source":"reddit","source_id":"t1_ot0xnqe","content_type":"comment","title":null,"body_preview":"I didn't realize she was still writing, but then again, I'm not her target audience. Still, 50 years is an amazing writing career.","author":"seifd","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","imperfect_expression","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Sun Jun 21 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ubzim2/judy_blume_says_shes_done_writing_50_years_is/ot0xnqe/"},{"id":"fc7ca40f-9a6a-46f3-8c15-34f5821e5f96","source":"reddit","source_id":"t1_ot0xpmz","content_type":"comment","title":null,"body_preview":"I know your post is getting removed OP. This is a known issue. Outside the US, book binding is not done as well. It’s a known issue in the publishing world. I read an article about it years ago","author":"Still7Superbaby7","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_anecdote","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uc2kuy/psa_for_european_readers_ukeu_paperbacks_with/ot0xpmz/"},{"id":"2ed6ff38-4ff9-4bd7-a754-97a32e9eba85","source":"reddit","source_id":"t1_ot0yj6w","content_type":"comment","title":null,"body_preview":"Scythe 1000% I recently re read all the series you mentioned trying to get back into reading, I've tried reading many other books/series and haven't been able to finish them until scythe, so addicting","author":"Overall_Ad_7131","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":"Sun Jun 21 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1snwjel/weekly_recommendation_thread_april_17_2026/ot0yj6w/"},{"id":"f4564831-f9dc-460f-8aca-d44c9786617e","source":"reddit","source_id":"t1_ot0z4wy","content_type":"comment","title":null,"body_preview":"My 2nd grade teacher read it to the class with an amazing voice for Fudge that will always be Fudges voice in my head.","author":"LennyTheCrazyInmate","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sun Jun 21 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ubzim2/judy_blume_says_shes_done_writing_50_years_is/ot0z4wy/"},{"id":"4481c494-7295-491e-a01a-5dcce80b080c","source":"reddit","source_id":"t1_ot0zbbo","content_type":"comment","title":null,"body_preview":"The Stranger was at my parents’ house today and I picked it up because of your recommendation! My bf tried crime and punishment and so I caught a few bits and I think I might need to brush up on some ","author":"funwithdickandcheney","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Sun Jun 21 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1u9xu4i/weekly_recommendation_thread_june_19_2026/ot0zbbo/"},{"id":"317fdecd-7375-4d33-b4ab-038efadc4a9f","source":"reddit","source_id":"t1_ot0zevj","content_type":"comment","title":null,"body_preview":"Ooooo that second one sounds right up my alley. Thank you!","author":"funwithdickandcheney","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Sun Jun 21 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1u9xu4i/weekly_recommendation_thread_june_19_2026/ot0zevj/"},{"id":"dc5ea23e-1342-49dc-93a8-069730f453c3","source":"reddit","source_id":"t1_ot0zi1h","content_type":"comment","title":null,"body_preview":"What a unique premise, I think that alone will have to make me give it a try. Thanks so much!","author":"funwithdickandcheney","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Sun Jun 21 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1u9xu4i/weekly_recommendation_thread_june_19_2026/ot0zi1h/"},{"id":"38a096bb-5945-42bf-a300-57ee9f279348","source":"reddit","source_id":"t1_ot0zixa","content_type":"comment","title":null,"body_preview":"I like Kuang a lot but similarly find her ideas intriguing but her execution kinda meh, especially for Babel.  I really love Yellowface, I feel her writing really evolved from Babel, have you consider","author":"goshdanghowdy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ub8pff/who_is_the_author_you_swore_youd_never_read_again/ot0zixa/"},{"id":"ec033e51-5a0f-4207-ba39-0365ca559c2d","source":"reddit","source_id":"t1_ot101cj","content_type":"comment","title":null,"body_preview":"I might in the far future, but it might just not be a book for me and that's okay! The writing style did not involve any of the feelings that you described unfortunately.. but I'm glad you really enjo","author":"fumblingfrog","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ublgxu/the_death_of_ivan_ilyich_by_leo_tolstoy/ot101cj/"},{"id":"96deeacf-efc6-4566-8a9a-1efcfaf19734","source":"reddit","source_id":"t1_ot10dr6","content_type":"comment","title":null,"body_preview":"Same! It is such a beautifully written book, but also utterly devastating","author":"MeeMop21","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ub8pff/who_is_the_author_you_swore_youd_never_read_again/ot10dr6/"},{"id":"e28b6801-a7fe-4ef3-841b-f437d67229d8","source":"reddit","source_id":"t1_ot11428","content_type":"comment","title":null,"body_preview":"Everyone's different, but one thing you can try is rereading an old favourite. Something very light. It felt comforting and much less of a hurdle for me than trying something new. My brain already kne","author":"Coffee_fuel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_strong_ai_indicators","personal_experience_framing"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sun Jun 21 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1snwjel/weekly_recommendation_thread_april_17_2026/ot11428/"},{"id":"8a1356a7-9437-4081-a26d-931381dbd9c8","source":"reddit","source_id":"t1_ot11shb","content_type":"comment","title":null,"body_preview":"Speaking as someone who likes the series as a fun popcorn read but also reads far more literary books and wouldn't count myself as a superfan or anything, I would say the series gets better in a lot o","author":"DixitRexCorvinus","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uc26ym/red_rising_by_pierce_brown/ot11shb/"},{"id":"d370ef63-7f14-455a-8508-df8154e9a08b","source":"reddit","source_id":"t1_ot11vlc","content_type":"comment","title":null,"body_preview":"I found the concept intriguing but the execution repetitive.","author":"Legal-Koala-5590","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","short_content"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Sun Jun 21 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1947igf/finished_lapvona_and_it_was_so_weird/ot11vlc/"},{"id":"527609dc-35da-4237-90ce-977c448605ec","source":"reddit","source_id":"t1_ot11z5t","content_type":"comment","title":null,"body_preview":"What an incredible run. Are You There God? It's Me, Margaret shaped so much of how I understood growing up. Fifty years of honest storytelling is no small thing.","author":"Lopsidedmod","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ubzim2/judy_blume_says_shes_done_writing_50_years_is/ot11z5t/"},{"id":"f7271b73-bd16-4da8-8df8-ad70dada65dd","source":"reddit","source_id":"t1_ot12snq","content_type":"comment","title":null,"body_preview":"For those of yall who have read ACOTAR, y do u like it? I DNF’d it","author":"Onedirection_18","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uarr7u/simple_questions_june_20_2026/ot12snq/"},{"id":"a984f5dc-d85a-448f-87f0-75922787af16","source":"reddit","source_id":"t1_ot130hn","content_type":"comment","title":null,"body_preview":"Len Deighton did something similar. Got bored of writing insanely popular spay thrillers so announced he was going to 'Retire and die'. Then lived for another forty years.","author":"chuckles5454","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ubzim2/judy_blume_says_shes_done_writing_50_years_is/ot130hn/"},{"id":"4639ebe0-8b1f-4318-826c-2c00223d858b","source":"reddit","source_id":"t1_ot133wf","content_type":"comment","title":null,"body_preview":"Judy blume stepping away is a masterclass in knowing when to close the book. respect.","author":"Illustrious_File9281","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ubzim2/judy_blume_says_shes_done_writing_50_years_is/ot133wf/"},{"id":"08bb1ea2-6d50-46e6-a106-53c70d8e440c","source":"reddit","source_id":"t1_ot12i5s","content_type":"comment","title":null,"body_preview":"Man I feel so sorry for the people who have to deal with you in real life","author":"Old_Employment_1090","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1u4ss2l/what_movie_character_is_highly_beloved_but_you/ot12i5s/"},{"id":"56b24d2a-9d1e-4e84-af06-6ff3f3a3b5bd","source":"reddit","source_id":"t1_ot12lzw","content_type":"comment","title":null,"body_preview":"Make sure your screen brightness is up all the way, then look in around the top left corner!","author":"yabukothestray","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ubwkcb/midsommar_ari_aster_2019_thats_not_for_us/ot12lzw/"},{"id":"866a2da3-d87e-4c38-b40b-69df32c7ff30","source":"reddit","source_id":"t1_ot12q18","content_type":"comment","title":null,"body_preview":"Enemy. Jake Gyllenhaal movie. Crazy ending, super interesting movie overall.","author":"bangladeshiswamphen","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ubo23z/what_movie_has_the_most_intense_ending_scene/ot12q18/"},{"id":"8aed681c-8bac-4a38-b9ee-ce55c04e6fab","source":"reddit","source_id":"t1_ot12rsn","content_type":"comment","title":null,"body_preview":"They absolutely did. One of them led the mob around the building while everyone was evacuating. There were people there ready to kill elected officials. He saved their lives.","author":"obamnainyourmomma","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1u7cgbd/sean_penn_to_direct_bradley_cooper_in_story_of/ot12rsn/"},{"id":"3252720e-567b-4d92-9785-8ca11a886988","source":"reddit","source_id":"t1_ot12sui","content_type":"comment","title":null,"body_preview":"A24 is basically the Gen Z version of Fox Searchlight. It's all astroturfing to get major studio films into indie fests.","author":"Farabee","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ubu8ep/netflix_a24_and_focus_pass_on_luca_guadagninos/ot12sui/"},{"id":"4151395e-de66-4106-9e13-3b207dd6f43a","source":"reddit","source_id":"t1_ot12wdz","content_type":"comment","title":null,"body_preview":"The boots scene is in the movie. It’s when they first leave the village.","author":"Sy_ThePhotoGuy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ubtxls/28_years_later_the_bone_temple_is_such_an_unusual/ot12wdz/"},{"id":"dbe9d21e-e865-4c9a-be20-05f0b8dc786e","source":"reddit","source_id":"t1_ot12wn6","content_type":"comment","title":null,"body_preview":"I don’t give a shit if you do or don’t (which might be a lie). I’m giving an ACCURATE example that’s comparable to the situation in this movie. If you can understand that, then you can understand the ","author":"Massive_Weiner","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":"Sun Jun 21 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ubwkcb/midsommar_ari_aster_2019_thats_not_for_us/ot12wn6/"},{"id":"a82c6bd4-bb6b-4009-af0f-badbe35af0ab","source":"reddit","source_id":"t1_ot12wob","content_type":"comment","title":null,"body_preview":"very frustrating : an excellent performance for a character you want to stop talking","author":"doodler1977","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1u3ic2d/official_discussion_disclosure_day_spoilers/ot12wob/"},{"id":"7e17e80c-7a64-4db9-9640-1ee25528f5d3","source":"reddit","source_id":"t1_ot12wy1","content_type":"comment","title":null,"body_preview":"I'll suggest the opening chapter of Wim Wenders' Alice In The Cities, where a foreign writer drives across America, noting its lonely vistas.","author":"ZorroMeansFox","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uc304i/that_roadside_americana_liminal_space_look_in/ot12wy1/"},{"id":"46925dfa-77c5-4b97-868c-d04412e30047","source":"reddit","source_id":"t1_ot12x73","content_type":"comment","title":null,"body_preview":"Can’t wait to hear his podcasts to know how much of his improvisation was left in","author":"Chubuwee","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1u9p5h6/official_discussion_toy_story_5_spoilers/ot12x73/"},{"id":"7bbb9110-792b-43df-a11f-ac82403ee8a4","source":"reddit","source_id":"t1_ot12y89","content_type":"comment","title":null,"body_preview":"This movie definitely did NOT need the constant forced poop jokes","author":"donaldbino","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1u9p5h6/official_discussion_toy_story_5_spoilers/ot12y89/"},{"id":"6e1aef2b-0163-413a-8e91-f0ea00602877","source":"reddit","source_id":"t1_ot12yfe","content_type":"comment","title":null,"body_preview":"I know the quality of T3 compared to the first two films isn’t the same, but I genuinely like a lot of what T3 attempted to do.","author":"MarkBrendanawicz","classification":"human_created","confidence":0.7,"indicators":["opinion_expressed","acknowledges_nuance","lack_of_ai_hallmarks"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uc4242/terminator_3_rise_of_the_machines_2003_dir_by/ot12yfe/"},{"id":"bdc6a299-3524-4a50-876b-802d809ee112","source":"reddit","source_id":"t1_ot12yhp","content_type":"comment","title":null,"body_preview":"After the user posted the spoiler tagged material discussing Midsommer, they also commented \"And this made her realize Mindhunter wasn't getting a 3rd season\" as a jest at the end. And then we got off","author":"Iamdarb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ubwkcb/midsommar_ari_aster_2019_thats_not_for_us/ot12yhp/"},{"id":"509c7dd6-d708-407b-aaf6-cf907925d381","source":"reddit","source_id":"t1_ot12zaj","content_type":"comment","title":null,"body_preview":"Hero has one of the best stories ever put to film, I need a 4k.","author":"kain459","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ub8827/crouching_tiger_hidden_dragon_2000_dir_ang_lee/ot12zaj/"},{"id":"ef8f2b33-c46a-462c-997a-d8f9e630ec24","source":"reddit","source_id":"t1_ot11v7y","content_type":"comment","title":null,"body_preview":"Yeah it's odd. That was my first thought as well. I suppose if they show up again later in some far off location, it could confirm it (or vice versa, if they appear to the west of the strait again). A","author":"Venryx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub3fv0/us_denies_irans_claim_to_have_closed_strait_of/ot11v7y/"},{"id":"4dcbbfec-fdfa-46bb-a666-f86f94efec52","source":"reddit","source_id":"t1_ot11vhu","content_type":"comment","title":null,"body_preview":"When l argue with my Icelandic brethren and they claim tradition, l point out, that it was also a tradition to take unwanted newborns and “ carry them out”, útburður, which is a practice of taking the","author":"Mjolnir36","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","emotional_authenticity","strong_opinions"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Sun Jun 21 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ubwnj1/antiwhaling_protester_caught_in_crows_nest_as/ot11vhu/"},{"id":"2c875389-4728-41ae-8e73-1104f05dc48a","source":"reddit","source_id":"t1_ot11xft","content_type":"comment","title":null,"body_preview":"It’s to show disproportionate the reaction was to what actually happened. Like, what are your thoughts on the George Zimmerman case?","author":"DistinctFox8025","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.7777777777777778,"content_class":null,"collected_at":"Sun Jun 21 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uak5r2/newly_released_video_shows_karmelo_anthony_at/ot11xft/"},{"id":"666502bd-10d4-4ac5-8c30-69d89032e212","source":"reddit","source_id":"t1_ot11yn5","content_type":"comment","title":null,"body_preview":"That’s not getting the foot in the door, that’s getting the music played. Once it’s played a bunch through recos, their plays are up on Spotify which automatically ranks future songs and pushes it int","author":"xxtoejamfootballxx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sun Jun 21 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ubtb37/man_falls_to_his_death_during_rock_concert_at/ot11yn5/"},{"id":"fce1cce0-e9f0-46b5-b8bc-f26508cc0d4a","source":"reddit","source_id":"t1_ot11zai","content_type":"comment","title":null,"body_preview":"I love the judge down in Houston who ends up on Reels and YouTube all the time (I think Fleischer is his name?). He doesn't put up with bogus charges that were clearly made up. The number of videos wh","author":"Navydevildoc","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":"Sun Jun 21 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uc21wb/montreal_mayor_says_husband_who_is_black_was/ot11zai/"},{"id":"b8bc6140-6a07-4924-9bc1-0a75549ac69a","source":"reddit","source_id":"t1_ot121yc","content_type":"comment","title":null,"body_preview":"He was literally trapped in the bathroom in a 2v5 fight. It’s a completely different scenario.  Again. They had already mutually agreed to fight. What did you expect to happen?  On top of threatening ","author":"Logical_Park7904","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uak5r2/newly_released_video_shows_karmelo_anthony_at/ot121yc/"},{"id":"e5a79510-0ac7-4624-9721-31dc55e55f22","source":"reddit","source_id":"t1_ot1225b","content_type":"comment","title":null,"body_preview":"In my town, they came down hard on the police for profiling. So the last time I got pulled over the cop checked “other” under race. Problem solved.","author":"mommybot9000","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uc21wb/montreal_mayor_says_husband_who_is_black_was/ot1225b/"},{"id":"ea8b4c93-5111-4f61-afa0-29beb0c486d7","source":"reddit","source_id":"t1_ot123ud","content_type":"comment","title":null,"body_preview":"Its simple. I know its hard for ghetto folk to understand who are prideful, I know I grew up in the hood around alot of blackfolk. But when someone is telling you 15 times to remove yourself from a te","author":"Angel-M007","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uak5r2/newly_released_video_shows_karmelo_anthony_at/ot123ud/"},{"id":"f9550f8c-d653-46ef-9d74-ef4bf1c0bf25","source":"reddit","source_id":"t1_ot128k5","content_type":"comment","title":null,"body_preview":"The tent didn’t belong to Austin. The athletes were all on the property for a track meet. “Personal boundaries” refers one’s personal space, not a tent designated for a specific team. The idea that th","author":"kindamymoose","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","absence_of_personality"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Sun Jun 21 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uak5r2/newly_released_video_shows_karmelo_anthony_at/ot128k5/"},{"id":"306c5b53-1329-4dac-bf8a-0f4875c23aa6","source":"reddit","source_id":"t1_ot12hcy","content_type":"comment","title":null,"body_preview":"Conservatives fucking themselves out of steak is kind of funny","author":"Pour_Me_Another_","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1u9cxi5/beef_prices_rise_as_us_cattle_herd_falls_to/ot12hcy/"},{"id":"32d1a39b-5e46-4835-b420-e87a9e198d41","source":"reddit","source_id":"t1_ot12he9","content_type":"comment","title":null,"body_preview":"I have no idea where people are getting this idea Biden could have just instantly thrown Trump in prison.  No one is saying this, but Biden was personally against putting Trump in jail, which he said ","author":"Imaginary-West-5653","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Sun Jun 21 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uc04ub/british_pm_set_to_resign_after_challengers/ot12he9/"},{"id":"bec4c511-e016-45e3-89c0-d9ea0f275278","source":"reddit","source_id":"t1_ot12hsk","content_type":"comment","title":null,"body_preview":"Nope, you boil it in a stew, grill it or deep fry it, still tastes like shit.","author":"Mjolnir36","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Sun Jun 21 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ubwnj1/antiwhaling_protester_caught_in_crows_nest_as/ot12hsk/"},{"id":"d3582a6d-5fca-4f3b-8c72-ede3402e7edc","source":"reddit","source_id":"t1_ot12k3g","content_type":"comment","title":null,"body_preview":"The police are the guys who couldn't make the cut for the military, to give you an idea of how dumb the average cop is.","author":"tornado962","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uc21wb/montreal_mayor_says_husband_who_is_black_was/ot12k3g/"},{"id":"9fdbe064-a36c-4619-bf37-e0247cf695f6","source":"reddit","source_id":"t1_ot12kdy","content_type":"comment","title":null,"body_preview":"At best, he should have gotten a punch in the face. Either way, no one force Karmelo into the tent, and he did not have to bring a knife with him to school.","author":"DistinctFox8025","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.7777777777777778,"content_class":null,"collected_at":"Sun Jun 21 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uak5r2/newly_released_video_shows_karmelo_anthony_at/ot12kdy/"},{"id":"c1d74236-9a6c-41c9-8c57-5e1ba2b4f71a","source":"reddit","source_id":"t1_ot12mdx","content_type":"comment","title":null,"body_preview":"Never trust anybody with 2 first names as their whole name.","author":"ImperialInstigator","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uc21wb/montreal_mayor_says_husband_who_is_black_was/ot12mdx/"},{"id":"99bfd203-443b-4e39-bffa-f82f1a522b2f","source":"reddit","source_id":"t1_ot12mnr","content_type":"comment","title":null,"body_preview":"I disagree that it’s disproportionate. Austin was significantly larger than Karmelo (by about six inches and 70+ pounds). Karmelo had no way of knowing how far Austin would try to take it.  George Zim","author":"kindamymoose","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","self_reference_caveat"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Sun Jun 21 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uak5r2/newly_released_video_shows_karmelo_anthony_at/ot12mnr/"},{"id":"0b6b3fc4-b76d-4b40-a37d-71e6149e0bd6","source":"reddit","source_id":"t1_ot12nxi","content_type":"comment","title":null,"body_preview":"Only if you're native. The native population gets the special Racism Plus ™️ package that comes with star light tours in rural Alberta.","author":"Braysl","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uc21wb/montreal_mayor_says_husband_who_is_black_was/ot12nxi/"},{"id":"0a56e04e-60eb-4553-8de0-e077d72c1cab","source":"reddit","source_id":"t1_ot12opr","content_type":"comment","title":null,"body_preview":"Yup. I personally got harassed by a old white lasy for parking in a stork parking spot while pregnant, and yes, black","author":"Inquisitor23397","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uc21wb/montreal_mayor_says_husband_who_is_black_was/ot12opr/"},{"id":"046f3a87-7e7b-4602-8cc7-f0e1c12a91ce","source":"reddit","source_id":"t1_ot12ryh","content_type":"comment","title":null,"body_preview":"And a women’s rest room doesn’t belong to the women who use it, but if a man walks into and is asked to leave…what should he do? What’s the correct action to take in that situation?","author":"DistinctFox8025","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","synthetic_empathy","absence_of_personality"],"bot_score":0.7777777777777778,"content_class":null,"collected_at":"Sun Jun 21 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uak5r2/newly_released_video_shows_karmelo_anthony_at/ot12ryh/"},{"id":"be0c3d14-0642-4fd7-a53b-7eb663fa2cd5","source":"reddit","source_id":"t1_ot12do1","content_type":"comment","title":null,"body_preview":"24 states do have automatic. So not everyone in the US is behind","author":"tootapple","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ubo6by/four_million_americans_will_turn_18_this_year_why/ot12do1/"},{"id":"f1ba33ed-9782-4024-b2b2-2557304ade3e","source":"reddit","source_id":"t1_ot12ewo","content_type":"comment","title":null,"body_preview":"Who the fuck thinks FOX should be allowed here? 🤣. I'm old enough to remember when this was a serious sub with actual standards. At some point during Trump's first term that shit went out the window.","author":"ITrageGuy","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ubqzam/trump_sparks_health_concerns_with_confusing/ot12ewo/"},{"id":"a3c1de8e-c21c-43d9-8fa1-54f6d8349832","source":"reddit","source_id":"t1_ot12fa9","content_type":"comment","title":null,"body_preview":"Thumping a piece of shit doesn't apply to me or anyone else's beliefs. Jance can go suck on an ottoman or a Chesterfield.","author":"Sardonnicus","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uc3bua/jd_vance_says_sports_teams_dont_have_to_do_pride/ot12fa9/"},{"id":"f516502a-85b8-484b-895d-59fc90f19d2b","source":"reddit","source_id":"t1_ot12gcw","content_type":"comment","title":null,"body_preview":"They will vote for him again. These people are not able to change.","author":"juanjung","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ubv93n/in_one_of_californias_trumpiest_counties_the_maga/ot12gcw/"},{"id":"77b3a4c2-e8c2-472f-881e-468d1fde0446","source":"reddit","source_id":"t1_ot12gfh","content_type":"comment","title":null,"body_preview":"Antifa killed the duck with chemtrails/5g and planted the duck there.","author":"soggies_revenge","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uc30wo/dead_duck_seen_at_reflecting_pool_in_viral_image/ot12gfh/"},{"id":"3199b6b0-c3bf-456c-85c1-c36e3d6cd05a","source":"reddit","source_id":"t1_ot12gwu","content_type":"comment","title":null,"body_preview":"You can tell he's not a baseball fan. There's a \"X night\" for, like, every legal thing they can have one. Most baseball teams struggle to draw decent crowds during regular season play.","author":"AndreLeGeant88","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.5714285714285714,"content_class":null,"collected_at":"Sun Jun 21 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uc3bua/jd_vance_says_sports_teams_dont_have_to_do_pride/ot12gwu/"},{"id":"99435cb7-c1e7-4902-ab1f-22987062aa42","source":"reddit","source_id":"t1_ot12h9f","content_type":"comment","title":null,"body_preview":"What a weasel with the charisma of a couch potato. In some ways he worse than Trump. A selfish asshole with no empathy or regard for others’ lives. A true national embarrassment.","author":"Interesting-Potato-6","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uc3bua/jd_vance_says_sports_teams_dont_have_to_do_pride/ot12h9f/"},{"id":"724416c1-9922-4dcc-a0a6-e28464872058","source":"reddit","source_id":"t1_ot12hg9","content_type":"comment","title":null,"body_preview":"I hated that it was Talarico versus Crockett. They were both good candidates.","author":"Answer70","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ubu84o/fec_filings_confirm_gop_meddling_in_dem_primaries/ot12hg9/"},{"id":"d695bfe2-f128-4e4d-8dbc-137828d40fb0","source":"reddit","source_id":"t1_ot12hjp","content_type":"comment","title":null,"body_preview":"Number of people Trump arrested for cheating in 2020 election: Zero point zero.","author":"adorablefuzzykitten","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Sun Jun 21 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uc0fin/trump_without_evidence_blames_disgraceful/ot12hjp/"},{"id":"71566555-75b7-46e0-87a9-ed04a077c30b","source":"reddit","source_id":"t1_ot12hoe","content_type":"comment","title":null,"body_preview":"Essentially what happens when your party manufacturers a constituency out of these people.","author":"dramaking37","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ubzdlm/trump_vents_growing_frustrations_with/ot12hoe/"},{"id":"f21f4803-5b96-4a22-b521-d321aea6d7c4","source":"reddit","source_id":"t1_ot12i01","content_type":"comment","title":null,"body_preview":"Maga hates all colors, rainbows, green algae, black people","author":"Plenty_Thanks_3104","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uc3bua/jd_vance_says_sports_teams_dont_have_to_do_pride/ot12i01/"},{"id":"9aa51e5a-6f4e-4146-baa3-7714779be93b","source":"reddit","source_id":"t1_ot12i38","content_type":"comment","title":null,"body_preview":"Probably should archive this page, as RFK Jr. will be taking it down for \"review\".","author":"mrgeekguy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uc3e6d/trumps_cryptic_daughter_post_makes_america/ot12i38/"},{"id":"2fe0044c-1b2e-41e8-9577-32e0450769c3","source":"reddit","source_id":"t1_ot12iuy","content_type":"comment","title":null,"body_preview":"I like presidents who don’t need a do over to clean a pool","author":"3_Cat_Day","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uc0fin/trump_without_evidence_blames_disgraceful/ot12iuy/"},{"id":"232bae13-c40f-4cea-857c-5f4e5af93e35","source":"reddit","source_id":"t1_ot12kov","content_type":"comment","title":null,"body_preview":"Exactly. MLB. Is a business. They’re going to go after addressable market wherever it is.","author":"guttanzer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uc3bua/jd_vance_says_sports_teams_dont_have_to_do_pride/ot12kov/"},{"id":"6bfa2a24-c503-4a95-8e0a-fa46948e400e","source":"reddit","source_id":"t1_ot12kps","content_type":"comment","title":null,"body_preview":"Why is it that the Republicans are the only ones who can’t handle Pride Month? I’d say more than half of the GOP are closeted homosexual! Yeah I’m talking about you Lindsey!😉","author":"SpiritedPassenger496","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uc3bua/jd_vance_says_sports_teams_dont_have_to_do_pride/ot12kps/"},{"id":"f9fa4669-ac78-4fc0-8065-8fc27ffa1469","source":"reddit","source_id":"t1_ot12lqb","content_type":"comment","title":null,"body_preview":"Why would we need to take over the strait he says was open anyway? lol","author":"Justice989","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uc2css/iranian_negotiators_suspend_talks_with_us_in/ot12lqb/"},{"id":"4bbc4697-ad1f-4db1-9289-fe48e21acadd","source":"reddit","source_id":"t1_ot12mhm","content_type":"comment","title":null,"body_preview":"Then Stalin wasn’t an authoritarian, since he cared enough to write at length about them.","author":"hnwcs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uabv7h/comparison_to_hitler_mao_stalin_trump_says_sounds/ot12mhm/"},{"id":"d0504521-f7aa-4f09-9370-357b33dc4ea2","source":"reddit","source_id":"t1_ot12n61","content_type":"comment","title":null,"body_preview":"Being in an echo chamber doesn't mean you're uninformed.","author":"plightro","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ubvs6e/mildly_blue_or_a_blue_tsunami_9_states_will/ot12n61/"},{"id":"484c430e-0b4b-4231-907c-9ea0c0a48c19","source":"reddit","source_id":"t1_ot12ndk","content_type":"comment","title":null,"body_preview":"Iran left because of the American rapist bog fucking mouth... thought iran was one of his 12 year old victims.","author":"lilcorndivemaster","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uc2c9a/as_vance_meets_top_iranian_officials_in/ot12ndk/"},{"id":"25a87c6f-aab4-47b2-a2ad-58bc3590c4e5","source":"hackernews","source_id":"48596518","content_type":"comment","title":null,"body_preview":"> They keep them in while ordering and paying for things in stores and supermarkets.\nThis hit me. I often use headphones during chores, including going grocery shopping. I love human interaction, but ","author":"gspr","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596518"},{"id":"edef8ab6-a809-465d-8841-164e2ae8104d","source":"hackernews","source_id":"48593682","content_type":"comment","title":null,"body_preview":"Point of pedantry:\n  > The ignore file lives in your machine’s home directory in ~/.config/git/ignore. Whatever filenames are added to this file are ignored globally at a machine-level.\n\nThe wording h","author":"antisol","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593682"},{"id":"0060ce76-d0be-4914-acd4-90b2d1d55896","source":"hackernews","source_id":"48600069","content_type":"comment","title":null,"body_preview":"My first and hopefully only clash with the global ignore file was debugging why a project worked differently between machines. There was a global ignore on the machine I was working on (that I didn't ","author":"maxlin","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","analogy_with_personal_perspective"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600069"},{"id":"22920d23-a0ec-4166-ac6a-0122c6a9642b","source":"hackernews","source_id":"48618048","content_type":"comment","title":null,"body_preview":"a lot of words and no idea of the practical benefit.\nAwesome in the biblical sense.","author":"cyanydeez","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","cultural_references"],"bot_score":0.11876967926650114,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618048"},{"id":"200fb7e7-2f5c-41de-b3df-6bbf295dc69f","source":"hackernews","source_id":"48619146","content_type":"comment","title":null,"body_preview":"TLDR, not ready for prime time.\nSadly, probably still the best Cloudflare blog written in the last nine months.","author":"walth","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619146"},{"id":"c4adaa0f-7034-474b-b669-950c0496ebd7","source":"hackernews","source_id":"48622001","content_type":"comment","title":null,"body_preview":"For those lacking a subscription: https://archive.is/GoDZ9#selection-679.0-679.64","author":"rmason","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.18163329220790891,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622001"},{"id":"9d268161-52d2-4dc0-ab3d-15181bc468bd","source":"hackernews","source_id":"48598460","content_type":"comment","title":null,"body_preview":"> How is this different from struct in C#? A struct in C# has identity\nSince when? I’m pretty sure structs didn’t have identity last time I used C#, and that would be a very surprising thing to add.","author":"minitech","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598460"},{"id":"504e45c1-7709-45a7-8b0f-53460598260f","source":"hackernews","source_id":"48619154","content_type":"comment","title":null,"body_preview":"I think this is an excellent start!\nI have a few questions/comments.\n- the site said it would be worked on collaboratively, but I couldn't find a way to do that?  I interpreted that to mean multiple p","author":"phil-martin","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","specific_questions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619154"},{"id":"288a22ca-7edf-4141-9127-aff20d3aa403","source":"hackernews","source_id":"48616845","content_type":"comment","title":null,"body_preview":"I think they do but only when combined with other acts such as less constant advertising of products. This would be the equivalent of saying AA meetings don't work, whilst permanently waving a bottle ","author":"ktallett","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","platform_fluency"],"bot_score":0.12696133039163265,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616845"},{"id":"b6a29c93-64d9-461c-acb8-98e46d7c7013","source":"hackernews","source_id":"48615561","content_type":"comment","title":null,"body_preview":"I beg to differ.\nRetailers pay an obsessive amount of attention to shoppers’ habits. The best thing everyone can do when prices are too high people high is to simply stop buying. Retailers notice imme","author":"tim-tday","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12232439598507847,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615561"},{"id":"4ca1f601-7338-4518-9e80-62c75fe1fb31","source":"hackernews","source_id":"48617048","content_type":"comment","title":null,"body_preview":"Private Equity is engaged in buying artisanal semi-businesses, turning them into businesses, propping up the numbers while destroying them —then, hopefully, destroying itself.\n-Nassim Taleb","author":"FinnLobsien","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","quote_with_commentary","platform_fluency"],"bot_score":0.10326280029085523,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617048"},{"id":"0b3c6f42-c925-4e60-a32a-91b4f8cf4410","source":"hackernews","source_id":"48619132","content_type":"comment","title":null,"body_preview":"\"Yes the planet got destroyed.  But for a beautiful moment in time we created a lot of value for shareholders.\" [0]\nThe mindset behind private equity takeovers is exactly this. They know, but they are","author":"lambdaone","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619132"},{"id":"bd670396-f521-4209-9505-300211ee0f37","source":"hackernews","source_id":"48620952","content_type":"comment","title":null,"body_preview":"Have to give it to Cyber Command. This is cheap and effective propAIganda.\nOf course, America is now the only nation on the planet with advanced weaponised AI models that are so good they beat billion","author":"Jamesbeam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620952"},{"id":"8dedf505-f282-451d-b37a-a3cbba90d7cb","source":"hackernews","source_id":"48619490","content_type":"comment","title":null,"body_preview":"Actual title \"Donald Trump’s blocking of Anthropic is capricious and chaotic\"","author":"Simulacra","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619490"},{"id":"a08baac4-ad4e-4445-9a5d-15120a463ee4","source":"hackernews","source_id":"48617542","content_type":"comment","title":null,"body_preview":"HN post title does not match link title\n> NSA director: 'Mythos \"broke into almost all of our classified systems in hours\"\n> Donald Trump’s blocking of Anthropic is capricious and chaotic","author":"bel8","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.10968575444699302,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617542"},{"id":"a95919a2-a707-4e07-a0d9-b936a4ebcc35","source":"hackernews","source_id":"48617577","content_type":"comment","title":null,"body_preview":"Not being funny but does most of HN subscribe to the economist? I dont think ive ever paid for an online newspaper ( and Im not trying to be edgy )","author":"ionwake","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_experience"],"bot_score":0.09778408049061406,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617577"},{"id":"0abc8e54-4965-48e8-b487-b8a23b961bfa","source":"hackernews","source_id":"48622556","content_type":"comment","title":null,"body_preview":"what is the use of Submitting this news/report here if it's behind a paywall/login","author":"rajsuper123","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622556"},{"id":"13079a81-e269-487b-bd40-69bbcb4740d9","source":"hackernews","source_id":"48617536","content_type":"comment","title":null,"body_preview":"What happens when open source models achieve Mythos level capabilities in six months' time?","author":"MaxPock","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617536"},{"id":"80e364eb-512a-4d61-8ef0-62ba02a28a15","source":"hackernews","source_id":"48618428","content_type":"comment","title":null,"body_preview":"https://archive.ph/dXddV\n“Donald Trump’s blocking of Anthropic is capricious and chaotic” - current title\nI don’t understand the posted title quote and assume it’s missing a lot of context or was misi","author":"instagib","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618428"},{"id":"4b3b185d-0fa6-4be3-a2a9-094bafe99172","source":"hackernews","source_id":"48621271","content_type":"comment","title":null,"body_preview":"If I were to guess, internally they have as sloppy security as any other corp/organization. And those were the things Mythos effortlessly poked holes in. Other models would probably as well, but Antro","author":"scotty79","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621271"},{"id":"72408de6-2f61-476c-8a23-807559c94c23","source":"hackernews","source_id":"48617439","content_type":"comment","title":null,"body_preview":"I made a point about this in relation to anthropic last week: nobody inside the strategic information spaces is worried about AGI they're worried about core strategic information leaking out. Either i","author":"ggm","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","niche_expertise"],"bot_score":0.12507661883859894,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617439"},{"id":"3748e719-8cf7-4a58-a6d0-fc1d4f0de21a","source":"hackernews","source_id":"48622417","content_type":"comment","title":null,"body_preview":"This quote from TFA is highly likely to be a conflation, exaggeration or extrapolation of what actually happened:\n> \"On June 11th Mark Warner, the vice-chair of the Senate Intelligence Committee, said","author":"mrandish","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions","polished_first_draft"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622417"},{"id":"bc84c4b2-7b1c-4852-80db-ed1d6cdf5f70","source":"hackernews","source_id":"48617556","content_type":"comment","title":null,"body_preview":"This is really making me raise an eyebrow. I’m sure mythos is an improvement for sure. I don’t think the framing of it hacked the entire NSA is fully truthful. I’d like a more in depth understanding o","author":"vsgherzi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","emotional_authenticity"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617556"},{"id":"b3181176-aa13-4fa2-8df6-c046c037d4ce","source":"hackernews","source_id":"48617608","content_type":"comment","title":null,"body_preview":"If mythos can break into almost all of their classified systems in hours then other models including opus, gpt, gemini and large open weight models can do so as well, maybe you'll have to double hours","author":"mirekrusin","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","missing_platform_voice","template_phrases","semantic_blandness"],"bot_score":0.24084724979041025,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617608"},{"id":"e168ef68-e1ff-4b81-be67-0faef8412e41","source":"hackernews","source_id":"48616534","content_type":"comment","title":null,"body_preview":"Polymarket and Kalshi are two of my greatest inventions made to destroy the USA.\nJust wait till Jorp comes out.","author":"trolledtheusa","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616534"},{"id":"1db5f285-5b61-47e2-8c8b-571b1c493ab7","source":"hackernews","source_id":"48618758","content_type":"comment","title":null,"body_preview":"[dupe] Sources only please: https://www.wsj.com/business/media/polymarket-social-media-b... (https://news.ycombinator.com/item?id=48614715)","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618758"},{"id":"8857c71c-8a7d-4976-813d-b7a3c5ca1dc7","source":"hackernews","source_id":"48615785","content_type":"comment","title":null,"body_preview":"Aren’t they CFTC regulated? If so, it’s jail time!","author":"flash1","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.17774322979609947,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615785"},{"id":"df338b04-6106-4d5b-8242-0d5dd2834c3c","source":"hackernews","source_id":"48615895","content_type":"comment","title":null,"body_preview":"Today I tried to make a move there, but I ended up stopping halfway. There are some types of, let’s say, bets there that are somewhat ridiculous. This market should be a bit more regulated and have so","author":"josuramos","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":"Sun Jun 21 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615895"},{"id":"8578b38c-a60d-45a3-a83d-850be375f316","source":"hackernews","source_id":"48616726","content_type":"comment","title":null,"body_preview":"Am I too cynical for always assuming that any videos, articles etc. of someone \"winning\" big at something is just an ad?","author":"corecoder","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616726"},{"id":"a2f8cec7-2c5f-4ac7-b002-13bdbf3189f2","source":"hackernews","source_id":"48620499","content_type":"comment","title":null,"body_preview":"If they keep persecuting Anthropic as they have, I wouldn't be surprised to see them move offshore.  If there's ever been an industry that is mobile, it would be AI.","author":"ikidd","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620499"},{"id":"0fffca95-2a4b-4e8d-9916-8454ab93d9f0","source":"hackernews","source_id":"48619319","content_type":"comment","title":null,"body_preview":"A cool detail in the article that you can look up in the news is the French government investing €650m in AI, including technology (not just implementation, training and licensing it seems). Hope some","author":"daniel_iversen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619319"},{"id":"31c4977c-cc52-4a31-9ec7-ae216e256ba8","source":"hackernews","source_id":"48620987","content_type":"comment","title":null,"body_preview":"This blog is absolutely true. Code to manipulate code easily and reliably reduces the cost of maintenance, the cost of having that code. Honestly, this factor is why coders like LLM so much - it keeps","author":"lanstin","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_specificity","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620987"},{"id":"f4d11881-72de-48d4-8c9f-c152b37a0d1f","source":"hackernews","source_id":"48623458","content_type":"comment","title":null,"body_preview":"I never got a class in compilers. When I was a senior, I wanted to take the graduate course, but the prof thought it would be too hard for me.\nSo my next gig was writing a compiler on a team of three ","author":"wglb","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","imperfect_expression","platform_fluency"],"bot_score":0.15476190476190474,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623458"},{"id":"0155b49b-eb95-418c-a30d-ce31a69cbf34","source":"hackernews","source_id":"48613908","content_type":"comment","title":null,"body_preview":"This will happen with social accounts, news articles..I set the date pre 2023, but we all have some date in mind. \nI don’t like it, but it’s what it is","author":"drchaim","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613908"},{"id":"6811ba79-ca26-4fb7-a66f-34b234af5805","source":"hackernews","source_id":"48614064","content_type":"comment","title":null,"body_preview":"Hot take: I think it’ll be pretty much the same as it was. If anything it will get better.\nYou will still have gatekeepers and taste makers. Publishing houses will screen fiction for well-written and ","author":"tyre","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","human_indicators_present"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614064"},{"id":"02a2bfb4-f378-4086-bc5e-25d787011cb1","source":"hackernews","source_id":"48614408","content_type":"comment","title":null,"body_preview":"Some on my bookshelf:\n> Crafting Interpreters, by Robert Nystrom\n> Re[Coding] America, by Jennifer Pahlka\n> Systems Performance, by Brendan Gregg","author":"gritspants","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614408"},{"id":"482a4ad5-d0c7-4141-8b9e-04b36a228f6c","source":"hackernews","source_id":"48614694","content_type":"comment","title":null,"body_preview":"The problem exist, the conclusion is wrong. LLMs DON'T produce great content, they PRETEND to produce great content, even in coding. They're as good as the statistical incidence. Writing a book with a","author":"hollowturtle","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614694"},{"id":"51e86e0a-db9f-44ac-9d82-cc02e9fdab3f","source":"hackernews","source_id":"48614659","content_type":"comment","title":null,"body_preview":"> But I can’t help but feel that the effort meant something.\nEach person that put in the effort is one additional review point.\nThinking, Writing, Editing, Proofing, Publishing, Distributing, Selling.","author":"DavidPiper","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614659"},{"id":"6073877c-23e3-42b9-a1ff-7fe19acc279c","source":"hackernews","source_id":"48614730","content_type":"comment","title":null,"body_preview":"Tech documentation has been kind of a three-decade race to the bottom, with some ups and downs along the way. From vendor documentation in the 70's to Windows Help in the 90s to the rise of tech books","author":"theodpHN","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","natural_digressions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614730"},{"id":"263f6ee5-076e-4c9a-a86e-bf7e1531b3fe","source":"hackernews","source_id":"48614609","content_type":"comment","title":null,"body_preview":"Pro-tip - the older it is, the more likely it is to be good.","author":"andrewljohnson","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614609"},{"id":"8b361f08-cc2d-4c65-bda6-bcc3107b31d5","source":"hackernews","source_id":"48614561","content_type":"comment","title":null,"body_preview":"Anything that feels like it came out of matrix multiplication immediately loses the value for me.\nSomething about the industrialization of thinking makes it uninteresting. similar to frozen pasta from","author":"subygan","classification":"human_created","confidence":0.7,"indicators":["semantic_blandness","strong_opinions","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614561"},{"id":"20cd8ee5-ef0a-4a83-912c-e8383cb2ea97","source":"hackernews","source_id":"48614429","content_type":"comment","title":null,"body_preview":"This will work for a little while but this can't go on indefinitely: no one is going to want to stick to 30+ year old books.\nWe should probably work on developing standards for what we want in a book ","author":"julianeon","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614429"},{"id":"4eb6051f-8b26-41a8-8a9f-dafd4678c400","source":"hackernews","source_id":"48613916","content_type":"comment","title":null,"body_preview":"I’m pretty conservative with books and usually only read things based on recommendations anyway. I would rarely read a book published in the last few years just because news of it hasn’t travelled to ","author":"andy99","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","personal_stance","platform_fluency"],"bot_score":0.12259728312903301,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613916"},{"id":"1c86f3c9-4120-4c05-8756-b53ddeee316d","source":"hackernews","source_id":"48614847","content_type":"comment","title":null,"body_preview":"Perhaps we need a 2022 version of this site\nhttps://wtfhappenedin1971.com/\nhttps://wtfhappened2012.com/","author":"culi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10577803641095145,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614847"},{"id":"d9d25cd9-cd97-469e-b80d-306e76836d2a","source":"hackernews","source_id":"48614043","content_type":"comment","title":null,"body_preview":"It’s not just 2022 and earlier books. There’s a supply chain problem as well. I’ve seen two older books so far from Amazon which were AI generated copy text with a genuine looking cover on it. Amazon ","author":"cryo32","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_personality"],"bot_score":0.1542299870622823,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614043"},{"id":"98f44150-f138-4f1e-ad41-73c1edd01bf0","source":"hackernews","source_id":"48613825","content_type":"comment","title":null,"body_preview":"Props to the author for not mentioning low-background steel.","author":"Avicebron","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613825"},{"id":"da46f6f6-4c60-4943-8490-15f06dc49022","source":"hackernews","source_id":"48614082","content_type":"comment","title":null,"body_preview":"You are not alone. I like to read Harry Potter fan fiction [1] and I have started checking the publication date when Im searching for something new to read. I started doing this passively and realized","author":"YesBox","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","emotional_authenticity","natural_digressions"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614082"},{"id":"e3ada803-9e0d-49f4-96e1-29aee81c4082","source":"hackernews","source_id":"48614152","content_type":"comment","title":null,"body_preview":"Not just books. When searching for information online, for anything where things haven't changed significantly in the last few years, I definitely favour a post on SO/SE/HN/reddit/etc dated before 202","author":"dspillett","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614152"},{"id":"b81da9c8-2454-4083-844c-31543d1b564d","source":"hackernews","source_id":"48622499","content_type":"comment","title":null,"body_preview":"It is more than just books published pre-2022, but I've noticed that it is necessary to buy books __printed__ before 2022. Recently I've noticed aggressive misspellings and misquotations in old books ","author":"HPMOR","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","semantic_blandness","absence_of_personality"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622499"},{"id":"a67e72bd-bbc5-4518-be2c-f4e430a9749f","source":"hackernews","source_id":"48614669","content_type":"comment","title":null,"body_preview":"I was browsing Amazon and I found one “author” with over 100 published in the last 12 months. And they weren’t cheap either. Most were $50 or more for the paperback version.\nIt really put a sour taste","author":"MichaelNolan","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","opinion_without_overqualification"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614669"},{"id":"34c2c4fb-852e-4142-94d4-8b5c9de151a3","source":"hackernews","source_id":"48613970","content_type":"comment","title":null,"body_preview":"And there might be no way to prove you really wrote something Post-2022. I wrote a long article, all by hand. I never used any LLMs, even for searching. I checked it with a couple of AI detection tool","author":"adamddev1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613970"},{"id":"4e352869-9631-4e38-974e-ff439312cecb","source":"hackernews","source_id":"48613873","content_type":"comment","title":null,"body_preview":"I've been consciously doing that for reference books for the past three years because Amazon is absolutely littered with AI-generated non-fiction. I have my own ideological reasons too, but the main p","author":"zerobees","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","specific_examples","absence_of_ai_signals"],"bot_score":0.12483467265215104,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613873"},{"id":"6260e04c-b7e7-42e9-ae0f-810952c3987e","source":"hackernews","source_id":"48615969","content_type":"comment","title":null,"body_preview":"The author should call out size of binaries (compiled and generated), the interpreter as well since that's teh selling point. if it's tiny from memory requiremetns , shoudl also call out the same, pot","author":"anilgulecha","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.12235178427696755,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615969"},{"id":"2ad95846-968b-42d9-a252-58ae2d81e294","source":"hackernews","source_id":"48615867","content_type":"comment","title":null,"body_preview":"What is the motivation and use case in coding agents era for this project?\nDont get me wrong, this question echoes in my head for some time now. Especially with supply chain attacks and open source li","author":"piterrro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615867"},{"id":"5a71fd72-808d-470a-9362-1067f2a8bb65","source":"hackernews","source_id":"48620585","content_type":"comment","title":null,"body_preview":"Beware the creator of this language doesn't want your contributions. He'll just take some of the code you wrote and pass it off as his own so no one else gets their name on the project.","author":"phyzix5761","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.08669528397420447,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620585"},{"id":"950ea63d-5999-4ca7-8f1f-1a3276a67462","source":"hackernews","source_id":"48617829","content_type":"comment","title":null,"body_preview":"Truth be told, these days one can't really hope to succeed in life doing any jobs that involve delivering stuff that goes through the screen. Time to move on.","author":"anovikov","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617829"},{"id":"afdb61b4-66ca-4a36-8452-7a6366f4ce3f","source":"hackernews","source_id":"48617779","content_type":"comment","title":null,"body_preview":"Full title: The deskilling of web dev is harming the product but, more importantly, it's damaging our health – this is why burnout happens","author":"lemonberry","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617779"},{"id":"4c9ec6f9-ddf9-4477-877b-cedf8d995342","source":"hackernews","source_id":"48621658","content_type":"comment","title":null,"body_preview":"so what's the cause ?\nmaybe there's a cultural failure - where if we consider a 'generation' of devs to be in cohorts of 10years. they have failed to pass knowledge down. hence why the wheel keeps get","author":"dzonga","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.13418682747611008,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621658"},{"id":"6a501fbc-52b4-4352-9b07-772531bbe639","source":"hackernews","source_id":"48617945","content_type":"comment","title":null,"body_preview":"Really enjoyed this article, I like your writing style.\nRe: your pro-specialist argument -\n\"Specialists cost more because you either need to pay more to hire them, or you need to pay for the time it t","author":"cateblanchett","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617945"},{"id":"05088d1c-fe2a-4b66-8772-5d7c1f65e201","source":"hackernews","source_id":"48618622","content_type":"comment","title":null,"body_preview":"On the topic of web dev: I have a Full HD 27\" monitor (1993.25 sq cm area), and the title of this article takes up 1197 sq cm...","author":"netsharc","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618622"},{"id":"8a6de27a-3420-4507-8d2a-a053d72f4b41","source":"hackernews","source_id":"48619067","content_type":"comment","title":null,"body_preview":"The call for CSS specialization strikes me as seriously misguided (even before agentic coding became a thing).  Yes, web development is complex and you can’t know everything, but it is possible to lea","author":"dasil003","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619067"},{"id":"2984fb77-15e8-4432-86e9-fe205d49d7be","source":"hackernews","source_id":"48618287","content_type":"comment","title":null,"body_preview":"It's also pretty damaging for the health of small businesses when they need to pay thousands to webdevs.\nWe don't consciously think about every heartbeat or work out how all the light in the spectrum ","author":"gaiagraphia","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618287"},{"id":"9ff35c93-f5a6-4ca7-8f4b-1ed080ed2c80","source":"hackernews","source_id":"48617433","content_type":"comment","title":null,"body_preview":"Fun facts one third of English words are French words [1].\nI was once reading a posted notice in French, and can mostly understand it although I don't speak French.\nI suspect most of the modern Englis","author":"teleforce","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","platform_fluency","semantic_blandness"],"bot_score":0.13683262306068728,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617433"},{"id":"9147b207-f54d-409e-91a0-ebc4a74edb77","source":"hackernews","source_id":"48599291","content_type":"comment","title":null,"body_preview":"These should maybe be checked through. Many are the second or third definitions, and some even reference the word in the definition e.g Lethargic: exhibiting lethargy","author":"kiaofz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599291"},{"id":"d1a79de4-f6fd-436d-99fe-044b315057df","source":"hackernews","source_id":"48604299","content_type":"comment","title":null,"body_preview":"Reading through the comments, I've noticed you can tell the native speakers by their scores in the word categories. A native speaker will score 20/20 in the first two bands and progressively less in t","author":"teo_zero","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604299"},{"id":"0e196b26-e799-4be7-89a8-30e91f686c37","source":"hackernews","source_id":"48621933","content_type":"comment","title":null,"body_preview":"That's from back in March. Meanwhile, this month:\n\"FOR IMMEDIATE RELEASE\nODNI News Release No. 11-26\nJune 18, 2026\nFauci Funded Wuhan Lab Research That Sparked COVID\nNew Evidence Fauci Manipulated Int","author":"cheaprentalyeti","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621933"},{"id":"7ce7a2a7-101e-4b7f-810d-12d69acee139","source":"hackernews","source_id":"48621622","content_type":"comment","title":null,"body_preview":"what happens if this debt go to zero, i.e. company fails which mostly do, like where does that money go, who is liable?","author":"lordforever","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.4093339815264949,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621622"},{"id":"29f408a8-724f-41a0-85c5-95cf64ca9eb6","source":"hackernews","source_id":"48619105","content_type":"comment","title":null,"body_preview":"This seems to have been flagged or something, but I enjoyed it, if just for the conversational framing","author":"pringk02","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619105"},{"id":"171781b7-4069-4a84-b457-f0b14c1790c0","source":"hackernews","source_id":"48611897","content_type":"comment","title":null,"body_preview":"I didn't make this, but came across it and though it felt like the kind of thing HN would appreciate","author":"cianmm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611897"},{"id":"d8281882-ee14-4554-ae9c-15d14febdab6","source":"hackernews","source_id":"48621021","content_type":"comment","title":null,"body_preview":"It's like pocketmod.  I've had these for years for making shortcut manuals.\nhttps://pocketmod.com/","author":"AstroJetson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621021"},{"id":"c49447a5-cd0d-4fc0-b206-2f9754f5f9bb","source":"hackernews","source_id":"48622471","content_type":"comment","title":null,"body_preview":"This game is not boring!\nBetter than most of the puzzle games in google play.","author":"wildmental","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622471"},{"id":"b96b0c48-a782-4bbe-979c-867212b5c200","source":"hackernews","source_id":"48614911","content_type":"comment","title":null,"body_preview":"The information comes from HN; would there be a risk of copyright infringement if the product were listed on the App Store?","author":"ethanhq","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","concise_query"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614911"},{"id":"0044e56e-1b91-4dab-a035-89fdd34ac729","source":"hackernews","source_id":"48620477","content_type":"comment","title":null,"body_preview":"I'm posting this from a test feature I'm working on for your app: HN login, comments, replies, edit, etc.\nI've also filed some smaller PRs.","author":"msephton","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","terse_replies"],"bot_score":0.11633516334577278,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620477"},{"id":"9f9456a8-b86d-4568-8257-74dd16d62959","source":"hackernews","source_id":"48623287","content_type":"comment","title":null,"body_preview":"@sylwester is the repo run by a bot? or is it you? I'm OK with either, it's just issues are being marked as \"help wanted\" even though they are done in PRs waiting to be merged. It seems the replies in","author":"msephton","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","self_reference","strong_opinions"],"bot_score":0.11633516334577278,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623287"},{"id":"9a71e385-8501-4c6b-8847-2ac29ce09439","source":"hackernews","source_id":"48617566","content_type":"comment","title":null,"body_preview":"Code that kills your project is code that works, and is either misunderstood or unmaintainable\nAnd the industry is rushing towards it, whilst failing to train people who are able to fix it","author":"tarkin2","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617566"},{"id":"c908187e-bf4c-49e9-8032-ee38ef9cf4a7","source":"hackernews","source_id":"48616414","content_type":"comment","title":null,"body_preview":"If it's code that you can tolerate being somewhat messy and suboptimal, you can run agents e2e. If it's critical piece of code that has become part of your identity, better do the PR work and scrutini","author":"moezd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.08742397326860596,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616414"},{"id":"c1ecfe8f-311e-479b-96e5-e545867f4a3d","source":"hackernews","source_id":"48618020","content_type":"comment","title":null,"body_preview":"It's kind of like the saying \"the right note played at the wrong time is wrong.\" An implementation that works today but could break in the future is wrong. I'm not willing to treat an LLM as an oracle","author":"sltr","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.11886626868227917,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618020"},{"id":"df05e87b-a048-43d4-bece-b5b00952420f","source":"hackernews","source_id":"48615804","content_type":"comment","title":null,"body_preview":"I feel the same way, reading AI built feature entire output makes me cognitively overloaded as well - I can only do so many throughout the day.\nWhat I found myself doing is operating in two modes:\n1. ","author":"piterrro","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_experience"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615804"},{"id":"5e094adb-df89-45fd-b47d-2a2f7aed3999","source":"hackernews","source_id":"48615324","content_type":"comment","title":null,"body_preview":"If I can't explain the code without rereading the diff, I probably shouldn't merge it.","author":"AmareshHebbar","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.21949567655696556,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615324"},{"id":"67f796c2-ea26-4572-82f2-612600aad379","source":"hackernews","source_id":"48616738","content_type":"comment","title":null,"body_preview":"I unterstand the reasons, but I don't think so. I have experience in software development over 20 years now and still developing software daily. Nowadays it's nearly 100℅ AI written. It looks good and","author":"SunboX","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience_claim","strong_opinion","platform_fluency","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616738"},{"id":"b53b38d7-703a-4ea8-9721-0e66f2a1b8de","source":"hackernews","source_id":"48615911","content_type":"comment","title":null,"body_preview":"Yesterday I started working on an agent harness that tries to address some of the issues here.\nWhat I'm hoping to build ultimately is something that works more like a pair-programming partner than exi","author":"philbo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615911"},{"id":"595bcb61-e34d-4e09-84f8-5e997806fb2a","source":"hackernews","source_id":"48615571","content_type":"comment","title":null,"body_preview":"I think a particular failing with developers embracing AI is fighting the sunk cost fallacy. While you might not have spent as much time putting together a non-working solution, you still did spend ti","author":"julianlam","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615571"},{"id":"c7e2c60a-72d5-466e-b3a1-602dff611b8c","source":"hackernews","source_id":"48615545","content_type":"comment","title":null,"body_preview":"I use 3 AI's (Claude, GPT and Gemini) to review each other's design plans and implementation on the same code base. Each often catches problems the others miss.\nI try to make sure the architecture doc","author":"wwind123","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","self_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615545"},{"id":"18a2fb3b-64c2-4b00-8494-b4856eebd677","source":"hackernews","source_id":"48614979","content_type":"comment","title":null,"body_preview":"\"The reality is that code that runs and makes the CI green can still be a bad solution, and engineering has always been about implementing adequate, scalable, and extensible solutions.\"\nAdequate often","author":"datadrivenangel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614979"},{"id":"bcb9d975-8df7-40f3-92c2-0551bf1c6788","source":"hackernews","source_id":"48616169","content_type":"comment","title":null,"body_preview":"Its hard to find a middle ground between fully understanding everything in a PR vs a vibe coding type approach. Can you understand \"just a little bit\" of a PR and merge it into a code base you really ","author":"osigurdson","classification":"ai_generated","confidence":0.9,"indicators":["hedge_stacking","synthetic_empathy","suspiciously_balanced","template_phrases","semantic_blandness","natural_digressions","strong_opinions"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616169"},{"id":"933d8717-aef8-49e8-9a73-e6e215ca2a6a","source":"hackernews","source_id":"48615353","content_type":"comment","title":null,"body_preview":"And again this makes me wonder, is AI really helping if this much review and rework is needed for all the code it writes?","author":"krupan","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","natural_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615353"},{"id":"2170d6f9-9fce-48c2-8cdb-f88ab620a0ac","source":"hackernews","source_id":"48616552","content_type":"comment","title":null,"body_preview":"Titles like these make me always point out the obvious: A working state is the absolute minimum requirement for any code to be merged, isn't it? ...imagine to merge something even though you know that","author":"whilenot-dev","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","list_heavy_advice"],"bot_score":0.11881617943745655,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616552"},{"id":"85920c46-bec0-4f0a-81d2-1a286d52920b","source":"hackernews","source_id":"48617695","content_type":"comment","title":null,"body_preview":"The bottleneck when using a \"faster keyboard\" is understanding. We have a tool for this in compsci. Not having to fully understand something in order to successfully exploit it is a staple of computer","author":"CraigJPerry","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","polished_first_draft","absence_of_personality","platform_fluency"],"bot_score":0.09268466201185348,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617695"},{"id":"b50313db-f266-425a-b08a-7215c61c8fc1","source":"hackernews","source_id":"48616652","content_type":"comment","title":null,"body_preview":"Not that I disagree with anything here, but...\nI wish it were clearer in these kinds of posts how \"I use AI code I don't understand\" is so different from \"I use libraries written by other people I don","author":"edanm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616652"},{"id":"54593964-0a27-491d-9264-c2d7550344e4","source":"hackernews","source_id":"48615110","content_type":"comment","title":null,"body_preview":"My personal rule of thumb: I am usually okay with agents driving e2e  implementations if this won't make life noticeably worse when it does not work. Some analytical code? Perfectly fine. Hobby projec","author":"summerlight","classification":"human_created","confidence":0.7,"indicators":["personal_opinion_stance","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615110"},{"id":"505ed798-6eb4-4984-9dbd-9d5c76631d54","source":"hackernews","source_id":"48615625","content_type":"comment","title":null,"body_preview":"Coding with AI eventually comes down to two paths, I've realized. One is using AI exclusively for everything. The other is not using it at all. There is almost no middle ground. The reason is that as ","author":"jdw64","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality","platform_fluency"],"bot_score":0.2197224330712273,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615625"},{"id":"a472b6e9-804d-43fe-a048-4ef70d196ba0","source":"hackernews","source_id":"48615155","content_type":"comment","title":null,"body_preview":"If we rephrased this to \"When I reject my coworkers code even if it works\" and give the same reasons there would be zero dissent. There is this weird idea that seems to come up with AI that any soluti","author":"ecshafer","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615155"},{"id":"52f9a2ad-dd93-4885-8dca-2d084331684a","source":"hackernews","source_id":"48615105","content_type":"comment","title":null,"body_preview":"Even using Fable (while it was briefly available), having it refine a plan, and directing it to make only small incremental changes, I still found reasons to reject its first pass at a lot of work. Th","author":"Aurornis","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.13294314925171122,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615105"},{"id":"267a35d3-5a28-4d3d-a0c6-cdf02f5d0a53","source":"hackernews","source_id":"48615440","content_type":"comment","title":null,"body_preview":"Any real usage scenarios for this? I mean, can it be used as anti-filter or whatever things.","author":"terrycody","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615440"},{"id":"a1a5a270-643c-4c3a-8937-5fd1b7acbea4","source":"hackernews","source_id":"48614394","content_type":"comment","title":null,"body_preview":"Not a new idea of course.  For example, back in 2000, someone stored deCSS in a favicon\nhttps://web.archive.org/web/20010408040524if_/http://decss.z...\nTo extract\n   dd bs=1 skip=2238 < favicon.ico","author":"1vuio0pswjnm7","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.1449247631061012,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614394"},{"id":"d3f2fd5d-08fb-40ae-8bc0-821eba0b2f15","source":"hackernews","source_id":"48617327","content_type":"comment","title":null,"body_preview":"Does't work for me. It rendered some garbage:\n\b:f3=Ygbukte!in\"c\"Hbviann:1h3>  =n= \" Exgtyvhkle znt%pf\u001fsdafipg thfiv\u001flmu \"vas dcdpeed hron\u001fdbvjbno\"rixfls, ;.q>\nI use Helium on Linux with Polish locale.","author":"jcubic","classification":"human_created","confidence":0.82,"indicators":["genuine_specificity","platform_fluency","authentic_frustration","imperfect_expression","concrete_error_reproduction"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617327"},{"id":"b69fc849-7abe-481b-965b-d9fb5102b9ce","source":"hackernews","source_id":"48615999","content_type":"comment","title":null,"body_preview":"I played with this once hoping the browser wouldn't care what the file was.\nThe plan came from an experiment from long ago where I put 1x1 images at the end on my pages, the images loaded from website","author":"econ","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1503379745053519,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615999"},{"id":"3b6a92f7-3947-4d34-b84d-4d0a519b28b4","source":"hackernews","source_id":"48614998","content_type":"comment","title":null,"body_preview":"I'd love to see you try serving the exact same file for both but the trick is that you need to return different Content-Type headers depending on what is requested. When the browser requests /favicon ","author":"clusmore","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614998"},{"id":"dbc452ea-846b-4e75-8de7-e73b79f7118c","source":"hackernews","source_id":"48607200","content_type":"comment","title":null,"body_preview":"That first map seems to map quite closely to koppen climate zones across the continent. Its hard to say whether the climate is decisive here because climate is a big influencer of urban design. Howeve","author":"ImaCake","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced","polished_first_draft"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607200"},{"id":"01c12af9-ff28-4fdd-bd55-8ad7a471fb7c","source":"hackernews","source_id":"48617108","content_type":"comment","title":null,"body_preview":"I'm not surprised the Ruhr area (the cluster of cities in West Germany surrounding Essen) sweeps the “30% greenery” benchmarks.\nThis area was especially rich in coal deposits, leading to massive coal ","author":"Timwi","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617108"},{"id":"51ef082e-aba2-44be-8b2d-7a15e0d04055","source":"hackernews","source_id":"48616065","content_type":"comment","title":null,"body_preview":"The existence of SOSUS wasn't all upside for whale data. Startup goes to patent a hydrophone improvement for marine research. Is told it's already secretly patented, and being classified, they can't m","author":"mncharity","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616065"},{"id":"56cc1b5c-ad64-46bd-aa60-f6d77218c70a","source":"hackernews","source_id":"48619679","content_type":"comment","title":null,"body_preview":"This is pretty interesting, I’m wondering if any major CAS-based projects have adopted it over BLAKE3 (which has Cargo & Bazel usage)?\nAlso would love to see performance benchmarks against other hashi","author":"skreem","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619679"},{"id":"189cccc2-161f-41db-902c-764d5c5e2070","source":"hackernews","source_id":"48615443","content_type":"comment","title":null,"body_preview":"We paid for your things, AMD.\nIf you want to strip some features from things we bought after the purchasing, you must ask me and every other customers for consents explicitly, with a reasonable explan","author":"RandyOrion","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615443"},{"id":"6df23b05-8cc3-4ea8-a286-5a33316c278a","source":"hackernews","source_id":"48615781","content_type":"comment","title":null,"body_preview":"This article really buried the most interesting part: the shaping of public opinion by the home office in the UK following acts of terrorism.","author":"avidiax","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.25261486103899544,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615781"},{"id":"2511d18f-04ee-408b-912f-51989dbe92a9","source":"hackernews","source_id":"48607936","content_type":"comment","title":null,"body_preview":"Great article. Small nitpick though: while I understand that P3 deserves specific mention because it’s so ubiquitous now, it’s not like Apple invented the idea of wide-gamut displays. Adobe RGB, commo","author":"Sharlin","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607936"},{"id":"7b64b491-4425-4351-ac32-85e2eeff8fed","source":"hackernews","source_id":"48609061","content_type":"comment","title":null,"body_preview":"\"The eyespots on a peacock’s train are super cyan, so when the peacock spreads its train feathers it is going super saiyan super cyan.\" Haha.","author":"gumboshoes","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609061"},{"id":"e3175846-838f-41eb-bbfe-51e00730cf6b","source":"hackernews","source_id":"48609413","content_type":"comment","title":null,"body_preview":"Very well-written!\nI wonder if the inaccurate representation of colors by screens, etc, in any way underlies the distinctive color palette of many AI image generators?","author":"pcrh","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","synthetic_empathy","semantic_blandness"],"bot_score":0.22619047619047616,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609413"},{"id":"9d920dd8-46f7-4e01-be07-712e739cf62c","source":"hackernews","source_id":"48618792","content_type":"comment","title":null,"body_preview":"Bookmark this [1] some here will need this in a few days to boot.  Not really specific to a Thinkpad.\n[1] - https://linuxblog.io/upgrade-thinkpad-firmware-linux-fwupd/","author":"Bender","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.14066042531182665,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618792"},{"id":"dcb4c318-8171-4360-bd7b-6666fe673d2f","source":"hackernews","source_id":"48618888","content_type":"comment","title":null,"body_preview":"Predicted Antwren is a new favorite. How interesting.","author":"dwagnerkc","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618888"},{"id":"16013637-80e7-4e4f-a437-32cb360b398a","source":"hackernews","source_id":"48619574","content_type":"comment","title":null,"body_preview":"The blue-footed booby deserves a place in the top 10, IMHO. But I see the competition is fierce.","author":"krylon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619574"},{"id":"2c950127-1834-487b-a359-b1ef40962820","source":"hackernews","source_id":"48620797","content_type":"comment","title":null,"body_preview":"Hard to believe that great tits weren't even mentioned","author":"fat_cantor","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620797"},{"id":"cdf834e0-f229-4716-a17f-be281785dc10","source":"hackernews","source_id":"48620434","content_type":"comment","title":null,"body_preview":"Oh never knew the name Bananaquit. We call them \"barika hel\" (yellow belly) in Papiamentu or Suikerdiefje (lil' sugar thief) in Dutch.","author":"Kaliboy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620434"},{"id":"459b7b95-1a36-492b-a6c7-bef3c35b9bed","source":"hackernews","source_id":"48619142","content_type":"comment","title":null,"body_preview":"Inaccessible Island Rail (#6) is my favorite, because none of these words imply anything about what the species is going to be","author":"SommaRaikkonen","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619142"},{"id":"50099210-aea2-41d6-ad36-eedd77d6e059","source":"hackernews","source_id":"48618160","content_type":"comment","title":null,"body_preview":"I didn't have a PDA but surfed the web on a WAP phone and a PSP.","author":"xacky","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618160"},{"id":"eed801dd-82ee-4d63-9870-4447d1639121","source":"hackernews","source_id":"48618770","content_type":"comment","title":null,"body_preview":"Title should read \"Web Browsers on PDAs\", in case you're confused like I was.","author":"tlhunter","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618770"},{"id":"73038af9-de18-4965-a138-056e42cf7ee3","source":"hackernews","source_id":"48614260","content_type":"comment","title":null,"body_preview":"I'm hoping that this can be applied to routine genital mutilation in humans that are often done near birth and without consent.","author":"kittikitti","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.1512472285527854,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614260"},{"id":"803c0b8e-2123-4302-ad9a-dacdc5e77bc9","source":"hackernews","source_id":"48616784","content_type":"comment","title":null,"body_preview":"Perhaps humans can one day regrow their teeth for better food ingestion when elderly and cognitive function.","author":"fsiefken","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616784"},{"id":"d583bba8-5e20-4c05-b02d-ed805156ab06","source":"hackernews","source_id":"48616664","content_type":"comment","title":null,"body_preview":"\"people under 16\", you mean children right?\n\"who also have the rights to freedom of expression and privacy\", plenty of outlets for people to be expressive in the UK (more so than in the US for example","author":"phatfish","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616664"},{"id":"60833475-b8bb-4feb-90b2-3d62ffefcacf","source":"hackernews","source_id":"48618968","content_type":"comment","title":null,"body_preview":"> In the name of “online safety”, the fundamental rights of both freedom of expression and privacy appear to be under imminent threat.\nThe current UK government don't actually care about children, if ","author":"bArray","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","false_specificity"],"bot_score":0.13342488200647407,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618968"},{"id":"ad2ad932-1df3-4687-ab3b-f6fe3cf071e0","source":"hackernews","source_id":"48617798","content_type":"comment","title":null,"body_preview":"The camp who think VPNs and Tor are a solution to government policies feel like disinformation at times.\nVPNs are trivial to ban, the IP space is well known, Wireguard is easily to fingerprint and blo","author":"CommanderData","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.17472847210202952,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617798"},{"id":"64e3f67f-0f07-408f-a5b0-6e56843fcd34","source":"hackernews","source_id":"48616348","content_type":"comment","title":null,"body_preview":"I'm considering the same thing. I've done the \"contact your MP\" thing, but it's a waste of time. You just receive a pre-written letter from some minimum wage assistant (or maybe just a bot).\nIt's eith","author":"globular-toast","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616348"},{"id":"2fd2b678-cfdd-41b4-b962-b1ec3e2d2719","source":"hackernews","source_id":"48618283","content_type":"comment","title":null,"body_preview":"I’m already using policy based routing on UniFi to send OSA censored websites, imgur for example, via Mullvad VPN - it works for the most part, but for any IPv6 websites it completely breaks as UniFi ","author":"cpressland","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618283"},{"id":"751fcb5a-8978-47c6-ad30-2f755b2d7325","source":"hackernews","source_id":"48617466","content_type":"comment","title":null,"body_preview":"“The Net interprets censorship as damage and routes around it.”\n-- John Gilmore (probably https://quoteinvestigator.com/2021/07/12/censor/)","author":"nemoniac","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617466"},{"id":"0b7a2afc-b9cd-4700-bfc4-5e04fa57f658","source":"hackernews","source_id":"48612150","content_type":"comment","title":null,"body_preview":"This article is likely AI slop, none of this is \"news\" and I'm pretty sure that this is just factually Not Accurate. Windows 11 is not shipping a new media player, it has the same one as it has since ","author":"anaisbetts","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612150"},{"id":"d57f52b7-be60-44ef-ad56-dbfc1ae2fd0b","source":"hackernews","source_id":"48603674","content_type":"comment","title":null,"body_preview":"I’m sorry, what is that personal robot going to do for me? Do the laundry for which I already have a machine? Dry my clothes for which I already have a machine? Vacuum clean for which I already have a","author":"moi2388","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48603674"},{"id":"acae34f1-c878-4235-b095-0299e6fce5f1","source":"hackernews","source_id":"48600889","content_type":"comment","title":null,"body_preview":"Title really should clarify: Hyundai takes full control of Boston Dynamics\nRest is previously reported stuff.\nRelated from earlier in the year:\nHyundai Introduces Its Next-Gen Atlas Robot at CES 2026 ","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600889"},{"id":"69b14f27-e947-4381-a374-c17f8fc629db","source":"hackernews","source_id":"48614375","content_type":"comment","title":null,"body_preview":"A little dodgy that the game boy is only available on desktop?\nPretty cool though.","author":"qmr","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614375"},{"id":"a88d8446-efd9-490f-8ca5-546fb7fffc42","source":"hackernews","source_id":"48615399","content_type":"comment","title":null,"body_preview":"I really enjoyed this, thanks for taking me back in time!","author":"V01t","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615399"},{"id":"87f8cdb4-3128-470e-a369-fd8532d7c5de","source":"hackernews","source_id":"48615345","content_type":"comment","title":null,"body_preview":"I just took a look and it's really great, it feels like going back in time.","author":"Phoenixhq","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0.5294117647058822,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615345"},{"id":"57e0329b-5702-4b70-8cb6-dbcab359c31a","source":"hackernews","source_id":"48614287","content_type":"comment","title":null,"body_preview":"This is amazing, really takes me back. I love the interaction on the website and how you can move around the windows.","author":"melvinczyk","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.4178885678275621,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614287"},{"id":"51722346-6c98-47cf-8287-332b6152373e","source":"hackernews","source_id":"48619614","content_type":"comment","title":null,"body_preview":"Immediately the wallpaper looks AI generated, and for me that immediately removes any trust in \"graphic design\" and \"attention to detail. But the rest is cool","author":"petterroea","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619614"},{"id":"d94ead55-3cf3-4d5e-936b-ea35036a7d8a","source":"hackernews","source_id":"48614007","content_type":"comment","title":null,"body_preview":"Nice job. I saw a portfolio designed as a Mac OS 9 interface a while back, but I think one of the best ones I’ve ever seen was one that modeled a sort of 3D, “UNIX‑esque” operating system [1].\nA small","author":"vunderba","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.06442629329156623,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614007"},{"id":"7de4c4a5-485f-4a1b-809f-6d415dd7b45b","source":"hackernews","source_id":"48619183","content_type":"comment","title":null,"body_preview":"No\nNo, it wasn't\nIt's the \"great idea\" that sounds great 5 min in and horrible 10min afterwards\nYou know, kinda like using null as a string end character\nBut more importantly it kept the x86 world for","author":"raverbashing","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619183"},{"id":"39126e66-c2ff-45b5-a92d-176ebce75f47","source":"hackernews","source_id":"48623363","content_type":"comment","title":null,"body_preview":"It might have worked better if x86 had general-purpose registers where every register could work as a segment. Or maybe just many more segment registers. But with only two data segment registers to pl","author":"tliltocatl","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623363"},{"id":"a0f9d27c-ba6d-461a-8bba-e7d73da6bb02","source":"hackernews","source_id":"48615615","content_type":"comment","title":null,"body_preview":"This is an interesting dynamic with a number of elements in play which might have carry-over to other realms of new technology adoption (or resistance):\n- A small and specialised market.\n- Numerous ga","author":"dredmorbius","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","over_qualification","missing_platform_voice"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615615"},{"id":"b96de922-29c5-4c3a-baeb-d06b0db177ed","source":"hackernews","source_id":"48614481","content_type":"comment","title":null,"body_preview":"I've seen the pictures of ballerinas' toes -- in this era of 3D printing is there no way to distribute the load up to where the foot widens into the heel?","author":"gcanyon","classification":"human_created","confidence":0.7,"indicators":["natural_digression","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614481"},{"id":"2bf214a2-d928-4876-a0dd-96ef3bd37d8d","source":"hackernews","source_id":"48616919","content_type":"comment","title":null,"body_preview":"One aspect not well defined in the article is that pointe shoes for professional dancers are tailored items, needing to meet a very specific, individual profile. \nThe shoes that many professional danc","author":"simplymild","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","strong_opinions","template_phrases","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616919"},{"id":"cd4930b4-1b78-4720-9c20-2347dcd7704a","source":"hackernews","source_id":"48618394","content_type":"comment","title":null,"body_preview":"https://codex-cloudflare-skill-site.aspiring-sheep.workers.d...","author":"FergusArgyll","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618394"},{"id":"62aaa4ae-ff6e-4285-ab37-b7fa67ec4021","source":"hackernews","source_id":"48617904","content_type":"comment","title":null,"body_preview":"I am a bit worried about being misused by black and gray industries, which could then lead to Cloudflare or the US Congress imposing various restrictions, resulting in the functionality of my ordinary","author":"taosu_la","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617904"},{"id":"93f62063-ad1e-4aeb-9fb7-1222f6473e7b","source":"hackernews","source_id":"48614811","content_type":"comment","title":null,"body_preview":"The idea of giving a non deterministic automated process direct deployment control is fucking madness to me. That’s why I don’t get the obsession with MCP. Deployment can be scripted. It doesn’t need ","author":"dools","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614811"},{"id":"f245b944-3bda-44f5-af50-5af77fd23d25","source":"hackernews","source_id":"48593953","content_type":"comment","title":null,"body_preview":"godspeed but new orleans will be under water in couple of decades if not sooner…","author":"bdangubic","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593953"},{"id":"544e830f-c4ca-412f-b753-3f9edc65e5ed","source":"hackernews","source_id":"48594421","content_type":"comment","title":null,"body_preview":"For anyone interested in this style of art, I’d recommend checking out Margaret Kilgallen’s work. She had similar ideas in San Francisco during the 90s.","author":"__alexander","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594421"},{"id":"d9c377bc-8792-4e22-b42e-2a135ba6ee72","source":"hackernews","source_id":"48621708","content_type":"comment","title":null,"body_preview":"https://www.wsj.com/tech/ai/jane-street-ai-wall-street-bdfcc...","author":"bookofjoe","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621708"},{"id":"c9726b01-64ff-4a0c-a24b-522a33c37f47","source":"hackernews","source_id":"48619367","content_type":"comment","title":null,"body_preview":"This is where non-financial use of blockchain could really shine, IMO. Self-sovereign identity management with a smart contract-based process for recovering ids if keys get lost or hacked. Blockchains","author":"scyclow","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619367"},{"id":"c7fc19d8-b158-4f8e-8d0a-faf2aab0a299","source":"hackernews","source_id":"48619306","content_type":"comment","title":null,"body_preview":"Probably doesn't matter for the \"40M+ users\", most of them have churned at this point and growth is negative. This is good critique for the next iteration of open social protocols, but fundamentally a","author":"verdverm","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.06675933814034925,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619306"},{"id":"3ecc3108-36ff-45cf-8739-2479a6bd9773","source":"hackernews","source_id":"48619445","content_type":"comment","title":null,"body_preview":"What's the evidence for this? I'd be very keen to understand. This looks Claude written which is fine but adds an extra layer of skepticism for me.","author":"triyambakam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.35,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619445"},{"id":"095f6eb7-c2c7-4740-b3c6-d438be062dba","source":"hackernews","source_id":"48619454","content_type":"comment","title":null,"body_preview":"Centralization is always a trap.\nNo idea why people have such a hard time joining and supporting the Fediverse.","author":"Noaidi","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619454"},{"id":"64e6cd89-8519-4718-ab37-56b95b9f5450","source":"hackernews","source_id":"48619547","content_type":"comment","title":null,"body_preview":"It seems most ppl who dislike X has already settled, a small amount moved to DeSo like atp or ap, most just stayed or went offline. Unless China GFW magically collapsed, there seems no reason ATProto ","author":"jimmydoe","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12608540163759113,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619547"},{"id":"b9bf212c-881f-4db1-bf07-313d968acf30","source":"hackernews","source_id":"48620550","content_type":"comment","title":null,"body_preview":"Wait what?! For a protocol that incorporates the DID spec this is disappointing to discover. Unless I'm mistaken the DID spec allows provable hierarchical relationships between DID identities – why ca","author":"tengada1","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","niche_expertise","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620550"},{"id":"c126b315-8d81-4886-ab90-a1547261d4dc","source":"hackernews","source_id":"48619701","content_type":"comment","title":null,"body_preview":"Both nostr and atp sucks at key management imo. The Farcaster network does a good job here with their chain of trust model and a smart contract on etherium blockchain to recover identities in case of ","author":"opem","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619701"},{"id":"1a261c85-a834-46da-9d4b-ffb8688b8dec","source":"hackernews","source_id":"48619603","content_type":"comment","title":null,"body_preview":"Is author new at the whole web thing? Yes, people trust remote web servers. Yes, if you link multiple apps to an identity server (be it atproto, google, or self-hosted OpenID server), and your identit","author":"theamk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619603"},{"id":"54d2cb55-8d71-44ff-9b3a-eca896b2465f","source":"hackernews","source_id":"48619791","content_type":"comment","title":null,"body_preview":"So does a CA issuing my certificate, but there is some oversight in what they do.","author":"Muromec","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619791"},{"id":"32e1826a-a8ec-4ce7-be49-b713e7d58a8b","source":"hackernews","source_id":"48620726","content_type":"comment","title":null,"body_preview":"Sure, somebody else holds your identity, but it's pretty easy to control it yourself. By its nature if you're using somebody to host your stuff, you're trusting them with it. I made Cirrus so you can ","author":"ascorbic","classification":"human_created","confidence":0.7,"indicators":["self_reference","platform_fluency","terse_replies"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620726"},{"id":"e747daa2-6ff5-4dfc-aa9f-9a9653286696","source":"hackernews","source_id":"48619973","content_type":"comment","title":null,"body_preview":"I think most people don’t need to worry about their host abusing its power to impersonate them, but the cool thing is, the people who do need to/want to worry (journalists, politicians, celebrities, a","author":"varun_ch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619973"},{"id":"e155d99a-c0ce-4913-ac13-83f6b3148bf8","source":"hackernews","source_id":"48619530","content_type":"comment","title":null,"body_preview":"One of the core features of AT is the ability to move your repo hosting provider (PDS) at any time. This is the \"data portability\" problem that ActivityPub never solved.\nBluesky Social, PBC runs a PDS","author":"jacobgold","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","specific_technical_details","direct_link_to_source"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619530"},{"id":"72ceb0f6-8083-453d-9c5a-a8f84aa28201","source":"hackernews","source_id":"48619536","content_type":"comment","title":null,"body_preview":"Who owns your domain name? Hint: it’s probably not you. Your hosting provider could take down your domain, or even steal traffic and direct it to their own IPs","author":"rbren","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619536"},{"id":"d43478a6-2c08-4b89-8b00-2fcde71fdcfb","source":"hackernews","source_id":"48619486","content_type":"comment","title":null,"body_preview":"Most people don’t worry about it for the same reason they don’t worry about GitHub abusing their GitHub account and are even willing to use “login with GitHub” to access their other accounts. Account ","author":"skybrian","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12548530690138227,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619486"},{"id":"aa8411b5-da1c-41f7-99d8-914f7fe1843f","source":"hackernews","source_id":"48615891","content_type":"comment","title":null,"body_preview":"A  look inside Turing’s notebooks shows his DIY approach","author":"asdefghyk","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615891"},{"id":"527b5f81-7e5d-42d3-b9e0-4cbbafed4f3c","source":"hackernews","source_id":"48616168","content_type":"comment","title":null,"body_preview":"Big news for the open source diabetes community; the Omnipod 5 has been cracked, enabling its use with opensource applications Loop and Trio, with AndroidAPS coming soon. This is no small technical fe","author":"rcgy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinion","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616168"},{"id":"6eb8e47a-0294-4889-ac8c-dd2a182dd8d0","source":"hackernews","source_id":"48620101","content_type":"comment","title":null,"body_preview":"Time for HW vendors to include a datasheet for everything they sell.\nAnd this should be mandatory.","author":"fithisux","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620101"},{"id":"9545c461-5716-4a75-b8fb-4673026c1f6f","source":"hackernews","source_id":"48619209","content_type":"comment","title":null,"body_preview":"SPMTE timecode is the first tech standard I was able to understand as a young adult (which was decades ago). Standards.","author":"fitsumbelay","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619209"},{"id":"428bf695-f873-479f-9890-6423497ac4d4","source":"hackernews","source_id":"48616057","content_type":"comment","title":null,"body_preview":"In France if a standard is mandated by law (like electrical home wiring) then it must be freely available.\nI assume most democracies have similar laws, it's a basic right to know what laws you should ","author":"guerby","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","terse_replies"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616057"},{"id":"32dcfaca-7b8c-4cc1-96e1-eff0d139800a","source":"hackernews","source_id":"48622768","content_type":"comment","title":null,"body_preview":"Full pile of standards available here:\nhttps://pub.smpte.org/doc/\nThere's some really neat ones all the way from film standards to digital cinema","author":"NathanielK","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622768"},{"id":"ded387e1-445e-4a99-828d-05a48b9313c7","source":"hackernews","source_id":"48615964","content_type":"comment","title":null,"body_preview":"I wonder if this is a technique that's been passed down through the Armstrong family for generations","author":"DiabloD3","classification":"human_created","confidence":0.7,"indicators":["natural_digression","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615964"},{"id":"1ed4e59e-28e2-4d13-aca9-cffa86474c19","source":"hackernews","source_id":"48616728","content_type":"comment","title":null,"body_preview":"So the discovery process was \"Ow! Haha, hey, put your finger there, you've got to try this!\"\n\"Ow! Haha, hey, put your finger there, you've got to try this!\"\n\"Ow! Haha, hey, put your finger there, you'","author":"ErroneousBosh","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616728"},{"id":"00e862ee-b6eb-47b0-ae14-e55f26fbae65","source":"hackernews","source_id":"48621163","content_type":"comment","title":null,"body_preview":">In 1969 three oil tankers were damaged by explosions in their tanks while they were being cleaned using water jets from high-pressure hoses.\nDamn. Imagine the confusion of everyone involved here. Sin","author":"goodmythical","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621163"},{"id":"460fd0a8-8157-455b-b837-4fa06d7e22c0","source":"hackernews","source_id":"48616280","content_type":"comment","title":null,"body_preview":"For someone like me who's never done any hands-on work in ML, the blog is really hard to understand. Whoosh, over my head.\nBut, I think the underlying problem is that we don't understand how this sh*t","author":"physix","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","natural_digression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616280"},{"id":"d6270e5b-fdbe-4159-aa6f-45b2e3b21344","source":"hackernews","source_id":"48614282","content_type":"comment","title":null,"body_preview":"I have a friend who flew F15s. I’ve sent him this.","author":"CalChris","classification":"human_created","confidence":0.85,"indicators":["self_reference","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614282"},{"id":"81fdf860-984e-409c-9193-2e67a6c60f6e","source":"hackernews","source_id":"48614027","content_type":"comment","title":null,"body_preview":"> \"[Phoenix] repackages off-the-shelf semiconductors into devices that are virtually identical to the phased-out chips.\"\nI'm slightly surprised that _virtually_ identical chips are allowed. I expected","author":"bear8642","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614027"},{"id":"c065b539-4698-4c09-97e3-d7f8a295b00e","source":"hackernews","source_id":"48615763","content_type":"comment","title":null,"body_preview":"Go get them. If you look heard enough you may find stock piles of these chips in warehouse somewhere that someone bought off an auction. maybe not on ebay:) but these days you never know.","author":"aimattb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615763"},{"id":"72b0708d-a895-4cdf-8013-877db115e0c8","source":"hackernews","source_id":"48614151","content_type":"comment","title":null,"body_preview":"Nothing new under the sun: Strobe Data did this decades years ago for things like PDP-11s (http://www.strobedata.com/home/pioneer10.html) and DG Novas.","author":"egl2020","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614151"},{"id":"39b8d75f-9ead-4023-bd28-117288a4e97a","source":"hackernews","source_id":"48614483","content_type":"comment","title":null,"body_preview":"This makes me think of Jazz Semiconductor in Newport Beach.  I think they’re Tower Semiconductor now, but I believe they’re still there, a small fab in SoCal that I assume is making obscure, important","author":"CaliforniaKarl","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_indicators"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614483"},{"id":"95b2558a-20d0-4ba9-99f9-61baac57d361","source":"hackernews","source_id":"48614614","content_type":"comment","title":null,"body_preview":"Turtles all the way down and up: Vehicle makers sourcing plug-compatible devices which emulate floppy drives for updating tank s/w, Airlines sourcing print and terminals emulating IBM mainframe era de","author":"ggm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.12507661883859894,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614614"},{"id":"4f7638f4-6efb-4c34-a569-1a7ee39d65ae","source":"hackernews","source_id":"48614292","content_type":"comment","title":null,"body_preview":"It's surprising the DoD didn't require stockpiles of spares for every electronic component in these phenomenally expensive and long-lived weapon systems. This is after all the one arm of the Federal G","author":"fmajid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","strong_opinion"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614292"},{"id":"33396550-5218-436b-a2c3-d95014777900","source":"hackernews","source_id":"48614207","content_type":"comment","title":null,"body_preview":"Wow. That's interesting. Thats tx of 300ghz.\nVery interesting application of radio waves.","author":"iberator","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","terse_replies"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614207"},{"id":"7e6895fe-1930-4d37-9349-02a7bc4bc5c3","source":"hackernews","source_id":"48615586","content_type":"comment","title":null,"body_preview":"Fwiw, I'll share some surfing:\nNice article on an earlier demo: https://newatlas.com/energy/quaise-energy-millimeter-wave-dr... ; linked from this (nice but lots lots of ads): https://newatlas.com/ene","author":"mncharity","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615586"},{"id":"47f04d38-6ddf-4337-8d4d-ec2517520a65","source":"hackernews","source_id":"48616869","content_type":"comment","title":null,"body_preview":"From the thesis: https://www.proquest.com/openview/624989df3cdd8055a6cee9affc...\n\"For the application in EGS drilling, this device uses a metallic waveguide to carry the\nmillimeter wave (MMW) beam to ","author":"anakaine","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616869"},{"id":"d3a70d57-7951-4d2f-97fc-fa7592f44bb6","source":"hackernews","source_id":"48615046","content_type":"comment","title":null,"body_preview":"Think of the children. Cuz its been 30 years and we finally think its time ... and this is what fixes it!\nCool. Thanks for the memories, internet.","author":"lacoolj","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615046"},{"id":"8f206057-396d-4fe0-b44b-018d42d04cba","source":"hackernews","source_id":"48621011","content_type":"comment","title":null,"body_preview":"Friendly reminder this is lobbied into existence by advertising companies since the advent of AI they aren't sure what is real traffic anymore, tying all traffic to a government ID solves that.","author":"winrid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621011"},{"id":"88a4fc0d-4628-4116-a0c6-070253c9b605","source":"hackernews","source_id":"48614290","content_type":"comment","title":null,"body_preview":"> 2B = 562 => B = 331\nwhat kind of math is this?  why isn't it B = 562 / 2 = 281?","author":"stevenaenns","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614290"},{"id":"f1093e77-4b73-4f81-8842-345841ece127","source":"hackernews","source_id":"48613907","content_type":"comment","title":null,"body_preview":"I'd like to see a bit of the running costs inside the napkin math. Power, cooling, maintenance, rent, etc. are probably significant factors as well.","author":"BadBadJellyBean","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613907"},{"id":"b97e0c7d-3f22-40e5-ad70-ee33f36b5773","source":"hackernews","source_id":"48613952","content_type":"comment","title":null,"body_preview":"> Realistically, serving 300 users per GPU you'll spend a lifetime cost of about $133 per user, plus the datacenter/upkeep bill.\nWhat is the operational cost and when does it become more expensive tha","author":"JBAnderson5","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","specific_calculations"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613952"},{"id":"fe4254f7-6834-4cc5-a395-2c1a82513ed8","source":"hackernews","source_id":"48613996","content_type":"comment","title":null,"body_preview":"> We'll assume a 32B dense model, as they've have gotten quite good for production use and a B200 can comfortably serve them. This could be a Gemma, Qwen, DeepSeek, whatever.\nThat seems like a very co","author":"breput","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613996"},{"id":"29274fa3-d9e0-420c-9681-1b7417338fc4","source":"hackernews","source_id":"48615623","content_type":"comment","title":null,"body_preview":"Using the Inspector on it is awesome. You can select each map piece.","author":"koolala","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.17817418046364752,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615623"},{"id":"7f505227-c6d4-40fe-9cfa-383ca733e6a0","source":"hackernews","source_id":"48616671","content_type":"comment","title":null,"body_preview":"Source code: https://github.com/LayoutitStudio/cssQuake","author":"itvision","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","terse_replies"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616671"},{"id":"d2dde487-a698-44f3-add2-035232169544","source":"hackernews","source_id":"48621649","content_type":"comment","title":null,"body_preview":"If this is CSS only, then why does in need JS to run?","author":"justaj","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621649"},{"id":"eb92b8d9-c867-4d80-a123-3a9354616d7e","source":"hackernews","source_id":"48619600","content_type":"comment","title":null,"body_preview":"This is a great showcase of both the PolyCSS library and CSS itself!","author":"msephton","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.11633516334577278,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619600"},{"id":"41a4a194-d7db-4eda-a3d0-bf3e723f7297","source":"hackernews","source_id":"48616063","content_type":"comment","title":null,"body_preview":"> Nearly every day, I get emailed a newly-launched, obviously-vibecoded website filled with AI-generated content that was designed to siphon attention away from human creators: bloggers, authors, jour","author":"palmotea","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","original_commentary"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616063"},{"id":"fc6f570a-0adc-4658-86c0-56c97876e701","source":"hackernews","source_id":"48614882","content_type":"comment","title":null,"body_preview":"Do you want Terminators? Because this is how you get Terminators.","author":"etchalon","classification":"human_created","confidence":0.85,"indicators":["cultural_references","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614882"},{"id":"780958e9-5b50-49ee-a382-ba2be402c8e6","source":"hackernews","source_id":"48615377","content_type":"comment","title":null,"body_preview":"> However, once again, we are seeing a pattern whereby first, models are helpful to humans. Then, humans are helpful to models. Finally, models are largely able to do things themselves. We have seen t","author":"usernametaken29","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12150990963976856,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615377"},{"id":"04497398-4580-4c99-aaf0-92626e771d91","source":"hackernews","source_id":"48615248","content_type":"comment","title":null,"body_preview":"Fast? Sure. Good maintainable code? Doubted.\nI think they skip the right metrics there. So that's just their AI promo.","author":"nickosh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19145151623462708,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615248"},{"id":"2d4db6da-2276-4f6b-8e36-36b202b325f2","source":"hackernews","source_id":"48614802","content_type":"comment","title":null,"body_preview":"This mostly reads as a comparison between Opus 4.7 and 4.1 it would be more interesting if they reran the experiment against a team of humans with 4.7 and see how much the humans still improve the res","author":"jascha_eng","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614802"},{"id":"6fa3b01b-52d1-4506-8e8d-447aa34b0bb7","source":"hackernews","source_id":"48614667","content_type":"comment","title":null,"body_preview":"> Preliminary trials with Claude Mythos Preview showed that it would not provide an apples-to-apples comparison with other models because of how we had set up the experiment and how the model was serv","author":"bob778","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614667"},{"id":"11a200c4-4080-4906-bd59-0ae6df79e96b","source":"hackernews","source_id":"48614968","content_type":"comment","title":null,"body_preview":"I'm getting a bit tired of these disguised adverts.\nHere's how non robotics engineers used AI to do a short robot integration task faster than other non robotics engineers without AI.\nWhere \"better\" m","author":"didibus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1258993334266969,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614968"},{"id":"9450a847-9062-460a-8eaa-9af4b77c7cfa","source":"hackernews","source_id":"48613982","content_type":"comment","title":null,"body_preview":"Gross incompetent Western elites, shoved full of garbage ideology, go and outsource all manufacturing and are astounded, astounded! that countries and peoples that dare to resist their tyranny can bui","author":"paradoxyl","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613982"},{"id":"92905766-f2de-402a-807a-adb23fd77926","source":"hackernews","source_id":"48618012","content_type":"comment","title":null,"body_preview":"I wonder what people actually expect the result of a \"multipolar\" world is going to be? Of course, this will mean a great many more conflicts.","author":"spwa4","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.16864013801781294,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618012"},{"id":"e1ae586e-40d5-488a-b240-d0f4dfed2c48","source":"hackernews","source_id":"48614621","content_type":"comment","title":null,"body_preview":"Sounds good, but they won’t be able to sell them to anyone without the United States giving permission and butting in at every potential sale.","author":"Danox","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.15157960202131687,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614621"},{"id":"7eaf7fb7-807f-4abd-bcd1-e5e8487c9746","source":"hackernews","source_id":"48613946","content_type":"comment","title":null,"body_preview":"Due to the geopolitical situation, South Korean military has invested a crazy amount of resources on firepower.  It has 2,780 self-propelled artillery vehicles, which is number #3 in the world (after ","author":"yongjik","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","false_specificity"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613946"},{"id":"a5e40ea4-2206-4780-87f7-488a531e3016","source":"hackernews","source_id":"48615884","content_type":"comment","title":null,"body_preview":"The speed at which Korea has supplied tanks, artillery, munitions, and even set up local production faster than traditional arms procurement.","author":"jessinra98","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.37614383122453626,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615884"},{"id":"74f7fd0b-52b4-4170-b074-2a36d5693580","source":"hackernews","source_id":"48614450","content_type":"comment","title":null,"body_preview":"\"South Koreans are hoping to change that with a $60 billion submarine deal Hanwha Ocean is trying to sign with Canada; it would be the largest military procurement deal in Ottawa’s history. But the pe","author":"beloch","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614450"},{"id":"0ef611cc-4ae1-44f7-b4f6-5c3376d6da3d","source":"hackernews","source_id":"48614157","content_type":"comment","title":null,"body_preview":"The Australian Military Aviation History channel on YouTube has a series of two fantastic videos on South Korea's KF-21 \"Borame\" program, and it also touches quite a bit on South Korean defense indust","author":"abixb","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","opinion_expressed","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614157"},{"id":"54c2e510-6c00-4124-a72f-33bbafe7ffb2","source":"hackernews","source_id":"48622261","content_type":"comment","title":null,"body_preview":"China sales for Japan's top five chipmaking equipment suppliers fell 10%, a first-time decrease. This suggests a significant change in the global semiconductor landscape, more than Western news report","author":"dweisinger","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.4266940824903432,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622261"},{"id":"ea7a3a78-ec66-4338-89a0-8b59b2551294","source":"hackernews","source_id":"48613869","content_type":"comment","title":null,"body_preview":"It’s a nice project, but it doesn’t seem like the open-source community has really picked it up yet. It’s been live since May, but there aren’t many GitHub stars so far and contributors.","author":"karlmush","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","genuine_specificity"],"bot_score":0.3235294117647059,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613869"},{"id":"835f96de-a115-4039-9128-cc5e6bba6e3b","source":"hackernews","source_id":"48614849","content_type":"comment","title":null,"body_preview":"Basically, you’re converting it to an image-based PDF so they cannot just scrape the text off of it but would have to use OCR?","author":"hk1337","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.08445142139044816,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614849"},{"id":"ddf8d376-f497-4eca-aafc-9a871c0b2df7","source":"hackernews","source_id":"48615371","content_type":"comment","title":null,"body_preview":"It's pretty good, but there seem to be some similar products on the market that can convert locally without uploading.","author":"Phoenixhq","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.5294117647058822,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615371"},{"id":"b67b93d7-d73e-4eed-89a0-92ccaa27c702","source":"hackernews","source_id":"48616128","content_type":"comment","title":null,"body_preview":"Reminds me of this:\nhttps://github.com/erstazi/falsisign\nAdds your signature and makes it look scanned. \nPreviously discussed on HN. Came in handy once in a while.","author":"svl7","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616128"},{"id":"bc9b8398-7a8c-4bab-afed-22d89dd9be66","source":"hackernews","source_id":"48614994","content_type":"comment","title":null,"body_preview":"This has been working for me\nhttps://lookscanned.io/en/scan","author":"recroad","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.125,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614994"},{"id":"13895b27-424d-441c-9ff4-2be98e52c275","source":"hackernews","source_id":"48614736","content_type":"comment","title":null,"body_preview":"I'm curious to hear from people if anyone who uses Bun after this changed has noticed any day to day differences with the rust version over the zig version","author":"Decabytes","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614736"},{"id":"e718d1dc-3938-4527-9e10-72d46040b3df","source":"hackernews","source_id":"48614653","content_type":"comment","title":null,"body_preview":"Ive said many times in my day-to-day convos around AI that Ive come to realize more and more that AI is a solo endeavor. Its very difficult to scale things to more people if you are trying to use AI f","author":"JamesSwift","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614653"},{"id":"31ec7790-0a63-4a80-b7b7-7401af53080b","source":"hackernews","source_id":"48615926","content_type":"comment","title":null,"body_preview":"Putting on my tinfoil hat. Did Anthropic even buy Bun because they actually use it or was it just an excuse to lob ridiculous PRs at things with at least a little bit of credibility behind them. Their","author":"roblh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615926"},{"id":"169f1791-5ae7-4023-bb29-08b8607a0e63","source":"hackernews","source_id":"48614304","content_type":"comment","title":null,"body_preview":"I’m the author of this PR.\nThis PR is an implementation of the design from https://webkit.org/blog/7846/concurrent-javascript-it-can-wo.... I think it would be really cool if JavaScript had true share","author":"Jarred","classification":"human_created","confidence":0.95,"indicators":["self_reference","platform_fluency","genuine_specificity","imperfect_expression","strong_opinions","natural_digressions","meta_commentary"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614304"},{"id":"1d13bb35-b1e7-4f4c-a67c-59e3be0ce477","source":"hackernews","source_id":"48620658","content_type":"comment","title":null,"body_preview":"This seems like the pi vs tau argument on steroids. A lot of people who know a bit of math think that tau simplifies things enormously. Professionals are like \"not really\"; dropping a 2 in places simp","author":"_alternator_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness","missing_platform_voice"],"bot_score":0.13091314298421608,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620658"},{"id":"c600e438-5a27-4754-a12a-2b582682941f","source":"hackernews","source_id":"48621752","content_type":"comment","title":null,"body_preview":"I'm a GA researcher. I did this livestream of my reaction to the article\nhttps://m.twitch.tv/videos/2282548167\nTLDR it is quite a bad article. One of the closest thing he has to a real argument is \"I ","author":"hamish_todd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621752"},{"id":"a94744ea-eb05-4e3f-8abf-df364c21e789","source":"hackernews","source_id":"48618752","content_type":"comment","title":null,"body_preview":"Tiny nit / check of my understanding:\n> It was already widely understood that projective geometry allowed one to represent rotations and translations in R^3\n with a single linear operator on R^4.\nI th","author":"aureate","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618752"},{"id":"9a4078c3-affc-44b7-930c-33c59838108b","source":"hackernews","source_id":"48618737","content_type":"comment","title":null,"body_preview":"Those quadratic forms loop in some nice structure for modeling all kinds of geometric problems with high level control that's hard to articulate so concisely otherwise. Conformal geometric algebra is ","author":"blurbleblurble","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","personal_experience","strong_opinions","imperfect_expression"],"bot_score":0.19101580667128007,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618737"},{"id":"b2c308a7-f430-4407-a04a-b02de6726a62","source":"hackernews","source_id":"48619244","content_type":"comment","title":null,"body_preview":"The basic issue with geometric algebra is that geometric vectors generally do not have a distinguished notion of unit magnitude (is unit magnitude 1 meter? 1 mile? 1 inch?), so it is silly to work in ","author":"Chinjut","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.25,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619244"},{"id":"aa24fd4e-c5b2-4230-95ee-0f5e1136978c","source":"hackernews","source_id":"48618599","content_type":"comment","title":null,"body_preview":"Is there another mathematician (likely an analyst) out there that finds this debate even more absurd with the existence of geometric measure theory? GMT bypasses all of these algebraic constructions; ","author":"hodgehog11","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","niche_expertise","platform_fluency","imperfect_expression"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618599"},{"id":"47baa060-0e6a-419c-9731-8782b10921e1","source":"hackernews","source_id":"48621697","content_type":"comment","title":null,"body_preview":"I graduated with a Bachelors in Math in 2018 and there's an entire new math now?\nFor people who actually know the curriculum side: where does geometric algebra fit? Is it something that should come af","author":"oggreen","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621697"},{"id":"dba8b32f-855b-4706-b43b-cb4a66d70774","source":"hackernews","source_id":"48621044","content_type":"comment","title":null,"body_preview":"Discussed at the time:\nThe Case Against Geometric Algebra - https://news.ycombinator.com/item?id=39576214 - March 2024 (15 comments)","author":"dang","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11559065933852997,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621044"},{"id":"07d301f2-5cba-4d8b-9507-be0cbf78e611","source":"hackernews","source_id":"48619535","content_type":"comment","title":null,"body_preview":"Are these titles then the wrong avenue for learning math?\nProjective Geometric Algebra: Illuminated (2024) (Not mentioned directly in the article [1]; including a quote from link [2].)\nAlgebraic Calcu","author":"turtleyacht","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.16660201994637874,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619535"},{"id":"70f7d08c-6181-4385-a089-7bdbae02f798","source":"hackernews","source_id":"48618280","content_type":"comment","title":null,"body_preview":"With my limited knowledge, I read through it stumbling along, and from what I gather, this GA is not Clifford Algebra, and the argument is that the GA movement itself is misguided, and that combining ","author":"jdw64","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","over_qualification","missing_platform_voice","polished_first_draft"],"bot_score":0.2197224330712273,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618280"},{"id":"a875d1b7-f578-4d10-bd1d-d32e39947f48","source":"hackernews","source_id":"48622296","content_type":"comment","title":null,"body_preview":"Is this really a big debate?  I am in the similarly-named (but apparently distant) field of algebraic geometry and have never even heard of geometric algebra.  Certainly I know about Clifford and exte","author":"markgall","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622296"},{"id":"6bca8ff3-ae16-4efb-8b6d-6eb9de9e1770","source":"hackernews","source_id":"48619417","content_type":"comment","title":null,"body_preview":"> That part is fine. But why, then, does multiplying zzˉ give a “magnitude” that works in a reasonable way?\nBecause the product of all Galois conjugates is a norm and the determinant of the linear ope","author":"jordigh","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619417"},{"id":"c018fdda-e4d7-492f-898b-b57bbecdbec8","source":"hackernews","source_id":"48619363","content_type":"comment","title":null,"body_preview":"from a theoretical physicist point of view, i find GA don't add much to the standard tooling ppl use, i.e. Lie algebras, Clifford and (sometimes) differential forms. while it's always nice to have a f","author":"immmmmm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619363"},{"id":"96a387cc-a1f1-404b-a5b4-09af2481a7b3","source":"hackernews","source_id":"48619258","content_type":"comment","title":null,"body_preview":"META: Pulling this out of its original context because I think more readers would find the code amusing. I am breaking the rules, but hopefully for a good/pardonable reason.\n> Most of the time we thin","author":"srean","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.1380487452985774,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619258"},{"id":"0a14b5f3-7d42-450d-a9cb-6afd491f9488","source":"hackernews","source_id":"48620880","content_type":"comment","title":null,"body_preview":"My feeling on geometric algebra is that you should look too much into it until you exhaust the exterior algebra. That is (in my opinion): it isn't a good use of it to replace the cross product or spec","author":"jmount","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620880"},{"id":"1f152811-fa99-4e04-8be4-d969c15518c9","source":"hackernews","source_id":"48618437","content_type":"comment","title":null,"body_preview":"100 percent agree with the article. Wedge products are fundamental, GA is weird ideology.\nI had the bad fortune of reviewing some GA research articles once upon a time. It was almost embarrassing. Eve","author":"Certhas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618437"},{"id":"b790c016-6978-4dd1-b91c-e205fe7ba21a","source":"hackernews","source_id":"48621516","content_type":"comment","title":null,"body_preview":"This article captures so much of what I have felt but been unable to put into words about GA. I come from a computational physics background, and when translating theory into numerical algorithms, the","author":"CyLith","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.27263156237379765,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621516"},{"id":"422a62a4-0d56-44f2-a85f-2b20cd0836c2","source":"hackernews","source_id":"48620004","content_type":"comment","title":null,"body_preview":"I tried to solve some engineering problems with PGA few years ago. Seemed to work OK up to a point, and at least for me was easier to approach than say Lie algebra or differential geometry.\nTFA denigr","author":"jampekka","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","imperfect_expression","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620004"},{"id":"9c871977-ccc3-410a-87c8-98977739aa5c","source":"hackernews","source_id":"48618358","content_type":"comment","title":null,"body_preview":"From a mathematician's point of view, yes, you should write the Maxwell field equations, at least to see it once, that way because you're showing a very low-level symmetry that even the differential f","author":"jsLavaGoat","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","opinionated_stance","imperfect_expression"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618358"},{"id":"a88254a1-3a69-4d96-bba5-ea881fe11fe1","source":"hackernews","source_id":"48618815","content_type":"comment","title":null,"body_preview":"Not a fan of the article. It resorts to ad hominem attacks like\n> GA had gotten a bad reputation because of its tendency to attract bad mathematicians and full-on crackpots. Hestenes honestly sounds l","author":"cherryteastain","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinion","platform_fluency","original_commentary_around_quotes"],"bot_score":0.10121145841634627,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618815"},{"id":"558a151a-8ff1-4e9c-abe2-f25c882febd2","source":"hackernews","source_id":"48620673","content_type":"comment","title":null,"body_preview":"Globally, it’s 50%, but local French (>85%) businesses could already go IPv6-only and force others to adopt it","author":"birb07","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620673"},{"id":"373c1c1c-0443-4782-abe9-d250cd83897e","source":"hackernews","source_id":"48619028","content_type":"comment","title":null,"body_preview":"All the projects I have ever worked on, the internal networks always were IPv4. Maybe because it is much simpler for humans to have an overview of the internal subnets in that way. Maybe IPv6 uses num","author":"radiator","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience","speculation_with_hesitation"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619028"},{"id":"3913444a-97dd-488a-84e8-e801ccb37299","source":"hackernews","source_id":"48620296","content_type":"comment","title":null,"body_preview":"Is this a failure? Absolutely. The article tries to brush this off, but there is no denying it. Operating without an IPv4 stack is not going to happen with v6.","author":"tgma","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1594187349709245,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620296"},{"id":"4637d8a4-ae9f-4a6c-876b-1ae80c6da1b4","source":"hackernews","source_id":"48619669","content_type":"comment","title":null,"body_preview":"The real question is -- how much of them are bot traffic?\nWe knew bot traffic is more than half of the internet, right?","author":"j16sdiz","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619669"},{"id":"b4e90749-133d-4a99-bc31-7c3f42346084","source":"hackernews","source_id":"48619321","content_type":"comment","title":null,"body_preview":"Cloudflare shows a 59/41 split: https://radar.cloudflare.com/adoption-and-usage?dateStart=20...\nHE shows 41% ASNs support v6: https://ipv6.he.net/","author":"tulio_ribeiro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619321"},{"id":"4e33e3ba-d5ed-4320-bdb2-0c5d71505343","source":"hackernews","source_id":"48617144","content_type":"comment","title":null,"body_preview":"I made my homepage (www.makonea.com) support IPv6 too, but the number of people actually using it is much smaller than I expected. Is IPv6 really that widely used? I'm supporting both because I heard ","author":"jdw64","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.2197224330712273,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617144"},{"id":"b711a5f1-b2c0-4b88-a452-895a4daf5ec6","source":"hackernews","source_id":"48618251","content_type":"comment","title":null,"body_preview":"Whenever I turn on ipv6 on my router (isp supports it, dual stack) randomly I get half the download speeds, YouTube video freezes, and eventually a captcha screen on google. The moment I disable v6 ev","author":"adithyassekhar","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.04989906442113041,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618251"},{"id":"c452a1de-e5cf-4c03-8ec0-de665448755e","source":"hackernews","source_id":"48620996","content_type":"comment","title":null,"body_preview":"https://www.google.com/intl/en/ipv6/statistics.html\nI've never seen this chart before, was taking a peek from the link in the article. Does anyone with networking knowledge know why IPv6 usage peaks o","author":"anonymouscaller","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620996"},{"id":"a68ac286-1202-4c26-9e18-384ef5c8f830","source":"hackernews","source_id":"48619152","content_type":"comment","title":null,"body_preview":"FTA:\n>Individual economies such as India, Viet Nam, and Saudi Arabia exhibit adoption curves that differ markedly from the global average. As the APNIC Labs data shows, this global trend does not nece","author":"Jerry2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619152"},{"id":"cf8a0f3f-34ab-4c03-9974-fa0ca1cab274","source":"hackernews","source_id":"48616994","content_type":"comment","title":null,"body_preview":"I wonder if there will ever come a day when IPv6 will provide a better web experience than IPv4.\nAt the moment pretty much every website is reachable via IPv4 but a lot not via IPv6. Will there be a d","author":"BadBadJellyBean","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616994"},{"id":"d5d34b45-ea30-4a62-a6f7-2ec899322551","source":"hackernews","source_id":"48617322","content_type":"comment","title":null,"body_preview":"Interesting to see the per-country rates[1]. France is up to 85%, apparently!\n[1] https://www.google.com/intl/en/ipv6/statistics.html#tab=per-...","author":"mmwelt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617322"},{"id":"5e183408-97af-4480-a688-dd40ac2f7256","source":"hackernews","source_id":"48617457","content_type":"comment","title":null,"body_preview":"Cloudflare sees over 40%, and it hasn't gone up in the last year even with the overall traffic increase. Personally, as the APNIC article also says about their own observations, I guess the overall ad","author":"CrLf","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":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617457"},{"id":"6af66847-b2a9-4543-bb8e-f4b085edae28","source":"hackernews","source_id":"48617057","content_type":"comment","title":null,"body_preview":"Google hits 50% IPv6, very good for accessing websites.\nBut my TP-Link router blocks by default inbound IPv6 connections, without any option to configure it, still bad for pure IPv6 bidirectional stre","author":"coldstartops","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","niche_expertise"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617057"},{"id":"a0e1eaee-10af-4cc7-a253-c80a5019af33","source":"hackernews","source_id":"48617755","content_type":"comment","title":null,"body_preview":"Specifically on weekends, which seems to indicate that it's the corporate/business network side of things that is not bothering with implementing it.","author":"throw0101a","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617755"},{"id":"b7aa5c41-2428-41c5-b03b-db39614e91df","source":"hackernews","source_id":"48619746","content_type":"comment","title":null,"body_preview":"I would love to stop paying AWS for public ipv4 addresses.\nBut simply it is impossible to go full ipv6, as many of isps of the clients do not support it.\nCurrently there is no pressure to the isps to ","author":"whatever1","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619746"},{"id":"f342081e-d4c2-4621-b996-381a476474cc","source":"hackernews","source_id":"48617113","content_type":"comment","title":null,"body_preview":"Meanwhile T-Mobile/Odido in the Netherlands is still not supporting IPv6 despite promising to have been working on it for years.\nUbiquity gateways also seem to not support it sadly. It would be awesom","author":"spockz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","technical_specificity"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617113"},{"id":"7db429c8-2f9e-492b-b0ab-d0e98dda5d99","source":"hackernews","source_id":"48617075","content_type":"comment","title":null,"body_preview":"Noooo, my /22 IPv4 subnet allocation is my personal 401k, I need this money to retire.","author":"ThePhysicist","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","niche_expertise"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617075"},{"id":"f255f911-77c6-4538-ab03-6e8ed9192488","source":"hackernews","source_id":"48618128","content_type":"comment","title":null,"body_preview":"When I set up a \"pure\" (not really) IPv6 server, was surprised that Github does not support it.  Without the voluntary operations listed at https://nat64.xyz/ , they'd be unreachable from IPv6.","author":"axus","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618128"},{"id":"60c14e73-d18b-46f4-b4fb-d8b5d0220ee5","source":"hackernews","source_id":"48617042","content_type":"comment","title":null,"body_preview":"Thread from two months ago (626 comments): https://news.ycombinator.com/item?id=47777894","author":"MYEUHD","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617042"},{"id":"ced6ccc0-024d-4c24-b849-41ddd28e9097","source":"hackernews","source_id":"48617787","content_type":"comment","title":null,"body_preview":"Just to add to the 'but the ISPs do not' anecdotes, it has been six months since someone last commented so it is probably time to mention this again on Hacker News:\n* https://havevirginmediaenabledipv","author":"JdeBP","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinion","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617787"},{"id":"c4ad9e3d-1412-4b18-b9da-970cedcb075c","source":"hackernews","source_id":"48615394","content_type":"comment","title":null,"body_preview":"Can you add founder university affiliation? That's the only thing I begrudgingly pay crunchbase for and its wildly inaccurate.","author":"brianbreslin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615394"},{"id":"1cb314e2-28e2-4ce7-b944-7f3bba18b6a2","source":"hackernews","source_id":"48614687","content_type":"comment","title":null,"body_preview":"I just approved a whole bunch of micro businesses! I do not get payed for this, and these aren't ads, instead I do it so people can find under the radar early companies.","author":"shpran","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.20030414200260865,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614687"},{"id":"5d412402-8d82-4b31-be20-0bbb225d76fc","source":"hackernews","source_id":"48615115","content_type":"comment","title":null,"body_preview":"Looks super cool and love the idea!\nI saw Clerk and noticed that it says that they have verified 250 months runway. Maybe true but sounds crazy high.\nMaybe if there's a specific article a verification","author":"lowkey_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615115"},{"id":"a55d37de-0c77-4e7a-804f-416e84959f1c","source":"hackernews","source_id":"48617058","content_type":"comment","title":null,"body_preview":"Really cool concept but so much of the data is wrong. Anthropic ARR is an order of magnitude higher, Replicate did a Series B as well which is not mentioned. There is probably a lot more.","author":"zopper","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617058"},{"id":"4fcf7727-bbf0-4df8-bb5f-8c24970ed312","source":"hackernews","source_id":"48614991","content_type":"comment","title":null,"body_preview":"Would you consider allowing people to login with OpenRouter?\nhttps://openrouter.ai/docs/guides/overview/auth/oauth\nWould be a good way to have others absorb some of your inference limits and fill in m","author":"wett","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614991"},{"id":"697b28cf-10ed-4f29-8d8a-6adebf2aeb8b","source":"hackernews","source_id":"48618612","content_type":"comment","title":null,"body_preview":"Hello !\nGreat project.\nDo you plan to make it open source as it is already free to use ?\nIf so already, I didn't find the github repository.","author":"Calgaryp","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.15833829412055916,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618612"},{"id":"f18deb1e-022a-4e40-9d8d-052e27b2d856","source":"hackernews","source_id":"48616027","content_type":"comment","title":null,"body_preview":"Build trust, collect data from cdrowdsource, if you want to succeed on this.\nBuild trust by: truly making this a public good, by open sourcing it. Be the maitnainer. Data dump every week as a zipball/","author":"clapthewind","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","imperfect_expression"],"bot_score":0.3281871179293532,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616027"},{"id":"146fb930-25ca-4b54-b8b7-55b2721a01b2","source":"hackernews","source_id":"48614582","content_type":"comment","title":null,"body_preview":"It's a good idea. Why not ask startups to upload a startup.txt (as opposed to robots.txt) to their web root and collect from that? Pre-filled text forms can be downloaded. Also, as with CB, collect da","author":"adrianwaj","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","absence_of_personality"],"bot_score":0.10488141437517604,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614582"},{"id":"c8e99955-f57e-4b73-8a2b-e08e020816c5","source":"hackernews","source_id":"48618125","content_type":"comment","title":null,"body_preview":"What is your content/data license? I don't see anything about this on the site. For something to feel like a community wiki, the community needs to co-own the content and be able to fork. If you think","author":"networked","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618125"},{"id":"68aa3790-8247-40a7-837b-c96312d9ce89","source":"hackernews","source_id":"48623027","content_type":"comment","title":null,"body_preview":"There are some good arguments to be made on the limitations of LLM's for coding...\nThey are not contained in this video. It's an exasperated man claiming you don't understand.","author":"kylecazar","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.1472896373347143,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623027"},{"id":"1de90ebf-feea-4a78-8c0c-8e43c4155687","source":"hackernews","source_id":"48618217","content_type":"comment","title":null,"body_preview":"Disappointing it doesnt list the expected or sale price that it went for on either the article or the linked auction page.","author":"hypercube33","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618217"},{"id":"292f41ff-e62a-4cc7-9d7a-073d9b83b7cc","source":"hackernews","source_id":"48619062","content_type":"comment","title":null,"body_preview":"Maybe bookmarks need innovation. Not sure what exists out there now, but could be a cool product","author":"dukeofdoom","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.39705930548343993,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619062"},{"id":"937e9a40-a23b-4659-b023-af90def699b5","source":"hackernews","source_id":"48618560","content_type":"comment","title":null,"body_preview":"I have a pretty over engineered fidget spinner on my desk. (Flyaway) It’s amusing to imagine what a future archeologist would say about its function and importance to my work.","author":"ungreased0675","classification":"human_created","confidence":0.8,"indicators":["natural_digression","absence_of_ai_signals","platform_fluency"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618560"},{"id":"12ca29b2-26e9-4a36-8db3-7caea68160ad","source":"hackernews","source_id":"48618318","content_type":"comment","title":null,"body_preview":"> [...] the maker was almost certainly a transcriber who used it to keep his place on the page and note the column he was writing in when he stopped. The wheel would be moved to the stopping point and","author":"Luc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618318"},{"id":"9eebdd96-9900-49d2-b837-cb9605d6b98f","source":"hackernews","source_id":"48618177","content_type":"comment","title":null,"body_preview":"This articale made me have recoolection of the EDUC 8  from about 1974 built with just TTL chips\nhttps://en.wikipedia.org/wiki/EDUC-8\nThe EDUC-8 is an 8-bit bit-serial design with 32 to 256 bytes of R","author":"asdefghyk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618177"},{"id":"79b7d800-836c-4fd5-9073-00a6e50f292e","source":"hackernews","source_id":"48616353","content_type":"comment","title":null,"body_preview":"So you program it with dip switches is that right?\nTruly old school.","author":"andrewstuart","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.12701814525971136,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616353"},{"id":"cf7cd408-921e-4acf-84e6-d22015a45663","source":"hackernews","source_id":"48618608","content_type":"comment","title":null,"body_preview":"similar https://github.com/c0rRupT9/STEPLA-1\nQuestion is how add input , output data, screen, keyboard similar DPD-11 or ODRA1305 how add more element or... meybe add a 10 BITS","author":"ee3ee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618608"},{"id":"ec8c8650-5cf8-44b4-8162-1dd34f4be087","source":"hackernews","source_id":"48616026","content_type":"comment","title":null,"body_preview":"Awesome! I wonder if it would be possible to extend it to get 4bit games running https://youtu.be/eKpjXh-vH8I?si=rNMJpJIu1Hk0X9vQ","author":"kmmbvnr_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616026"},{"id":"2b741325-2359-4d80-b87c-7b32fe810d0d","source":"hackernews","source_id":"48619800","content_type":"comment","title":null,"body_preview":"One day i hope to build something like this.\nI am not a hardware guy but very intrigued by the basics of computing and interested enough to throw some, but not a lot, of hours at building something li","author":"andrehacker","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.142816013717186,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619800"},{"id":"9c9e2870-1eda-403e-b12d-ddb14fc7925a","source":"hackernews","source_id":"48614867","content_type":"comment","title":null,"body_preview":"Did anybody else misunderstand the title as removing strncpy func for linux users ?\nFor a moment, I misunderstood it as (g)libc removing strncpy and was worried about the trouble its going to cause.","author":"devsda","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614867"},{"id":"7f34203f-a301-4ba5-a043-5c7bccdf680c","source":"hackernews","source_id":"48615087","content_type":"comment","title":null,"body_preview":"The purpose of strncpy, which was originally part of the UNIX kernel code, was to copy file names to and from directory entries that consisted of a 2 byte inode number and a 14 byte zero-padded but no","author":"jibal","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","personal_anecdote","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615087"},{"id":"14661a3f-843e-4908-b974-7e29c184d51b","source":"hackernews","source_id":"48615611","content_type":"comment","title":null,"body_preview":"strtomem_pad seems redundant with memcpy_and_pad, and also it requires the preprocessor:\nhttps://github.com/torvalds/linux/blob/1a3746ccbb0a97bed3c06...\nI was curious: Why have it, instead of just usi","author":"DerSaidin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615611"},{"id":"0eb2c61f-f02b-4faf-aa7b-23e1d88f6c9b","source":"hackernews","source_id":"48614174","content_type":"comment","title":null,"body_preview":"I wonder, why not use a string buffer paired with its length? For example, maybe use struct that has char pointer, and 2 ints (occupied length + total buffer length). Almost like c++'s std::string. Th","author":"senfiaj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","technical_depth"],"bot_score":0.11886626868227917,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614174"},{"id":"40e6c51e-4c96-4554-9f38-238ae9c86bac","source":"hackernews","source_id":"48618032","content_type":"comment","title":null,"body_preview":"I always thought that srncpy was the safe alternative to strcpy. Now that I think of it, I'm unsure if the NUL terminator is counted into strncpy's size or not, which would be a likely source of error","author":"GTP","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0.19630681196228536,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618032"},{"id":"50267c88-7300-44a6-b85b-f2ded4503633","source":"hackernews","source_id":"48616827","content_type":"comment","title":null,"body_preview":"In all the comments in this thread it's interesting how people confuse:\n* NUL: An ASCII non-printing character with the byte value of 0\n* NULL: A pointer that does not point to usable memory with the ","author":"rswail","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616827"},{"id":"8c887264-390a-4b84-bfe9-787425cd2b5c","source":"hackernews","source_id":"48617282","content_type":"comment","title":null,"body_preview":"strncpy is 99.999% of the time NOT the correct function to call, so this is a huge win.\nIt's just a shame that such a confusing name was chosen for such a niche use case (fixed width records that requ","author":"kstenerud","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.11587345051654019,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617282"},{"id":"975bd7ab-fb5e-478f-832d-07f520b05f14","source":"hackernews","source_id":"48614475","content_type":"comment","title":null,"body_preview":"Note that \"360 Patches\" is 360 uses of strncpy that have been removed, not necessarily bugs.","author":"D-Coder","classification":"human_created","confidence":0.7,"indicators":["technical_specificity","terse_reply"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614475"},{"id":"a9ad724b-ad69-4399-a9eb-9ac3aca286cd","source":"hackernews","source_id":"48617606","content_type":"comment","title":null,"body_preview":"I wonder what is the difficulty in rewriting strncpy uses that makes it take six years? Was it widespread? Or was it more of a long going effort, where it was only changed if there were some changes i","author":"stcg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617606"},{"id":"0dad78db-55df-41d6-b318-53f959bbd8bf","source":"hackernews","source_id":"48615643","content_type":"comment","title":null,"body_preview":"A lot of pain and suffering to avoid having a string datatype.","author":"cm2187","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615643"},{"id":"d571525d-5899-42fa-9ec3-1e9061bb144c","source":"hackernews","source_id":"48615153","content_type":"comment","title":null,"body_preview":"wow, very humbling. I'm actually amazed how many people contributed to this. It's easy to get attribution for \"cool new features\", but arguable removing bad features is even more important for somethi","author":"twothreeone","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":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615153"},{"id":"170256f8-0226-4292-ac9a-4609abbfb0cb","source":"hackernews","source_id":"48614523","content_type":"comment","title":null,"body_preview":"This sort of boring grind is where the real work of systems engineering is done. Big infrastructure projects like this work on making the Linux kernel more reliable while still keeping it workable thr","author":"lambdaone","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614523"},{"id":"68dcd685-c1b7-4627-a418-befb01e7a401","source":"hackernews","source_id":"48618228","content_type":"comment","title":null,"body_preview":"> In place of strncpy, Linux kernel code should use strscpy() for NUL terminated destinations, strscpy_pad() for NUl-terminated destinations with zero-padding, strtomem_pad() for non-NUL-terminated fi","author":"thiht","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.12296868966943857,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618228"},{"id":"edc91771-6a9b-498c-9a61-72253e044e3d","source":"hackernews","source_id":"48616692","content_type":"comment","title":null,"body_preview":"Things that have bugged me for 40 years...\n* NUL terminated strings (and now, non UTF-8 encoded strings on input/output)\n* Using LF or CR or CRLF as line terminators, and pipe/comma-delimited fields w","author":"rswail","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616692"},{"id":"f3b7a823-fc96-4d7f-9c21-d46dd47117a0","source":"hackernews","source_id":"48614950","content_type":"comment","title":null,"body_preview":"\"The strncpy function within the Linux kernel has been a \"persistent source of bugs\" for years due to counter-intuitive semantics and behavior around NUL termination along with performance issues due ","author":"WalterBright","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.13904293124098976,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614950"},{"id":"ad88db62-3c4d-4fee-90f0-2d314c4170aa","source":"hackernews","source_id":"48616314","content_type":"comment","title":null,"body_preview":"I have in the past made fun of the Linux kernel devs, supposedly some of the best C developers in the world, for not knowing how to make stringbuffer and stringview types, but to be fair to them we di","author":"sirwhinesalot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","historical_context_with_personal_reflection","absence_of_ai_indicators"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616314"},{"id":"b1404564-ab79-4534-81eb-196aec45c1f7","source":"hackernews","source_id":"48619916","content_type":"comment","title":null,"body_preview":"Me too, because a lot of storage infrastructures need terminal.","author":"hawky89","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619916"},{"id":"baa4b8f4-f104-43cc-8613-0c6da4585409","source":"hackernews","source_id":"48623051","content_type":"comment","title":null,"body_preview":"for me, it's less 'still' and more 'again'.  claude code + API tokens means i no longer have to suffer the user-hostile design of many webpages.  using full-screen claude code feels like finding my ol","author":"otekengineering","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623051"},{"id":"95feaf2a-7e33-4c05-9b58-f4179b6a07a6","source":"hackernews","source_id":"48623364","content_type":"comment","title":null,"body_preview":"> Pipes are not a feature. They’re a worldview.\n> Text is the universal interface\nNo wonder we don't get better GUIs if people keep turning the terminal into a religion.","author":"xg15","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12553058890278804,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623364"},{"id":"e60b2f60-e7b2-46b6-8b84-5385d780768f","source":"hackernews","source_id":"48607378","content_type":"comment","title":null,"body_preview":"The fact that a huge amount uf parameters may lead to worse hallucinations is something I didn't think of. Would this somewhat imply that DeepSeek V4 flash should be less prone tho these issues?","author":"EbNar","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","suspiciously_balanced","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607378"},{"id":"b26b2e37-0843-45bd-8d89-262029071d71","source":"hackernews","source_id":"48617018","content_type":"comment","title":null,"body_preview":"I’d be careful about reading too much into these numbers. The test only looks at cases where the model doesn’t know the answer, so it doesn’t show how often users will actually see hallucinations.","author":"nghnam","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617018"},{"id":"3b2cbeb7-d5fa-4257-8e42-e6fc1707b45a","source":"hackernews","source_id":"48619814","content_type":"comment","title":null,"body_preview":"In the referenced benchmark GLM-5.2 (max) got 25% of all questions correct. GPT-5.5 (xhigh) got 57% correct.\nhttps://artificialanalysis.ai/evaluations/omniscience\nI'd much rather have some answer that","author":"stcg","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619814"},{"id":"07406191-65cf-45e2-abaf-09d62d82bf21","source":"hackernews","source_id":"48614534","content_type":"comment","title":null,"body_preview":"Interesting you work at Amazon and show how end user experience weights to their pessimal experience.\nSo.. apply that to Amazon design heuristics like author name search on books, and how Amazon retur","author":"ggm","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions","niche_expertise"],"bot_score":0.12507661883859894,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614534"},{"id":"4abb62bb-3ade-490d-84c2-5aa6cb009946","source":"hackernews","source_id":"48615853","content_type":"comment","title":null,"body_preview":"I found this article to be a very poor explanation of what (I think) it’s trying to say.\nI think the point the article ought to be making is much better handled entirely separately for request time an","author":"amluto","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","natural_digressions","niche_expertise"],"bot_score":0.13626584487739704,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615853"},{"id":"41672390-ddc9-4ac3-a95f-72d9056c650b","source":"hackernews","source_id":"48618191","content_type":"comment","title":null,"body_preview":"This feels similar to how nuclear power is perceived, contrasting deaths per TWh and the long tail effect of a rare but serious accident.","author":"pfdietz","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618191"},{"id":"5f810771-5a07-4cc9-9694-e8ec024ab69b","source":"hackernews","source_id":"48617682","content_type":"comment","title":null,"body_preview":"There is a branch of math dedicated to (among other things) truthfully estimating the waiting time, called queueing theory. I wonder why it wasn't mentioned in the article.","author":"reisse","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617682"},{"id":"efd2422c-c76a-4156-a38e-05d61ae50bcf","source":"hackernews","source_id":"48617121","content_type":"comment","title":null,"body_preview":"Thank you for writing this article, there's a deep and powerful insight illustrated here: An observer using the system experiences different statistics from the system operator. By extension, taking a","author":"glitchc","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617121"},{"id":"ec36aac4-e3de-42e7-90c0-b13c7cc62f1a","source":"hackernews","source_id":"48618435","content_type":"comment","title":null,"body_preview":"I don’t remember any service I used in the last couple of years, where I thought to myself: this service is really fast and responsive. Great experience.\nQuite the contrary: feels like everything got ","author":"mdavid626","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.09268466201185348,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618435"},{"id":"a2b42fb2-8fdf-43dd-8b5d-35cb35881ce4","source":"hackernews","source_id":"48614924","content_type":"comment","title":null,"body_preview":"> More technically, what’s going on here is the inspection paradox. Alex and Alice don’t experience your latency distribution \n, they experience a t-weighted version of it\nOoh I got pushed in the 2m e","author":"uberex","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","genuine_specificity"],"bot_score":0.10752916801331155,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614924"},{"id":"ab4468c4-48e8-47ec-9321-f30d80d906f6","source":"hackernews","source_id":"48620691","content_type":"comment","title":null,"body_preview":"My understanding is a lot of the probability puzzles in Allen Downey's Probably Overthinking It [1] also boil down to similar selection effects (the inspection paradox is definitely in there). There i","author":"x1798DE","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620691"},{"id":"4ed7e5ae-4f09-47e8-b312-9670aca9f6d9","source":"hackernews","source_id":"48618405","content_type":"comment","title":null,"body_preview":"> Alice says your service is slow. You tell Alice that the mean request to your service completes in 100ms, but Alice says that her mean wait time is 1s.\nThere are also plenty of situations where a se","author":"michaelt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618405"},{"id":"7d0993c0-880e-4287-8421-935363df958e","source":"hackernews","source_id":"48617611","content_type":"comment","title":null,"body_preview":"This is the same calculation behind the observation \"you spend much longer in front of red traffic lights than green ones\".\nIt's an interesting observation, but it's playing games with the meaning of ","author":"penteract","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617611"},{"id":"c94da24c-bc1f-42b0-9572-691b6f6b11aa","source":"hackernews","source_id":"48620661","content_type":"comment","title":null,"body_preview":"This is a pocket Linux terminal with loads of untapped potential out of the box. Combining voice navigation with an ssh linked home AI server may make this a true privacy-first successor to the prying","author":"PrimeOS32","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620661"},{"id":"c7282db9-513e-4a4a-a48b-48bbe5ad7db2","source":"hackernews","source_id":"48620599","content_type":"comment","title":null,"body_preview":"The cool thing is running two phones w same number.  One big market phone and one minimal.  Take the minimal out most of the time and the big one when you need to.\nTmobile used to let me do that but i","author":"diydsp","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620599"},{"id":"364ea508-f1b5-4859-86f2-60ec2879eb97","source":"hackernews","source_id":"48619628","content_type":"comment","title":null,"body_preview":"This is a similar idea to the lightphone. I would be curious to see a more detailed comparison of the twos features.","author":"ageedizzle","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619628"},{"id":"344ed14e-39c8-45cf-b65a-a3791b8df0df","source":"hackernews","source_id":"48619653","content_type":"comment","title":null,"body_preview":"Folks have a hard time reclaiming their attention from the never ending distractions of a smart phone. If commodore can make a device and ecosystem to make that happen, I’m sure folks will spend the m","author":"azretd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","opinion_without_overqualification"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619653"},{"id":"961a2ade-0e83-4e54-9ad8-1fe2514f9277","source":"hackernews","source_id":"48620116","content_type":"comment","title":null,"body_preview":"For some reason the diagram under the \"Not Your Granny's Flip\" heading has been AI-generated","author":"Retr0id","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620116"},{"id":"54fcea7f-78e1-40ef-9134-b5f5eba59864","source":"hackernews","source_id":"48620408","content_type":"comment","title":null,"body_preview":"I'm not sure about these new dumb phones. Just not having social media in the first place has worked alright for me.\nI hate my phone, and my relationship with it, but sometimes you just need to use on","author":"specproc","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","self_reference"],"bot_score":0.09268466201185348,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620408"},{"id":"3987ad01-0dd4-4c78-9a36-ad86a612a27b","source":"hackernews","source_id":"48620634","content_type":"comment","title":null,"body_preview":"I would use that phone if I had the ability to customise it to my needs. I don’t want meta apps nor Spotify preinstalled, but I would take the ability to install signal.","author":"aspect0545","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620634"},{"id":"98fc91ab-b541-4118-aae9-a4d50dd6bcc5","source":"hackernews","source_id":"48619755","content_type":"comment","title":null,"body_preview":"Commodore died in the 80-90s, this is the husk of a dead horse being beaten by some YouTuber.","author":"nubinetwork","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.12738773028492142,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619755"},{"id":"912c25d6-7133-4e23-b239-200fcf4b8b88","source":"hackernews","source_id":"48619877","content_type":"comment","title":null,"body_preview":"I'm interested in the form factor and excited about the inclusion of a headphone jack but SailfishOS is the real selling point for me.\nI'll buy this if there is a way to remove the app restrictions th","author":"tcrenshaw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619877"},{"id":"13b4312b-0e95-42f4-9112-6ddbdbb3c2c3","source":"hackernews","source_id":"48620197","content_type":"comment","title":null,"body_preview":"I'd go this direction as long as it had a real keyboard...  Maybe it's time for the blackberry to reemerge.","author":"dpcan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620197"},{"id":"9ab8608c-6315-4c09-af1a-945415a455cb","source":"hackernews","source_id":"48621006","content_type":"comment","title":null,"body_preview":"The Samsung android flips are great but all this patent pending tech is just configurations on a non basic build of google.\nLike the idea, commodore never had me in its nostalgia, too young, idea is c","author":"rootsudo","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621006"},{"id":"87b67ccd-972a-49fb-bace-511a2408ba76","source":"hackernews","source_id":"48619891","content_type":"comment","title":null,"body_preview":"The phone may not be dumb (we'll see) but the idea for new Commodore to release one is. Sorry to be so blunt.","author":"msephton","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.11633516334577278,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619891"},{"id":"3d6d1e6f-5078-4ddd-850e-83ff578e2db3","source":"hackernews","source_id":"48619569","content_type":"comment","title":null,"body_preview":"It has the same core spec as a $120 (delivered) Samsung phone and will cost between $500-$600 (delivered).\nThe C64U is an amazing achievement but it seems too early to go for the smart phone.\nHopefull","author":"radicalbyte","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_details","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619569"},{"id":"a537c343-702b-4426-8c43-c0f041461512","source":"hackernews","source_id":"48623090","content_type":"comment","title":null,"body_preview":"I get a lot of nostalgia and initial interest in these types of phones. But I always talk myself out of it because, with self control, my current phone is just as good plus it's one I already have. Pe","author":"QuantumNoodle","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623090"},{"id":"bed46b65-eec2-4db5-879b-f199d23a1538","source":"hackernews","source_id":"48621840","content_type":"comment","title":null,"body_preview":"So I had a feature phone -- the Nokia 8110 4g. What sold me was that I could use it as a 4g hotspot and connect a smartphone to it, or not and be offline. The idea of \"going online\" is something I mis","author":"Humorist2290","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621840"},{"id":"4955d6e4-4a51-47f6-a82b-46268571e5e3","source":"hackernews","source_id":"48621592","content_type":"comment","title":null,"body_preview":"I have no idea who the customer is for this product.\nI bought a C64U. I bought a MEGA65. I bought the T-shirt. I own nearly every original Commodore 8-bit. If anybody is the target market for Commodor","author":"SwellJoe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.1028063082107974,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621592"},{"id":"302977bf-328b-4f3c-9640-a341c78557f9","source":"hackernews","source_id":"48622184","content_type":"comment","title":null,"body_preview":"I can see a niche (or two) for this.\nMy wife hates every smartphone that is currently in the market. They are all too huge for her. She has an iphone SE which was the best compromise at the time, alth","author":"gapan","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","self_reference"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622184"},{"id":"c263e484-505a-4295-8825-e2d856731d39","source":"hackernews","source_id":"48619648","content_type":"comment","title":null,"body_preview":"Regarding the price: the reality with all these alternative phones (e.g. the clicks communicator) is that you are going to have to pay a premium to make them worthwhile for the manufacturers.  Scale (","author":"recursivedoubts","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_specificity"],"bot_score":0.10793811172539522,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619648"},{"id":"2e137963-3e05-4812-b4db-bc9c90dfbc4a","source":"hackernews","source_id":"48622073","content_type":"comment","title":null,"body_preview":"Oh, I thought he does this already. Why was there a prepare, when it doesnt prepare the arg decoding.","author":"rurban","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","imperfect_expression"],"bot_score":0.1294758809789415,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622073"},{"id":"61e88fa7-4b42-40a1-a26d-d0c7b73a525b","source":"hackernews","source_id":"48623242","content_type":"comment","title":null,"body_preview":"Can we AOT-compile stubs instead of interpreting or JIT-compiling? I feel like most FFI users would call static, well-defined functions.","author":"tadfisher","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.08659867975331727,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623242"},{"id":"a60d618d-4998-4527-a02b-b38865749d8b","source":"hackernews","source_id":"48616209","content_type":"comment","title":null,"body_preview":"The results really look rather blurry compared to the MRI...\nPresumably that's just a matter of better system modelling to fix?","author":"londons_explore","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.1333286376985734,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616209"},{"id":"3ede81b9-b850-465e-ae0c-1cde29266dde","source":"hackernews","source_id":"48615162","content_type":"comment","title":null,"body_preview":"I really wanted to make a career in tomography. But had only one elective from another department and didn't know how to make it into this stream.","author":"Guestmodinfo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615162"},{"id":"d6eb4d91-1e86-44bd-b4b2-44b1d41bc27b","source":"hackernews","source_id":"48615551","content_type":"comment","title":null,"body_preview":"I did a tech deep-dive into the Midjourney tank, and this is basically the origin of that (the first author David Garrett worked at Midjourney for a while) so I have some thoughts on the tech.\nA ring ","author":"ssivark","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","self_reference","imperfect_expression"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615551"},{"id":"bb78670d-eb95-461e-a46b-d85536bdbad2","source":"hackernews","source_id":"48614581","content_type":"comment","title":null,"body_preview":"Relevant article:\nScanning the Body with Sound\nhttps://www.caltech.edu/about/news/scanning-the-body-with-so...","author":"o4c","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.21666666666666667,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614581"},{"id":"fa37255a-c46f-4b2d-8965-dc990aedf593","source":"hackernews","source_id":"48616548","content_type":"comment","title":null,"body_preview":"This is cool! I've got a personal project in the works to build an ultrasound machine just to learn how it works. There's a lot of electronics design, PCB design, FPGA work etc that in learning. \nThe ","author":"polishdude20","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616548"},{"id":"28e6bfc8-eb9f-4e97-988e-3af09267bb73","source":"hackernews","source_id":"48614359","content_type":"comment","title":null,"body_preview":"Be interested to know if this is related to the same process/technology that Midjourney announced last week[0]\n0. https://www.midjourney.com/medical/blogpost","author":"ajcp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614359"},{"id":"aba67581-bdf3-40b3-9f63-9d6a3b2832b2","source":"hackernews","source_id":"48616565","content_type":"comment","title":null,"body_preview":"AI could have helped the author write what he's trying to say in one three word sentence: don't use AI.\nBecause in his view, if you use AI and don't disclose it, you're a liar. And if you use AI and d","author":"ElProlactin","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.17472847210202952,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616565"},{"id":"7e75e278-656e-435a-898a-5298b535bf65","source":"hackernews","source_id":"48616942","content_type":"comment","title":null,"body_preview":"ghostwriter says not to use ghostwriter\nmore at 11","author":"yieldcrv","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.13826317028207238,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616942"},{"id":"6353c4f0-d147-4fea-967c-d338db63796d","source":"hackernews","source_id":"48616972","content_type":"comment","title":null,"body_preview":"> My policy is that I never let AI draft anything for me that has my name on it. Not one sentence. Nothing. Ever.\n> If AI deeply collaborates with you to write something, why am I saying you shouldn’t","author":"dist-epoch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616972"},{"id":"25984c46-10e4-46d9-adc1-c6df0e7e728b","source":"hackernews","source_id":"48618042","content_type":"comment","title":null,"body_preview":"Hear hear..\nIf one uses the first person in one’s writing, it follows that the words are their own.\nAnything else is disingenuous.","author":"cadamsdotcom","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.11142837834247277,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618042"},{"id":"b74c8ec8-0af2-47cb-8e44-8dbd48c1be16","source":"hackernews","source_id":"48616929","content_type":"comment","title":null,"body_preview":"I would never use AI for something where I need my own voice, say a blog post or a personal letter.\nBut I'm not ashamed to say that I used it last week in a chat conversation with a recruiter to turn ","author":"mjd","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616929"},{"id":"4c50fe80-32af-41f6-9bf2-c605606a7053","source":"hackernews","source_id":"48617304","content_type":"comment","title":null,"body_preview":"The conclusion conflicts oddly with the author's arguments and interests. Attributing LLM usage would actually  help the author avoid articles even touched by LLMs, but they indirectly admit being hap","author":"praash","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617304"},{"id":"a6ae7218-a3ad-4e02-a2d9-9972a9776a8d","source":"hackernews","source_id":"48616822","content_type":"comment","title":null,"body_preview":"When I write something heavily edited by AI - I mention that I use AI assistance (not AI led thinking). I will probably remove that because the perception is quite different. Its like applying one app","author":"anupshinde","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616822"},{"id":"354c50a3-1012-414b-a7bc-be095dc3ac5d","source":"hackernews","source_id":"48621975","content_type":"comment","title":null,"body_preview":"> If AI deeply collaborates with you to write something, why am I saying you shouldn’t say you used AI? Because all I have is your word for it that you did any work at all.\nIf the author of this write","author":"scotty79","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","analogy_use"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621975"},{"id":"e132cddc-b649-4f3c-bad2-a8b7c4574f2e","source":"hackernews","source_id":"48621662","content_type":"comment","title":null,"body_preview":"If an LLM is used in the drafting of an article, this should, at least, be disclosed, preferably at the beginning of the article. For example, I recently came across this article ( https://thedispatch","author":"AnodicElegy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0.1800918326163746,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621662"},{"id":"21440c7c-3cf6-4958-b119-5de9c80c2fe9","source":"hackernews","source_id":"48621724","content_type":"comment","title":null,"body_preview":"basically\ndisclosed public ai\nundisclosed private ai\nthis only works, any thing public should be disclosed you can do anything when you are working locally as you know but it should be explicitly disc","author":"lordforever","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.4093339815264949,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621724"},{"id":"fc229f02-df61-47c0-9e10-419b339c2858","source":"hackernews","source_id":"48616852","content_type":"comment","title":null,"body_preview":"The problem lies with people trying to claim credit without doing the work: writing. AI is a fantastic tool that catches flow errors, grammar problems and punctuation misuse, just like a copywriter. B","author":"f4stjack","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616852"},{"id":"07ee82e6-acc5-4d45-a6c4-4cf03108098d","source":"hackernews","source_id":"48620516","content_type":"comment","title":null,"body_preview":"We should be better than genAI. For me, with things like coding and writing, I think I'm better than it. For painting? It wins over me. But I'd never in a million years claim creation of a painting I ","author":"beej71","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":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620516"},{"id":"a98dcacc-a588-46cc-9131-acea5d1a8945","source":"hackernews","source_id":"48616975","content_type":"comment","title":null,"body_preview":"I want to read Ray Bradbury and Jack Vance, not Claude's output based on a prompt from a barely literate would-be.\nI want to read code by Abrash,  \nPeyton Jones and Karpathy, not Claude's output based","author":"Alien1Being","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","self_reference"],"bot_score":0.2928971506031479,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616975"},{"id":"05f9f20f-1d01-4b7f-92d6-0fe9eea86784","source":"hackernews","source_id":"48616873","content_type":"comment","title":null,"body_preview":"I think the argument is misguided, even if I agree with the principle: it is based in the effort one puts in and how it's similar to a sport.\nI don't care whether my favorite author sweated for months","author":"torben-friis","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616873"},{"id":"8befe0a3-286c-47da-a669-8d532ab10926","source":"hackernews","source_id":"48622303","content_type":"comment","title":null,"body_preview":"Some interesting stuff with a lot of LLM tells (part that actually matters, quietly, etc) which makes me skim instead of read.\nLlm content can be good, but if I can't tell if it's slop or not at first","author":"sixhobbits","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.0631332993315984,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622303"},{"id":"7fecb25a-500b-4583-82e1-f7f5198990f2","source":"hackernews","source_id":"48623341","content_type":"comment","title":null,"body_preview":"What's not ai.\nIs there any decade since ww2 that the usa has not invaded another country and stolen national resources?\nand yet the country is $39.28 trillion in debt!\nSo what do they do in 2026? mak","author":"hdaz0017","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623341"},{"id":"37ca213f-7bec-49e3-af38-74a687dd4863","source":"hackernews","source_id":"48623318","content_type":"comment","title":null,"body_preview":"Good writing, the thoughtful selection of facts and stats paints a clear picture, which in this case takes the form of a question, actually several questions.\n> “Middle class” stopped being an economi","author":"bigbadfeline","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.27447385717793044,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623318"},{"id":"994344a8-0dd2-4827-a8dd-8fd3dbe8a85f","source":"hackernews","source_id":"48616059","content_type":"comment","title":null,"body_preview":"These vast multi-agentic systems with roles like 'Researcher', 'Writer' (with a review loop), 'Reflection agent', seem to ~feel~ mostly right but lack evals as to the merit of agent decomposition. So ","author":"padolsey","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616059"},{"id":"e1952dfb-4aa3-4152-9ccf-b0efe9a3304d","source":"hackernews","source_id":"48616120","content_type":"comment","title":null,"body_preview":"> Sarang Kulkarni is a Principal Consultant at Thoughtworks\n> teaches an O’Reilly course on building production-ready RAG applications\nisn't this basically saying that you are a scammer? or am I paran","author":"ai_slop_hater","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.053131380700316685,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616120"},{"id":"f7f3eba1-b006-4397-82aa-e2de40525c8a","source":"hackernews","source_id":"48616901","content_type":"comment","title":null,"body_preview":"The funniest part of these systems is that I build these massive prompt concatenating controllers with a schema to constrain what the LLM sees and parses, usually a frontier model like Gemini\nThe mode","author":"yieldcrv","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","self_reference","natural_digressions"],"bot_score":0.13826317028207238,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616901"},{"id":"eb326205-de96-4527-9536-2953fe2b687e","source":"hackernews","source_id":"48616150","content_type":"comment","title":null,"body_preview":"> The author used AI assistance during the writing of this article. AI tools were used for brainstorming ideas, creating outlines, and reviewing drafts to polish language and improve clarity.\nThe firs","author":"altmanaltman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.028063906222956635,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616150"},{"id":"ea31f6ee-7b69-4afe-94b9-24b0ab513e3b","source":"hackernews","source_id":"48616642","content_type":"comment","title":null,"body_preview":"I think for mostly search-focused use case like the one presented here AI is great as you don't ask it to build stuff or invent new drugs, you just want to retrieve relevant documents with laser preci","author":"ThePhysicist","classification":"human_created","confidence":0.82,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616642"},{"id":"265d1127-606b-4381-8c62-4d7fc488be62","source":"hackernews","source_id":"48619024","content_type":"comment","title":null,"body_preview":"I find papers/articles which discuss solutions that rely heavily on a model in the middle unreadable, if the models used are not discussed.\nThe data you need to get into context for a small model, vs ","author":"agentdev001","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619024"},{"id":"9b323dfb-cb3b-4703-9fb2-fbf2960aefc6","source":"hackernews","source_id":"48616037","content_type":"comment","title":null,"body_preview":"The part about context discipline feels underrated. \nLarger context windows don’t remove the need to decide what the model shouldn’t see.","author":"Littice","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.08050405259559791,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616037"},{"id":"8ef9178f-013e-41a2-881e-d822a70aa4f2","source":"hackernews","source_id":"48619099","content_type":"comment","title":null,"body_preview":"I happen to have made another attempt trusting an agentic tool, latest \"Continue\" with frontier model: 8M token burned in 30 minutes. App does not work.","author":"hirako2000","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.15423505015719727,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619099"},{"id":"99cf6d49-de22-46d2-8f32-552a6f767a3c","source":"hackernews","source_id":"48619857","content_type":"comment","title":null,"body_preview":"Seeing this article and seeing the replies. Oof. Maybe Thoughtworks did some good work in traditional software engineering (not sure) - but why would you trust them to touch anything related to LLMs. ","author":"AJRF","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619857"},{"id":"53c82290-8856-4002-9f13-f9dd094a7628","source":"hackernews","source_id":"48616753","content_type":"comment","title":null,"body_preview":"Two paragraph section on Evaluation after 30 paragraphs explaining the most bog standard rag system you've ever heard of.\nHmm...","author":"AJRF","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616753"},{"id":"827c75cb-f48f-4745-90c7-535d15c9d582","source":"hackernews","source_id":"48616172","content_type":"comment","title":null,"body_preview":"What was the main driver for a dynamic workflow with loops vs a rigid forward running only workflow. The non-deterministic nature of these loops with LLM decision points doesn't mesh well with the tra","author":"smallnix","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.2833333333333333,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616172"},{"id":"ebc0dd5f-4183-45f0-a4e3-d3d2cb827097","source":"hackernews","source_id":"48617815","content_type":"comment","title":null,"body_preview":"You can almost tell the \"era\" that a solution was built in these days since things are changing so fast.\nMid-2026, we have very large context windows, and much smarter models than we did in 2024 when ","author":"stevex","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617815"},{"id":"a2cde4ce-5cee-49a1-a650-51b87fa7b1eb","source":"hackernews","source_id":"48616187","content_type":"comment","title":null,"body_preview":"The most important part is the database that the agent can see and how clean the data is. I pitched a custom enterprise agent to a client thinking it would be maybe 50/50 time on data vs agent tuning,","author":"bob1029","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":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616187"},{"id":"4bc6d16f-99cc-474b-92d8-9ddaaf227c4c","source":"hackernews","source_id":"48618645","content_type":"comment","title":null,"body_preview":"Most important piece of information is in the linked Frontiers article:\n   However, the overall capability of the chatbot to fully meet user needs received a lower average score (3.1/5.0), highlightin","author":"BodyCulture","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618645"},{"id":"18664ff1-ee64-4d55-b80a-a8468050708d","source":"hackernews","source_id":"48618590","content_type":"comment","title":null,"body_preview":"Now imagine operating system, that has no directories (and no path separators) or no filesystem at all.","author":"bebe83939","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.385030763142003,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618590"},{"id":"6e989350-5d9b-4e55-aeeb-55316bde8e79","source":"hackernews","source_id":"48618731","content_type":"comment","title":null,"body_preview":"I was expecting the story of the magical ¥ path separator","author":"breppp","classification":"human_created","confidence":0.7,"indicators":["terse_replies","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618731"},{"id":"b677de22-56f4-4837-b948-b949dd7ccd4e","source":"hackernews","source_id":"48619337","content_type":"comment","title":null,"body_preview":"Another Windows oddity: each drive letter has its own current directory. D: doesn't mean the root of D:, it means \"wherever you last were on D:\". Same with C:foo, which is relative to C:'s current dir","author":"momoraul","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.1271721556066829,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619337"},{"id":"0f32e6a5-f33f-452b-89be-55a257fc0e32","source":"hackernews","source_id":"48619055","content_type":"comment","title":null,"body_preview":"I'm curious how much of this behaviour is still intentional design vs. just inertia. Are the modern filesystems still constrained by these older choices, or is it mostly for compatibility?","author":"pedromlsreis","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","natural_digressions"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619055"},{"id":"7c0bf2e0-9826-4c0d-9195-0d5e9d302a72","source":"hackernews","source_id":"48620313","content_type":"comment","title":null,"body_preview":"> Windows is weird for using the backwards slash\nWindows handles slash as well, also part of a unification with UNIX style paths intended for XEDOS.","author":"kevin_thibedeau","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.093780355705539,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620313"},{"id":"0c46df02-886c-4d47-b191-8148119a9e40","source":"hackernews","source_id":"48617696","content_type":"comment","title":null,"body_preview":"It took me a long time to understand why colon wasn't a valid character for file names on Mac and I still find the colon separator to be the least visible these days. Finder can display paths with the","author":"windowliker","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","niche_expertise","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617696"},{"id":"31a4f25b-1172-4260-bbe4-0fbd9f10f9c0","source":"hackernews","source_id":"48622033","content_type":"comment","title":null,"body_preview":"Classic Mac OS aliases are similar to shortcuts on Windows; they are not symbolic links but rather actual files that record the path to the target.\nI want to call such aliases \"normal\" files, as oppos","author":"watersb","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622033"},{"id":"487191f5-b693-46f3-ba26-2942487211a0","source":"hackernews","source_id":"48617631","content_type":"comment","title":null,"body_preview":"Old Macs (which I grew up with) had even more baroque path handling than mentioned in the blog post:\nDouble colon (::) meant the same as ..  on Unix/DOS, that is \"go up one level\". So you have to be c","author":"VorpalWay","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","imperfect_expression"],"bot_score":0.12388115677541865,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617631"},{"id":"6c274267-c1ad-4ff8-b03f-7767b43c1ff6","source":"hackernews","source_id":"48613888","content_type":"comment","title":null,"body_preview":"\"The message sent was of the ‘Extreme Alert’ type and contained the word ‘misanthropy’ – which means hatred towards humanity. It is probably a hacker attack,” the agency’s statement said.\"\nAs this hap","author":"initramfs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","human_indicator_niche_expertise","absence_of_ai_signals","quoting_external_source"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613888"},{"id":"761b4574-0f76-462f-bc32-083b461a2abe","source":"hackernews","source_id":"48620174","content_type":"comment","title":null,"body_preview":"USA has that new \"Presidential Alert\" right?\nwonder how that will be abused by 2029, at least once\nhttps://www.aau.edu/research-scholarship/featured-research-t...","author":"ck2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.14225436865712734,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620174"},{"id":"2f0fd278-c3c7-41a1-a964-bea07359af2a","source":"hackernews","source_id":"48614981","content_type":"comment","title":null,"body_preview":"Disabling alerts is the second thing I do to a new handset (after rooting) - including Presidential alerts.\nThe Amber alerts I got were often hundreds of miles away. But even if they were closer - say","author":"WarOnPrivacy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinion","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614981"},{"id":"0325d99e-7c2c-4754-a91f-b2cc3409b2c3","source":"hackernews","source_id":"48619349","content_type":"comment","title":null,"body_preview":"There's a video [1] from the \"hacker\" sending the message. The hacker allegedly [2] stole the VPN credentials (of an employee and two colleagues, because they were doing credentials sharing apparently","author":"denysvitali","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","strong_opinions"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619349"},{"id":"8bd72271-5995-49c1-8c9d-b4bc9c3d1d0a","source":"hackernews","source_id":"48623256","content_type":"comment","title":null,"body_preview":"Space Daily articles are produced with AI assistance and reviewed by editorial staff before publication\nYou can tell.  The photo is of a vintage notebook with aircraft diagrams, totally unrelated to M","author":"rkagerer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12630021502661815,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623256"},{"id":"9c511c97-63a5-4184-94ce-353f4fbd1e5c","source":"hackernews","source_id":"48621938","content_type":"comment","title":null,"body_preview":"Just ask them to break into a server, their AI tool will refuse to help and you’ll get an honest representation of their abilities.","author":"titanomachy","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621938"},{"id":"2f27d9df-06a2-444e-a291-0b925428d74b","source":"hackernews","source_id":"48620613","content_type":"comment","title":null,"body_preview":"> Google, McKinsey, and other companies have responded by reintroducing in-person interviews for some candidates, a meaningful step backward in efficiency (due to travel time and costs) that signals h","author":"ElProlactin","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.17472847210202952,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620613"},{"id":"ab703ccf-c0a8-491d-962c-1f333e9c41aa","source":"hackernews","source_id":"48621743","content_type":"comment","title":null,"body_preview":"An AI written article writing about AI resumes and AI interviewers -- https://www.pangram.com/history/38790b9f-dda1-4ea9-9b6c-3858....","author":"apwheele","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621743"},{"id":"126b8d6c-e666-4d18-8dfc-737795da8c71","source":"hackernews","source_id":"48620728","content_type":"comment","title":null,"body_preview":"hard to be sympathetic here when the candidate experience has been such a mess in tech for years now.  i appreciate that remotely and efficiently judging future success based on a resume is now basica","author":"mrmarket","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_personality"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620728"},{"id":"b3f10a61-c2b3-46d4-b674-9c109caa0433","source":"hackernews","source_id":"48621625","content_type":"comment","title":null,"body_preview":"“…live video interviews are now easily gamed by real-time assistance tools.”\nI am not too sure about that. Possible, yes. Easily? only if the interviewer sucks at interviewing. If are “gamed” during l","author":"tedggh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621625"},{"id":"886c0147-f801-46b3-9d09-8f92e475f5fa","source":"hackernews","source_id":"48621545","content_type":"comment","title":null,"body_preview":"as someone who has done 100+ first round interviews for SWE, including new grad\nzero signal: resume & cover letter. applicants will mass-apply with ai-tuned resumes that happen to perfectly match our ","author":"vanuatu","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.16803680366842344,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621545"},{"id":"5627de9a-ba99-464e-9350-c2972b230ce3","source":"hackernews","source_id":"48620864","content_type":"comment","title":null,"body_preview":"> When the earliest filters in your hiring process stop working, your organization begins to systematically select for candidates who are best at performing the hiring process, rather than those best ","author":"neilv","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620864"},{"id":"5456c527-3cff-4f69-b844-4155d648b7a9","source":"hackernews","source_id":"48621747","content_type":"comment","title":null,"body_preview":"To modify the old russian saying: \"we pretend to have expertise and they pretend to be interested in hiring us\"","author":"recursivedoubts","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10793811172539522,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621747"},{"id":"bd017b18-6572-4c0c-87cb-18aa7bf8ad7b","source":"hackernews","source_id":"48620635","content_type":"comment","title":null,"body_preview":"As an engineer working on my company’s top of funnel it’s tough. Currently we’ve switched to a short (15-30m) technical problem that we hand grade before candidates get a call. Async technical challen","author":"paulbgd","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620635"},{"id":"f0e4bb76-21e8-45e7-86db-c6243dfaaf8f","source":"hackernews","source_id":"48620929","content_type":"comment","title":null,"body_preview":"I was walking through a startup neighborhood in San Francisco the other day and I encountered several telephone poles which were posted with advertisements for software engineering jobs. These were no","author":"cleandreams","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620929"},{"id":"23f3b242-3ff2-43cf-9ce8-000af2f4f763","source":"hackernews","source_id":"48620745","content_type":"comment","title":null,"body_preview":"What is means is that now hiring is symmetrically broken.\nHiring has always been broken. May be not completely at the FAANG level, but below that, and more importantly across the globe it's seriously ","author":"ericol","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression","self_reference","natural_digressions"],"bot_score":0.09024475086602798,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620745"},{"id":"2abb59d7-2b48-423d-974e-45a91cbe2489","source":"hackernews","source_id":"48622488","content_type":"comment","title":null,"body_preview":"I wonder how much talent is out there who, like me, simply isn’t interested in debasing themselves to go through the interview process so just nopes out of employment. It’s all such an absurd joke at ","author":"AaronAPU","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622488"},{"id":"f62c10f1-8453-4ac1-ab0a-cbdfcef98851","source":"hackernews","source_id":"48621056","content_type":"comment","title":null,"body_preview":"Are there any battle-tested strategies for hiring that are generally known to be good, but aren't often used because it's hard or doesn't scale?\nAsking because my business is growing and we've gotten ","author":"adamtaylor_13","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621056"},{"id":"ea0d174a-b168-49dc-bc58-312b150fd3dd","source":"hackernews","source_id":"48620689","content_type":"comment","title":null,"body_preview":"I'm responsible for hiring junior C++ developers in a small company (first role). Let met tell you that almost all candidates are stating \"medium\" level in C++ in their resume but don't even know how ","author":"cocoto","classification":"human_created","confidence":0.78,"indicators":["self_reference","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620689"},{"id":"35946d34-b94b-4a46-89ad-e2a9b68666a1","source":"hackernews","source_id":"48621032","content_type":"comment","title":null,"body_preview":"> The era of the standard behavioral interview (“Tell me about a time…”) is over; those answers are easily scripted by live-assist tools. Instead, organizations should introduce dynamic friction: sudd","author":"neilv","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621032"},{"id":"efa5aa58-eb02-406f-b20f-c8040e8c80b1","source":"hackernews","source_id":"48620326","content_type":"comment","title":null,"body_preview":"Good hiring almost certainly has to be a significant competitive advantage.\nIt makes me wonder why so many otherwise successful companies let HR bungle the hiring process.","author":"ungreased0675","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620326"},{"id":"3927d000-1f07-4a83-bf28-be0161355dbf","source":"hackernews","source_id":"48621899","content_type":"comment","title":null,"body_preview":"I don't understand why tech companies are so reluctant to go back to in-person interviews.  This used to be the norm before COVID and it would solve most of these issues.  It's also ironic that the au","author":"cloche","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_template_phrases","mild_irony"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621899"},{"id":"ad8ef94e-8d2b-482a-8741-5df86415f685","source":"hackernews","source_id":"48620446","content_type":"comment","title":null,"body_preview":"> “There is a growing gap between the candidate’s written persona and their live presence. I’ll see a cover letter that is poetic and a résumé that is flawlessly structured, but then the person on the","author":"Aurornis","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions","absence_of_personality","template_phrases"],"bot_score":0.13294314925171122,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620446"},{"id":"28d77ca3-7120-42d6-80cd-5ecefb680cff","source":"hackernews","source_id":"48623225","content_type":"comment","title":null,"body_preview":"My favorite \"funnel\" so far was applying for certain company in Colorado. It twas I think 10:45p in the evening, and I got a reply about 15mins later indicating that I was invited for an \"interview\". ","author":"exabrial","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.12630021502661815,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623225"},{"id":"c475e326-114d-447a-a1f9-7623acbb6705","source":"hackernews","source_id":"48569844","content_type":"comment","title":null,"body_preview":"Interesting sandbox for using a database that is normally paid for.  It has some interesting datasets already loaded","author":"boutcher","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48569844"},{"id":"f0efa5fd-91f7-47a9-9d6b-e2c9e2106a18","source":"hackernews","source_id":"48616630","content_type":"comment","title":null,"body_preview":"This sort of analysis is great.\nNow why can't compilers do this sort of thing automatically?\nAlmost any problem seems to be possible to speed up 1000x in AVX512+days of thought compared to the naive v","author":"londons_explore","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1333286376985734,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616630"},{"id":"ffb880ba-caaa-4927-96ea-b2252ddeee30","source":"hackernews","source_id":"48617888","content_type":"comment","title":null,"body_preview":"Is the matrix for bit shifting upside down or am I momentarily making a really dumb mistake here? Edit: nvm I missed the footnote which clarifies that for whatever reason the instruction populates the","author":"fc417fc802","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617888"},{"id":"a83d5927-b8d8-4ed4-ae81-224d2508d21d","source":"hackernews","source_id":"48619044","content_type":"comment","title":null,"body_preview":"Zigzag encodings are a common compression scheme used in the Parquet format.  It is fun to speculate that these kind of tricks could be applied there in something so commonly under the hood of a lot o","author":"wood_spirit","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619044"},{"id":"f9829678-5398-4ab4-a929-dbb449112fad","source":"hackernews","source_id":"48616597","content_type":"comment","title":null,"body_preview":"While we could utilize zigzag encoding (i>>31) ^ (i<<1) to convert SLEB128-encoded type/addend to use ULEB128 instead, the generate code is inferior to or on par with SLEB128 for one-byte encodings on","author":"MaskRay","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","opinion_and_comparison"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616597"},{"id":"6efdbeea-4bef-4640-bc1f-c1a2ac5d23d2","source":"hackernews","source_id":"48617177","content_type":"comment","title":null,"body_preview":"Worth mentioning that MeshOptimizer (https://github.com/zeux/meshoptimizer) has become one of a handful 'hidden champion' pillar libraries that probably carries half of the gaming industry.\nBasically ","author":"flohofwoe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617177"},{"id":"f1975a91-0519-49ed-8df2-5c1e9be60317","source":"hackernews","source_id":"48621677","content_type":"comment","title":null,"body_preview":"My LLM detector went off pretty early into this article.  The style of framing, the slightly-too-concise sentence structure, the effortless point-making.\nIf people writing this stuff just prompted wit","author":"danw1979","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621677"},{"id":"0f8de030-92a8-4cd5-8a6e-108e7cf4409f","source":"hackernews","source_id":"48620036","content_type":"comment","title":null,"body_preview":"The chart at the top of the article makes it clear that the entire thing is pure fantasy","author":"metalspot","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620036"},{"id":"056bae1c-9690-4376-b325-7ae1cc5aaae7","source":"hackernews","source_id":"48619785","content_type":"comment","title":null,"body_preview":"What the hell is this headline and the article trying to say..?\n\"40% of horse-drawn carriage cargo is hay, but 50% of what we feed horses is hay\".\nSo what?","author":"netsharc","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12999262591477304,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619785"},{"id":"90ef0ca9-f5b7-4701-b9c3-9663908241b9","source":"hackernews","source_id":"48622620","content_type":"comment","title":null,"body_preview":"And >90% of the mass of a rocket is fuel. So what?","author":"userbinator","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.14009509826438377,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622620"},{"id":"133a88dc-d1cb-4912-8688-64a69ea8768e","source":"hackernews","source_id":"48620781","content_type":"comment","title":null,"body_preview":"The headline is only surprising if shipping is the majority of fuel use.\nIt isn’t.  In the limit, if it were 100% of fuel use, then we’d be burning 1.2 gallons of fossil fuel to deliver 1 gallon, whic","author":"hedora","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620781"},{"id":"644b83b4-1703-47ed-9132-8073bd482e6f","source":"hackernews","source_id":"48620122","content_type":"comment","title":null,"body_preview":"To summarize: 40% of tonnage but 50% of tonnage-kilometres. I thought freight volume would be measured in ton-kilometres in the first place.","author":"mynegation","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620122"},{"id":"182b57e8-8407-4fea-9f77-e06199079ce7","source":"hackernews","source_id":"48620968","content_type":"comment","title":null,"body_preview":"Oh wow, that's far higher than I've been using in my estimates, I'd been rounding down to 1/3.\nThe massive reduction in oil supply from the sudden and unexpected closure of the Strait of Hormuz, with ","author":"epistasis","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency","human_indicators_absent"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620968"},{"id":"2226f35a-a327-45ca-aa54-7943307f31ff","source":"hackernews","source_id":"48620260","content_type":"comment","title":null,"body_preview":"The top graph makes it seem much more dramatic than it is.\nMaritime shipping is very efficient, and consists of a very small fraction of overall petroleum usage.\nRoad transportation uses about 20x as ","author":"bryanlarsen","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620260"},{"id":"66557f15-8af5-4209-84d0-ca23c84dd5e5","source":"hackernews","source_id":"48616525","content_type":"comment","title":null,"body_preview":"It’s actually pretty easy to distinguish AI from real text because all AI generated texts have 2.4 children. In aggregate it is indistinguishable statistically but for a given text it’s remarkably eas","author":"_3u10","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616525"},{"id":"51d88d4e-15cd-447c-a47a-935588476dca","source":"hackernews","source_id":"48617704","content_type":"comment","title":null,"body_preview":"No one should like slop autogen books, but this is barely more damning than being upset that all the garments have 2 legs when they search for \"pants\".","author":"xnx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.10744187312855835,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617704"},{"id":"18f88032-6006-4c49-a924-22c675aabc5a","source":"hackernews","source_id":"48616841","content_type":"comment","title":null,"body_preview":"I don't want to hurt people's feelings, so in person I restrain myself from speaking out (it wouldn't change anything anyway)... but every person I have seen so far, who was bullish on building an AI ","author":"neonstatic","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","natural_digressions","imperfect_expression","absence_of_personality"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616841"},{"id":"852bd72d-71cc-4541-9217-50b72071f1da","source":"hackernews","source_id":"48616717","content_type":"comment","title":null,"body_preview":"I think a majority of content consumers can already distinguish LLM content from human content. I'm looking forward to the day that they're intelligent enough to care, but I'm not holding my breath. O","author":"noduerme","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616717"},{"id":"a6f85119-0d49-430d-bb20-92f9456a1959","source":"hackernews","source_id":"48620112","content_type":"comment","title":null,"body_preview":"Interesting observation, give me 100,000 whys to believe you","author":"aniokono","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.3239813044272878,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620112"},{"id":"01f03654-f774-4755-9223-ef0262f7b8a8","source":"hackernews","source_id":"48616321","content_type":"comment","title":null,"body_preview":"We likes this \"same, complex set of mannerism\" when using LLM for programming. If you ask LLM to write a certain function for you, it gives you statistically obvious implementation. But maybe for writ","author":"thw_9a83c","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616321"},{"id":"6ba5405d-4dc3-442c-ae2f-e5a5ed9fb8b7","source":"hackernews","source_id":"48617293","content_type":"comment","title":null,"body_preview":"What is worse, IMO, is that these GenAI books have found their way into physical stores. You know, the few that are still left.\nI've found AI slop at many big box stores (think Walmart, Target, etc. a","author":"TrackerFF","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.1333286376985734,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617293"},{"id":"183b6928-37b3-48d3-9efa-1200b2093dde","source":"hackernews","source_id":"48616255","content_type":"comment","title":null,"body_preview":"Maybe the LLMs need some kind of \"coverage\" metric so they prioritise new paths? The author would know a thing or two about that.","author":"mkj","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616255"},{"id":"b81bce84-5f87-496d-85f2-38fc9c2bd3ff","source":"hackernews","source_id":"48616499","content_type":"comment","title":null,"body_preview":"I love the illustration of the same-ness of AI.\nOne question / quibble:\n> if a hundred “authors” give their favorite AI tool a similar prompt\nDo we really believe there are 100 different people genera","author":"fn-mote","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616499"},{"id":"21f08e1e-dd86-4ac8-a376-60345fddf3cd","source":"hackernews","source_id":"48616851","content_type":"comment","title":null,"body_preview":"I think for that instance to carry weight you would have to provide evidence that the mosaic of books were the product of different people using AI.  If it is just one person doing variations on the s","author":"Lerc","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.10691703621312854,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616851"},{"id":"3df6a666-cde6-431b-984c-fcbe68f90af2","source":"hackernews","source_id":"48616766","content_type":"comment","title":null,"body_preview":"Is tweaking a temperature of the model not a thing anymore?","author":"zapkyeskrill","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616766"},{"id":"bea8f040-929d-4eb6-a6e1-cdf5e61b7281","source":"hackernews","source_id":"48617996","content_type":"comment","title":null,"body_preview":"Even the authors name seems to be generated in many cases.  Look at how often \"Bright\" appears: Andrew W. Bright, Nolan Bright, Bright A. Jeffery, Pamela Bright, Thomas Bright, Daniel Bright, Mayan Br","author":"hackingonempty","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617996"},{"id":"918eef9b-9637-4adf-9ade-e931be57650c","source":"hackernews","source_id":"48617423","content_type":"comment","title":null,"body_preview":"This is exactly why it is perfectly possible to identify AI-generated prose/images; it's not that any one word or sentence is the tell, but that it all sounds/looks the same as the other generated stu","author":"Planktonne","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617423"},{"id":"a1e7e154-2680-498c-830d-2a777d8cbbfe","source":"hackernews","source_id":"48616347","content_type":"comment","title":null,"body_preview":"Notably, in programming this is actually a desirable feature for most problems. Even human programmers are taught to produce predictable and obvious code whenever possible. I wonder is ultimately this","author":"exitb","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616347"},{"id":"9c190e88-e9f2-420a-a80f-132b2740893f","source":"hackernews","source_id":"48616550","content_type":"comment","title":null,"body_preview":"It's even more worrying when you look at the contents of these \"books\", they are  riddled with erros:\nhttps://infosec.exchange/@lcamtuf/116785283147249092","author":"licnep","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616550"},{"id":"bb6f5bed-3e80-4da2-87c1-0c3a38efe538","source":"hackernews","source_id":"48616508","content_type":"comment","title":null,"body_preview":"On HN many comments under many threads are about whether the submission was written by AI. You could say I have noticed a pattern in Hacker News comments!\nIn these comments there's a common pattern wh","author":"thinkingemote","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions","list_heavy_advice"],"bot_score":0.15926977492524833,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616508"},{"id":"fcb6bab8-3681-4b55-b2ba-e4e0c0e3ea10","source":"hackernews","source_id":"48616244","content_type":"comment","title":null,"body_preview":"There used to be a word for this in generative AI: mode collapse. It's not that the model doesn't generate human-like responses, it's that it generates the same 0.0001% of possible human like response","author":"vintermann","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.11597127456097914,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616244"},{"id":"c8c6e4ed-7b43-4bdf-9c91-5e912353fb1f","source":"hackernews","source_id":"48616221","content_type":"comment","title":null,"body_preview":"When you generate one or two blog posts with LLM they look pretty good. And you will be impressed with that one clever bit it adds that you didn't even ask for. But then you generate 50 of them and th","author":"firefoxd","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616221"},{"id":"8ebb58fe-2a84-449f-8983-5b5084d1b7a9","source":"hackernews","source_id":"48621616","content_type":"comment","title":null,"body_preview":"Aw, it's just one big picture of book covers. You can't click on the books and read them. If they're AI-written, they're not copyrightable, so you could post the full text. Looking at the books side b","author":"Animats","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","false_specificity"],"bot_score":0.14295303337672582,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621616"},{"id":"55f35109-7f88-4d4e-bab7-d1c3bcbb7e27","source":"hackernews","source_id":"48616201","content_type":"comment","title":null,"body_preview":"A nice illustration of the homogeneity of LLM responses. Another way to describe this effect would be…\nIf you ask humans to write 1,000 books, you're asking 1,000 different humans with different exper","author":"dlenski","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616201"},{"id":"7a78fdf9-199d-4bd7-a94b-50ba002d4bfe","source":"hackernews","source_id":"48622157","content_type":"comment","title":null,"body_preview":"I kept losing track of what I'd already tried while debugging, so I built DebugBrief.\nIt wraps the commands I already use, like pytest, jest, cargo test, and go test, records what failed and what even","author":"itshkrishna","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","absence_of_ai_signals","technical_detail"],"bot_score":0.4122558569101045,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622157"},{"id":"cefa71b9-a7c9-420f-aed9-d31727b12d01","source":"hackernews","source_id":"48621702","content_type":"comment","title":null,"body_preview":"I find the term \"burnout\" in context of FOSS quite infuriating, as it is usually being used to invalidate a real problem.\nInstead of talking about concrete misbehavior by concrete individuals or insti","author":"hypfer","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression","natural_digressions","absence_of_personality"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621702"},{"id":"2155211e-b603-497a-896c-9bf30712efcb","source":"hackernews","source_id":"48621536","content_type":"comment","title":null,"body_preview":"Corollary: if software requires constant revisions it didn't actually cover the initial problem scope, and degenerated into a high-latency service state-machine powered by coders. =3\nhttps://en.wikipe","author":"Joel_Mckay","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621536"},{"id":"72859922-6363-4fd3-9373-8fdf186a6169","source":"hackernews","source_id":"48621099","content_type":"comment","title":null,"body_preview":"This is unironically why the AGPL3 is the best license. No need to worry about \"virality\" or derivative works or any of that, just set it and forget it. On top of that, corporations will avoid you lik","author":"Devasta","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621099"},{"id":"7846720c-956d-4628-a598-314787c6f87a","source":"hackernews","source_id":"48621470","content_type":"comment","title":null,"body_preview":"I had an open source project (https://github.com/dheera/rosboard) that I burned out and didn't really do a good job continue maintaining.\n* I was burned out from work politics at the same time, and ha","author":"dheera","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621470"},{"id":"bc5b7f9b-a197-403c-b088-4296adfd425f","source":"hackernews","source_id":"48621162","content_type":"comment","title":null,"body_preview":"> This conversation was initially just a phone call, but was so powerful that we decided to turn it into a blog and share the audio via YouTube\ni can tell - it looks like the blog post doesn't really ","author":"bstsb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621162"},{"id":"7488b1d4-dbcf-4593-9c02-5f61ac839b37","source":"hackernews","source_id":"48621774","content_type":"comment","title":null,"body_preview":"We bumped into this at one point looking to switch our Rust GUI framework and found the best alternatives also suffered a core issue because they both (and almost all Rust GUI frameworks) depended on ","author":"piker","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinion","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621774"},{"id":"64004029-5209-4d02-9ca7-564ad1d68401","source":"hackernews","source_id":"48622757","content_type":"comment","title":null,"body_preview":"I remember the creator of Lodash being quite abrasive in the early days, when the library was surfacing as an alternative fork of underscore.js. Life does you a number.","author":"ricardobeat","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.10310531960824328,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622757"},{"id":"59059a08-ce4c-4ae6-beb7-ea8a6c8c0839","source":"hackernews","source_id":"48622858","content_type":"comment","title":null,"body_preview":"Instead of going open source, consider selling licenses with Supported Source (https://supso.org/). I made this for the maintainer problem: it's easy to burnout when companies are constantly asking fo","author":"jrpt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622858"},{"id":"29db7d8b-16f7-42fc-b127-99f366fe3028","source":"hackernews","source_id":"48623008","content_type":"comment","title":null,"body_preview":"> When people talk about burnout in open source, the conversation often centers on workload, too many issues, too many requests, too much responsibility.\nWhy not simply ignore all this stuff by the ma","author":"aleph_minus_one","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623008"},{"id":"cfc6036a-c056-4dbc-bd77-4fe83fd7adf9","source":"hackernews","source_id":"48621059","content_type":"comment","title":null,"body_preview":"I wrote recently about bringing back my open source project back from the dead. It's more than a decade old. Many life events occured during that time. It's tough. It's nothing like Lodash but honestl","author":"asim","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.08874831837637344,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621059"},{"id":"58e1b3f8-2039-4f45-ba07-c579ab329dc2","source":"hackernews","source_id":"48621153","content_type":"comment","title":null,"body_preview":"If you have a hobby project like writing a blog, crocheting, or almost any other creative hobby, you can dip in and out however it suits you. If you deal with major life events, sicknesses, etc., you ","author":"FinnLobsien","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","strong_opinions","platform_fluency"],"bot_score":0.10326280029085523,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621153"},{"id":"505a85e4-5e79-4154-a439-b8cb8e5d74ac","source":"hackernews","source_id":"48617391","content_type":"comment","title":null,"body_preview":"Can it really be called evolution? That sort of implies an improvement.\nInterestingly enough, the default GTK file chooser also sucks. I notice\nthis nowadays because I broke something in my setup but ","author":"shevy-java","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.1410898861763945,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617391"},{"id":"b21499f4-73b5-4495-ba56-1e98be63ab6d","source":"hackernews","source_id":"48617938","content_type":"comment","title":null,"body_preview":"Something went horribly wrong on my computer and it takes about 2 minutes for that dialog to load.","author":"Dwedit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.13971753908251366,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617938"},{"id":"4bfc4410-ca76-440d-9b20-55ca5efe3814","source":"hackernews","source_id":"48622519","content_type":"comment","title":null,"body_preview":"I swear they used to have a feature which offered to find a program that would open that type of file from the internet - it NEVER worked, but they did have the feature.","author":"nailer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622519"},{"id":"9bc3ad71-0685-4bb3-9f0a-2b036e37e14b","source":"hackernews","source_id":"48622067","content_type":"comment","title":null,"body_preview":"This is such a typical pattern of enshittification from Microsoft.  Something Windows 3.1/95/2000/XP made easy - adding a File Type Association - became increasingly contorted over time.\nIf I recall c","author":"rkagerer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","imperfect_expression"],"bot_score":0.12630021502661815,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622067"},{"id":"c726eed4-b50e-4dcb-97f7-e5ff590b1744","source":"hackernews","source_id":"48619519","content_type":"comment","title":null,"body_preview":"Good post but those images are way too small for me to see anything without having to open a new tab or navigate away, neither of which is fun to do when there are 10+ images","author":"airstrike","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13254547996429034,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619519"},{"id":"89b29b33-97fc-48c3-a5e3-5095f269984d","source":"hackernews","source_id":"48621856","content_type":"comment","title":null,"body_preview":"Windows has had a few of these \"look online\" options for decades now, to look up unknown extensions, to find drivers for unrecognised devices, etc. Not a single time in the many, many years of using W","author":"stavros","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12544163106341427,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621856"},{"id":"a6899b62-dd72-4830-baac-af971ed95378","source":"hackernews","source_id":"48617837","content_type":"comment","title":null,"body_preview":"> Sadly, I don't know anymore what kind of web service that was.\nI don't know that either, but I remember there were websites specifically for that purpose, where you could look up a file extension an","author":"amadeuspagel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617837"},{"id":"eb6cfce1-94d6-4e40-8002-2a1a1f645d5d","source":"hackernews","source_id":"48619980","content_type":"comment","title":null,"body_preview":"They finally made a CLI version of it a decade ago and it works exactly as it should when setting up a new system with a script.\nhttps://learn.microsoft.com/en-us/windows-server/administrat...","author":"1970-01-01","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","genuine_specificity"],"bot_score":0.13815702192488388,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619980"},{"id":"f6dbd64f-4ab4-4bce-a72f-4efa9f885524","source":"hackernews","source_id":"48619436","content_type":"comment","title":null,"body_preview":"On Win 11, if you disable the Vibe Notepad it refuses to let you associate .txt files to any program, and popups an error. Instead you have to go turn off a specific file association toggle elsewhere ","author":"petee","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619436"},{"id":"3cd8daa9-0ae8-466f-b9a5-55cbfe597584","source":"hackernews","source_id":"48617421","content_type":"comment","title":null,"body_preview":"I think Windows 9x was peak Windows.\nEverything is clear, you know what's a button and what's not. Information density is also high, which is a good thing on a computer screen.\nBut the main thing is t","author":"reddalo","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617421"},{"id":"1884bdaf-b50e-4e56-89b5-f9769939c68a","source":"hackernews","source_id":"48617501","content_type":"comment","title":null,"body_preview":"I imagine that the database for the online file association service for Windows XP has been lost to time, but for those who remember it: was it any good?\nIt seems like quite a good idea now -- if I re","author":"tentacleuno","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617501"},{"id":"21a3ae86-c1ed-4404-a461-d73a666684ce","source":"hackernews","source_id":"48618691","content_type":"comment","title":null,"body_preview":"I wonder why in Windows 10 and 11 there is no obvious way to cancel this dialog. You can press Esc, but there are no buttons to do it.","author":"brewmarche","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618691"},{"id":"98e878db-93d9-42f3-8671-6e1b3df8d784","source":"hackernews","source_id":"48620828","content_type":"comment","title":null,"body_preview":"What were the internal politics at Microsoft at the time that resulted in the .NET branding being pushed more aggressively than Copilot today, everywhere from the login screen to file associations?","author":"1bpp","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620828"},{"id":"4e5c7750-a203-483c-bc93-cf90110d880b","source":"hackernews","source_id":"48617796","content_type":"comment","title":null,"body_preview":"I wish this was more of a full tour than a random sampler of Windows versions. For instance I feel like Windows Me introduced the online search but it's been like... 26 years... since I've used it.\n> ","author":"donatj","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.11401259822879037,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617796"},{"id":"ca007c08-03b8-458e-bc4b-f65ad1f9ca13","source":"hackernews","source_id":"48620074","content_type":"comment","title":null,"body_preview":"Fun fact: on modern Windows, if you uninstall modern notepad using the Settings app to get the old one, you won't be able to associate .txt files with notepad.exe without a registry trick: https://sup","author":"Krssst","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620074"},{"id":"db45c438-5269-4d66-8125-5c484e238e64","source":"hackernews","source_id":"48621546","content_type":"comment","title":null,"body_preview":"The article was clearly written by an LLM. Please say so at the top.","author":"Myrmornis","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621546"},{"id":"6ef97c4e-79d6-4404-8e24-64a64390d371","source":"hackernews","source_id":"48587887","content_type":"comment","title":null,"body_preview":"Author here. Quick context the post doesn't quite spell out:\nThe tool_choice=\"auto\" failure on Qwen3-Next isn't a parser issue — the model\nreasons inside <think>, decides, and never emits the tool cal","author":"devashish86","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_indicators"],"bot_score":0.2755722568903577,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48587887"},{"id":"b731b42a-0818-47f1-8f86-78f14cb008ee","source":"hackernews","source_id":"48619252","content_type":"comment","title":null,"body_preview":"How about Qwen3.6? What sort of prefill/decode rates?\nEdit: 3.6 not 3.7!","author":"roger_","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.09400608716072467,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619252"},{"id":"8544717b-825f-4b9c-a394-5c12b1f9b39b","source":"hackernews","source_id":"48620435","content_type":"comment","title":null,"body_preview":"2 LLMs at the same time?  I've always wanted to do that","author":"treis","classification":"human_created","confidence":0.7,"indicators":["terse_replies","missing_platform_voice"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620435"},{"id":"af7e6b09-7e48-416d-8298-88e2134e1a5d","source":"hackernews","source_id":"48618807","content_type":"comment","title":null,"body_preview":"Have you tried llama.cpp with unsloth and models suited to it? GLM flash? It seemed to allow more models to be tried soon after they are released. Haven’t tried for long term deployment though, that’s","author":"dzink","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","natural_digressions","imperfect_expression"],"bot_score":0.13948451749796473,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618807"},{"id":"13ab2ef2-9515-45b4-8c1f-bea3b737212a","source":"hackernews","source_id":"48618698","content_type":"comment","title":null,"body_preview":"I’ve been considering a move to local llm setup, having been underwhelmed coat vs value of various online offerings. But at the same time worried anything I get will be obsolete in a couple months.  A","author":"shireboy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","technical_background_details"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618698"},{"id":"2e79af78-f749-452b-8308-bff205d55e11","source":"hackernews","source_id":"48619420","content_type":"comment","title":null,"body_preview":"I started with antirez' DwarfStar[1] on one spark and that (~11-14tok/s generation, ~300-400 tok/s prompt processing) was enough of a taste for me to jump into 2 sparks, running the native quant of DS","author":"wolttam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","personal_experience","natural_digressions","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619420"},{"id":"c3a8ae91-31b1-4500-a4e4-784194aace6d","source":"hackernews","source_id":"48614656","content_type":"comment","title":null,"body_preview":"The author takes a very benchmark focus on this topic which only says part of the story particularly for complex systems. Noticed that there are a number of very similar interface that exist on other ","author":"up2isomorphism","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0.2222222222222222,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614656"},{"id":"f432569f-3771-47fd-b08c-1a45d3b2425f","source":"hackernews","source_id":"48614302","content_type":"comment","title":null,"body_preview":"Yes, io_uring is significantly faster than epoll (I think I had like 20% faster req/s with io_uring.) The catch is that its kernel opt-in and disabled just about everywhere for security reasons. I thi","author":"Uptrenda","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.06029447911257994,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614302"},{"id":"f6bdb7e3-e00f-4c7a-af84-9067ac0fbe9a","source":"hackernews","source_id":"48615677","content_type":"comment","title":null,"body_preview":"The year is 2050; there are 20 different ways to poll a socket on Linux.","author":"GalaxyNova","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615677"},{"id":"c712c6f5-32cd-4065-a46c-d9d29beb8aae","source":"hackernews","source_id":"48614117","content_type":"comment","title":null,"body_preview":"Boost asio if you love C++ and asynchronous networking.","author":"mrlonglong","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614117"},{"id":"3b3e0af9-f934-4a66-8561-5880fb7038fe","source":"hackernews","source_id":"48618267","content_type":"comment","title":null,"body_preview":"In the context of a proxy one should mention epoll_wait busy poll. I've recently dived into this when reviewing low-latency options, and found that it's almost possible to do user space busy polling j","author":"buybackoff","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618267"},{"id":"aadcde9a-e4e9-4820-a44a-b551f31522ac","source":"hackernews","source_id":"48617908","content_type":"comment","title":null,"body_preview":"I was also always curious about this and recently wrote a few implementations of an http file server to teach myself the key differences.\nhttps://theconsensus.dev/p/2026/05/18/serving-files-three-wa..","author":"eatonphil","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617908"},{"id":"71af467e-0290-4b32-b2ab-2b5132a96160","source":"hackernews","source_id":"48617485","content_type":"comment","title":null,"body_preview":"If you write one with DPDK, it'll be infinitely more complex but you'll have the opportunity to blow away nginx in performance.\nIf you make one run on an FPGA you it'll be even more complex.\nThe lesso","author":"inigyou","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_blandness"],"bot_score":0.1313382419082221,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617485"},{"id":"34f90ce0-bd15-4ecd-9180-7aacb8a24c07","source":"hackernews","source_id":"48616237","content_type":"comment","title":null,"body_preview":"I've not yet tested the shared buffers for my io uring based web server, but that's because instead of reading from a file and writing, i send directly from a mmaped region.\nBut really, I want to send","author":"thomashabets2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616237"},{"id":"2e0b88f3-177b-42a2-a627-4ed6851a27dd","source":"hackernews","source_id":"48617414","content_type":"comment","title":null,"body_preview":"Such a great article!\nThis sent me through a rabbit hole of uring, kernel development and C. I've been a rust and c++ dev for quite a few years now, but there's such a simplicity and even artistic fee","author":"witx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","genuine_specificity","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617414"},{"id":"3efa5b5c-9984-4b26-87ff-cf0b2d67a3a7","source":"hackernews","source_id":"48614466","content_type":"comment","title":null,"body_preview":"Take a look at https://github.com/concurrencykit/ck and https://github.com/microsoft/mimalloc, it will fit well for a zero-copy and mem aligned reverse proxy. Also, if you want to add a DDoS protectio","author":"spliffedr","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614466"},{"id":"49604ec3-6f14-4024-97da-e8efb33be5cb","source":"hackernews","source_id":"48614757","content_type":"comment","title":null,"body_preview":"> But my students weren’t as happy as I was - they wanted to build something genuinely useful, and they were really disappointed that our “product” had strong architectural limits and couldn’t outperf","author":"toast0","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","natural_digressions"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614757"},{"id":"04e932b7-0319-40cc-b232-1cf4e8696c46","source":"hackernews","source_id":"48616010","content_type":"comment","title":null,"body_preview":"As for new habits: I stopped algorithmically curated news for myself. I use RSS and Leash as a browser:\nhttps://leash.ax","author":"vivid242","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616010"},{"id":"e7431a76-7908-432c-8f9a-3eb46a1e18d6","source":"hackernews","source_id":"48617168","content_type":"comment","title":null,"body_preview":"Things are worse than ever. And these types of opinions are just Ostrich strategies. This worked fine 20 years ago, and would be a wildly inappropriate and irresponsible way to live today.\nYes, a lot ","author":"MisterKent","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","imperfect_expression","synthetic_empathy","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617168"},{"id":"7f1bdd80-23f5-414d-b7fa-8bb53ab28c27","source":"hackernews","source_id":"48618385","content_type":"comment","title":null,"body_preview":"I wonder if this applies to seeing successful people as well.","author":"mmarian","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.09393114901315695,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618385"},{"id":"111030e4-ab82-4179-bada-7383bdbb82c0","source":"hackernews","source_id":"48616616","content_type":"comment","title":null,"body_preview":"One of the many effects of AI generated content is the even increased ubiquity of bad news. I wouldn't be suprised if more people develop problematic news consumption when the clickbait battle between","author":"mult1scr33n","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","missing_platform_voice","synthetic_empathy","human_indicators_present","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616616"},{"id":"7539c1b3-7e4c-41fe-bf61-ad935bf47eab","source":"hackernews","source_id":"48616093","content_type":"comment","title":null,"body_preview":"> Looking away is not the fix …\n> The fix is to manage the consumption and the sources. …\n> Containing news consumption to defined windows of time …\n> Choosing depth over volume\nGolden.\nTBH, we must c","author":"esjeon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616093"},{"id":"9169ac99-1fae-41b3-877d-083f3c8690ac","source":"hackernews","source_id":"48621361","content_type":"comment","title":null,"body_preview":"Avoiding the news and consuming it on your own terms infrequently is a fantastic way to solve this problem. Step 1: cut your cable and use your television as a computer monitor only. Source: myself.","author":"willmadden","classification":"human_created","confidence":0.85,"indicators":["self_reference","strong_opinion","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621361"},{"id":"6023d6bb-73c0-4c5b-8be7-04eaa69e0827","source":"hackernews","source_id":"48617519","content_type":"comment","title":null,"body_preview":"You can just ignore it. Nothing changes as a result of being \"informed.\"","author":"cullumsmith","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617519"},{"id":"77418e02-678f-4028-b91b-d0c306558392","source":"hackernews","source_id":"48615630","content_type":"comment","title":null,"body_preview":"gives me the idea, rank news items according to geographic distance, and \"blast radius\"\ncloser to you gives higher rank in the feed, tighter blast radius lower rank.\nexample, events in your present lo","author":"rolph","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.17592592592592593,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615630"},{"id":"77d3e976-3edf-45a7-8e35-0f64d1b46cdc","source":"hackernews","source_id":"48617016","content_type":"comment","title":null,"body_preview":"There was a sign I saw locally a couple years ago that said it best.\n\"Turn off the news, love your neighbors\"","author":"Ccecil","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_anecdote_implied","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617016"},{"id":"57913251-763c-4ace-ba01-2f61a8e21eaf","source":"hackernews","source_id":"48615900","content_type":"comment","title":null,"body_preview":"One thing that really helped me was to start viewing my news media in black and white.\nWithout the colored dressing, a lot of (especially partisan political) articles have much less emotional impact o","author":"failrate","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience","nuanced_observation"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615900"},{"id":"2c9798f8-3805-4820-a063-35b4caebde51","source":"hackernews","source_id":"48615689","content_type":"comment","title":null,"body_preview":"I only read local news. It’s pretty nice I don’t feel stressed at all. Turns out random shit far away has no significant effect on my life. And even if it did it’s not like I can do anything about it","author":"zeroonetwothree","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615689"},{"id":"fc82b75c-8bc0-42de-94ed-b6b40c8e1e75","source":"hackernews","source_id":"48615976","content_type":"comment","title":null,"body_preview":"Also applies to reading comments and replying to them. You don’t know these people.","author":"cryptoegorophy","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615976"},{"id":"56b05575-f8c6-4baf-87f0-d012070486ac","source":"hackernews","source_id":"48616261","content_type":"comment","title":null,"body_preview":"I don't know, I am a naturally anxious person even before I started reading the news daily, and I'm fine. Seeing the brutal chaos of the world definitely makes me appreciate the peace at home more. It","author":"rf15","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","absence_of_ai_signals","personal_reflection"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616261"},{"id":"ae509edf-d1ec-4cdd-9f09-da911d23a31e","source":"hackernews","source_id":"48615675","content_type":"comment","title":null,"body_preview":"Neil Postman called this the “Peekaboo World”.\n“What steps do you plan to take to reduce the conflict in the Middle East? Or the rates of inflation, crime and unemployment? What are your plans for pre","author":"spking","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","original_commentary_around_quote"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615675"},{"id":"000506ad-191a-487b-9fdc-4f4c852d0385","source":"hackernews","source_id":"48615751","content_type":"comment","title":null,"body_preview":"I’ve been thinking about this a lot lately. Back in 2010 I gave a TEDx talk about how the internet can be an extension of your mind.\nNowadays I feel like it is contributing noise. The internet has bec","author":"tetrisgm","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615751"},{"id":"14824e51-2d0c-4e48-b054-4421bab6af39","source":"hackernews","source_id":"48622845","content_type":"comment","title":null,"body_preview":"It is natural that early brain evolved to handle \"negativity bias\" from local dangers, not 24/7 exposure to worldwide bad news.\nBut the author missed some key nuances.\n- Whether a news is good or bad ","author":"chopete3","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice","human_indicator_present"],"bot_score":0.15206947844482194,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622845"},{"id":"23ca7b35-e1d4-40c1-8f5c-8acb4815b160","source":"hackernews","source_id":"48621269","content_type":"comment","title":null,"body_preview":"A past thread about one of the papers linked to in the OP:\nNegativity drives online news consumption - https://news.ycombinator.com/item?id=35197587 - March 2023 (355 comments)","author":"dang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.11559065933852997,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621269"},{"id":"4b39eb6f-377c-4bb6-82a5-06a356936cec","source":"hackernews","source_id":"48617052","content_type":"comment","title":null,"body_preview":"Beter wording: your brain is made for detecting dangers and attention grabbers are taking advantage of that","author":"stcg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617052"},{"id":"f6a3b336-074e-4546-b351-117d774a97eb","source":"hackernews","source_id":"48615806","content_type":"comment","title":null,"body_preview":"The other option is to be more realistic - people often have wildly unrealistic expectations of how the world should work and seem to get a bit stressed when they are confronted with reality.\nThe more","author":"roenxi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615806"},{"id":"665a546d-1941-47b7-a8a5-acca12e5ea3d","source":"hackernews","source_id":"48615906","content_type":"comment","title":null,"body_preview":"The main library here in Montreal has a sick makerspace with 3D printers (plastic and resin), wood CNC machines, a digital embroidery machine, button maker, shirt press, hole driller, laser cutter, va","author":"darkvertex","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615906"},{"id":"467884b3-b472-4fad-881f-3faebc092040","source":"hackernews","source_id":"48614830","content_type":"comment","title":null,"body_preview":"Iowa has this too, the Des Moines Public Library has a Library of Things with over 50 items.","author":"JackLau","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614830"},{"id":"a246f10e-cc59-46a9-abcd-62524c830db0","source":"hackernews","source_id":"48615497","content_type":"comment","title":null,"body_preview":"Noo, don't tell the major VC website about libraries.","author":"YeahThisIsMe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615497"},{"id":"bce9ca99-b456-4a9f-afcd-ea678a482225","source":"hackernews","source_id":"48614856","content_type":"comment","title":null,"body_preview":"I’m trying to privately build a public library in a rural Idaho community. Borrowing sewing machines has been a popular request, as soon as we have space for them. It’s exciting to see that it’s a wor","author":"jameszol","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614856"},{"id":"bb65f114-59ee-441b-bfb1-d327c2df4f2d","source":"hackernews","source_id":"48614162","content_type":"comment","title":null,"body_preview":"My local library has been running a tool lender library for quite a while. It's quite popular as it rents out both manual and  electric tools. This is great when you need an extension ladder but don't","author":"Plasmoid","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_voice","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614162"},{"id":"8a6c410c-f5b7-4fff-923b-76151ac8c463","source":"hackernews","source_id":"48618449","content_type":"comment","title":null,"body_preview":"My local library doesn't have a sewing machine, but it does lend out projectors, game consoles, a telescope, musical instruments, and bicycles.\nYou can even check out a banjo, which seems like the sor","author":"mkovach","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618449"},{"id":"bdb21532-5737-40dd-b1c7-7951d7b0dc92","source":"hackernews","source_id":"48614999","content_type":"comment","title":null,"body_preview":"My very small town growing up had sewing machines and they eventually even got a 3D printer. In high school I sewed a heart shaped pillow for a valentines day present; the library provided a bin of fr","author":"LPisGood","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614999"},{"id":"c08fc2f8-a24d-45ca-83be-09ffb5f6b5e7","source":"hackernews","source_id":"48616607","content_type":"comment","title":null,"body_preview":"My local library has a few interesting things like this including a podcast kit (i.e. professional microphones and mixers) you can book in conjunction with a room booking and also a thermal imaging ca","author":"infl8ed","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616607"},{"id":"010ab012-9b49-4fac-b979-6e7df36f06b3","source":"hackernews","source_id":"48622357","content_type":"comment","title":null,"body_preview":"I would love to have a place I could rent that kind of stuff.  There are a lot of hobbies I'd like to explore, but I don't want to shell out hundreds of dollars for equipment I'll never use again if I","author":"laughing_man","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","natural_expression","semantic_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622357"},{"id":"3d3df635-1bbf-4bbb-a3a0-4e66814d5033","source":"hackernews","source_id":"48613963","content_type":"comment","title":null,"body_preview":"One of the libraries near me has kayaks for loan as well as picking up the slack when all of the funding for after school programs was slashed. The value of third spaces is slowly creeping back into t","author":"Avicebron","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613963"},{"id":"0d551bed-6e7e-4055-8735-ab60aee6784d","source":"hackernews","source_id":"48614666","content_type":"comment","title":null,"body_preview":"Finnish libraries are fantastic. Many had free-to-use 3D printers as far back as 2012!\nLibraries are a place of possibilities and fun, and it makes people want to be there. You can imagine the long-te","author":"yakkomajuri","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.07902202980109187,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614666"},{"id":"e1bc4146-32dd-44c5-83c3-785387b218c0","source":"hackernews","source_id":"48622506","content_type":"comment","title":null,"body_preview":"Finland's investment reflects this commitment: in 2025, the country spent nearly €371m ($430m/£321m) on its public libraries – that's €65.78 ($76/£57) per person, compared to the average £10 ($13.5) p","author":"rahimnathwani","classification":"ai_generated","confidence":0.9,"indicators":["false_specificity","suspiciously_balanced","missing_platform_voice"],"bot_score":0.07063272214630964,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622506"},{"id":"159bf43a-0bde-4ef0-a0a9-99edf87cd868","source":"hackernews","source_id":"48614045","content_type":"comment","title":null,"body_preview":"If you went into programming because you like making things, odds are high you'll like sewing too. Speaking from experience.","author":"felooboolooomba","classification":"human_created","confidence":0.85,"indicators":["speaking_from_experience","terse_replies","absence_of_ai_signals"],"bot_score":0.08459703465824336,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614045"},{"id":"c13687ce-fe05-41fd-8e72-51da87560b62","source":"hackernews","source_id":"48614680","content_type":"comment","title":null,"body_preview":"Denver has this... nominally. 3 machines (2 in circulation, one is a \"Display\"). 4 week checkout period. 103 current holds. 103*4/2/12 ≈ 17 year wait time.","author":"whycombinetor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614680"},{"id":"44e0fd85-3118-428e-85dd-1be911965b13","source":"hackernews","source_id":"48616415","content_type":"comment","title":null,"body_preview":"I remember a day, long, long ago in a dusty, lonely outback Australian town, when Mum would send me down to the library on a Saturday morning to loan the iron, a kettle, and the last weeks’ papers, wh","author":"MomsAVoxell","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616415"},{"id":"cc96f7ce-7b2d-44ff-b877-a8079faf70ad","source":"hackernews","source_id":"48614923","content_type":"comment","title":null,"body_preview":"Libraries around me have just become a homeless shelter. Pretty sad because the buildings themselves are actually quite nice and I'd use them often if it weren't for the high likelihood of being haras","author":"akouri","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614923"},{"id":"a9878f7d-f839-4fdd-879c-ee5c0e13e49f","source":"hackernews","source_id":"48613977","content_type":"comment","title":null,"body_preview":"I'd argue that sewing machines are among the most complex, high skill items found in a typical home, above the laptop and car. I find it very hard to keep mine operational.  I struggle with it a lot m","author":"delichon","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","personal_experience"],"bot_score":0.11823676419292467,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613977"},{"id":"0fdf5451-5191-4a62-88a2-dc35be557728","source":"hackernews","source_id":"48614733","content_type":"comment","title":null,"body_preview":"My library has something similar. Sewing and embroidering machines, 3D printers and even a CNC machine.  Most are free to use as long as you bring the material, the only one that I can remember having","author":"cuvinny","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614733"},{"id":"c6a2884d-1fda-4e0d-b0ff-f3479ef07fe0","source":"hackernews","source_id":"48614129","content_type":"comment","title":null,"body_preview":"My local library which is part of the Washington county Library system (next to Portland). It's where Hillsboro is, which is where Intel's manufacturing is, also called Silicon Forest, has a Library O","author":"ElijahLynn","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614129"},{"id":"5da2c36e-57d3-440f-8f61-d6f727d133a3","source":"hackernews","source_id":"48620089","content_type":"comment","title":null,"body_preview":"Linux is unusual in OS kernels in that direct system calls from arbitrary userspace code are supported and ABI-stable. This model has always been a terrible idea. It robs the system of an ability to i","author":"quotemstr","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620089"},{"id":"dd68b1cd-fd63-4145-8bb3-1cb46f862152","source":"hackernews","source_id":"48620946","content_type":"comment","title":null,"body_preview":"that is graphomania. syscalls are easy and dont require so much bloat. beside its lefty GNUnix license","author":"freestanding","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620946"},{"id":"d50be094-1f12-4732-b28d-a8d9fa8dd54c","source":"hackernews","source_id":"48617619","content_type":"comment","title":null,"body_preview":"applies to all languages, actually. Fail fast, handle errors at place, etc. \nI really hate Java for its runtime exceptions, you really have no idea where and how your code will fail","author":"glove2477","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617619"},{"id":"89ae5c13-8b4f-42e4-b367-781a1945c389","source":"hackernews","source_id":"48617724","content_type":"comment","title":null,"body_preview":"This is exactly what LLMs are really bad at. They don't have the knowledge (and don't ask for) the invariants of the system and write defensive code at every step of the way, which is not just unneces","author":"kissgyorgy","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","technical_depth_with_stance","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617724"},{"id":"67fefdcf-2723-422e-9e83-66076216f056","source":"hackernews","source_id":"48618872","content_type":"comment","title":null,"body_preview":"To avoid propagating the pointer I would change *RateLimiter to RateLimiter\nDecodeRequest can return Request instead of *Request, or error if not valid\nAlso I would replace `if userID == \"\" {` with `i","author":"guilhas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618872"},{"id":"cb3d24d5-8bc5-46e0-959f-3a2a46084813","source":"hackernews","source_id":"48607369","content_type":"comment","title":null,"body_preview":"Delegate all `nil` and bad input checks to a validation framework and use it in all your constructor functions.","author":"lenkite","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607369"},{"id":"ab6029b3-8b9d-442d-b17d-023a7e33229b","source":"hackernews","source_id":"48583420","content_type":"comment","title":null,"body_preview":"What about wrapping nil in a Maybe or Option type?","author":"turtleyacht","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.16660201994637874,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48583420"},{"id":"f4d5851e-90f7-45ed-b0e7-e13bb21552fc","source":"hackernews","source_id":"48617570","content_type":"comment","title":null,"body_preview":"I'd really really wished, with all of the history behind us, that golang would have learned from it. All they had to do was make pointers nonnull by default.\nImmutable-by-default would also have been ","author":"kstenerud","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11587345051654019,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617570"},{"id":"f01f6f18-3e6b-4443-a8fa-cd34ca120a62","source":"hackernews","source_id":"48585153","content_type":"comment","title":null,"body_preview":"This is good advice for humans: they can quantify to decide \"too many nil checks\" or not. But it's not good for agentic coding, which we're entering the age of. Although agents are the worst they'll e","author":"bediger4000","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48585153"},{"id":"05f75626-c82b-45dc-ad66-7f376efb1c6c","source":"hackernews","source_id":"48617399","content_type":"comment","title":null,"body_preview":"The problem the author overlooks is that `RateLimiter` is public, meaning no one is forced to call the constructor.","author":"ceving","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617399"},{"id":"a88ba1c4-9201-445c-9cbb-5038dcbaf96f","source":"hackernews","source_id":"48617307","content_type":"comment","title":null,"body_preview":"A good point and the java ecosystem makes similar mistakes. In general any:\n```\nif (x != null && !x.isEmpty()) doAThing(x);\n```\nis either:\n[A] Code directly on the boundary between systems; the other ","author":"rzwitserloot","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617307"},{"id":"e6951896-116f-498f-a5e4-c122a6d3b395","source":"hackernews","source_id":"48622513","content_type":"comment","title":null,"body_preview":"Go needs a good static analyzer to detect potential nil pointer dereferences. That would help identify and  eliminate any unnecessary nil checks. .NET has a good one for C#.","author":"umvi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","comparison_to_other_tech"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622513"},{"id":"5deeb936-6a64-45bb-8707-421acb017cb8","source":"hackernews","source_id":"48617638","content_type":"comment","title":null,"body_preview":"> You may attempt to address this by pushing the problem up one layer. You now check for nil and return an error to flag the nil dependency as an invalid state.\n> It’s better, but it’s still not corre","author":"Joker_vD","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617638"},{"id":"7784c328-25d1-4d9e-b5d7-f79ca13ce682","source":"hackernews","source_id":"48616570","content_type":"comment","title":null,"body_preview":"This is the mess a language lands on when it conflates optionality (a semantic concept) with references/pointers (purely a machine concept). In Go, the requirement \"need (non-optional) a reference to ","author":"diarrhea","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616570"},{"id":"51052928-24ef-4ccf-9b16-37dd4951964c","source":"hackernews","source_id":"48616510","content_type":"comment","title":null,"body_preview":"Also known as contract programming vs. defensive programming. This argument is very old, is not specific to golang, and I have found myself on both sides at different points in my carreer.","author":"usrnm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616510"},{"id":"47d6c2b8-1f4b-4267-b2c9-58bea01a0ec6","source":"hackernews","source_id":"48617377","content_type":"comment","title":null,"body_preview":"Go is a very unique language in that it is the only language designed to make you understand the frustration of online dating.\nFirst, seduction, and then as it reveals how little it cares about you, e","author":"nilirl","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.08622555716212994,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617377"},{"id":"48d7c6ba-f0e5-4d3a-8a37-3893d58c8d04","source":"hackernews","source_id":"48616824","content_type":"comment","title":null,"body_preview":"I agree with first point “Nil Check on a Dependency” and disagree with 2nd point\n“Nil Check on a Dependency in the Constructor”, at least in the way it is described in article’s example.\nThe _paramete","author":"galkk","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616824"},{"id":"d0a5cb39-ee99-493e-8259-71e4b9c9c3c8","source":"hackernews","source_id":"48622796","content_type":"comment","title":null,"body_preview":"At a previous job, we introduced a simple Optional generic type, with JSON implementation, and it pretty much solved uncertain nil issues. Sometimes the solution is simple and boring.","author":"liampulles","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622796"},{"id":"49352e5a-9a32-4a86-9aef-d1d6f2397e25","source":"hackernews","source_id":"48616805","content_type":"comment","title":null,"body_preview":"I could have forgiven nil checks, but nil checks on interfaces elevated nils to a whole new level, which is annoying, but I do get where they were going with this: you should never nil check an interf","author":"Fire-Dragon-DoL","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616805"},{"id":"e121b141-793a-481d-b3f0-3caf767d4406","source":"hackernews","source_id":"48622612","content_type":"comment","title":null,"body_preview":"The design of error handling in Go is interesting because they wanted to force people to actually handle errors by returning them as values, but then you as the programmer have to decide whether an er","author":"retrodaredevil","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","natural_digressions","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622612"},{"id":"db5ae282-a629-4400-a3f2-de03bff76404","source":"hackernews","source_id":"48622835","content_type":"comment","title":null,"body_preview":"I am very ambivalent on this post. On one hand, I agree that excessive defensiveness stinks up a code base. On the other, I am a huge fan of local reasoning. Especially in the world of LLMs, I don't w","author":"zoogeny","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622835"},{"id":"fe6eb1ee-bcd8-4397-9cc4-f5ccc7a01829","source":"hackernews","source_id":"48616946","content_type":"comment","title":null,"body_preview":"The finding certainly chimes with my experience. A few deep breaths each with a slow release taking up to around twelve seconds almost always lowers my blood pressure sometimes by as much as 10 points","author":"vixen99","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.34150374992788435,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616946"},{"id":"583955ef-376c-43fa-be43-f9adab044713","source":"hackernews","source_id":"48617867","content_type":"comment","title":null,"body_preview":"<However, the same choice made calmly, under a more relaxed physiological state, may lead to a more optimal result>\nThe idiocy of thinking calmness leading to optimal results. Usually this comes from ","author":"elendilm","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617867"},{"id":"d8ae7562-a9db-4d39-a32d-5f8f6e450c7b","source":"hackernews","source_id":"48615534","content_type":"comment","title":null,"body_preview":"like inhaling a cigarette and slowly exhaling smoke.","author":"0ckpuppet","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615534"},{"id":"407d5575-d579-472c-8aef-8ed5570573e5","source":"hackernews","source_id":"48615960","content_type":"comment","title":null,"body_preview":"Something that yoga has propounded for centuries, been mocked and now science confirms it and the ignores the history and cultural practice.","author":"thesmtsolver2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615960"},{"id":"378cecdf-da34-4e10-a773-ed68a8053e39","source":"hackernews","source_id":"48615467","content_type":"comment","title":null,"body_preview":"So doing this Sudarshan Kriya helps ? Or we should avoid it ?\nhttps://www.aolresearch.org/published-research","author":"jaypatelani","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","synthetic_empathy","absence_of_personality"],"bot_score":0.22085180938154117,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615467"},{"id":"81ea08a1-5611-4fe6-95d4-0f6f190f242c","source":"hackernews","source_id":"48617237","content_type":"comment","title":null,"body_preview":"You can practice regulating exhale rate in a pool or bath by blowing bubbles. I find it helps with freediving exercises where you fix the number of breaths in between reps.","author":"agarttha","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617237"},{"id":"dc11df72-d87a-432c-9e69-ff6894ac64ff","source":"hackernews","source_id":"48615245","content_type":"comment","title":null,"body_preview":"i developed a health issue that has affected my breathing over the past few years and i am cognitively and emotionally destroyed, it has made me realize that breathing is really important","author":"k__o","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615245"},{"id":"27da145b-e048-4f74-8c28-298f9c7b556e","source":"hackernews","source_id":"48617759","content_type":"comment","title":null,"body_preview":"Slowed breathing with longer exhales makes a noticeable (5-10 bpm) decrease in HR during endurance bike rides. It’s interesting seeing it happen when the power output is the same.","author":"AaronAPU","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617759"},{"id":"08c2e035-897b-4ca0-8565-fb78cf6c12d7","source":"hackernews","source_id":"48616035","content_type":"comment","title":null,"body_preview":"But fear is often good. Breathing slow to counter your fear should only be done when you know it is an irrational fear.","author":"galaxyLogic","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.15476190476190474,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616035"},{"id":"c37f4f45-b4dc-4f8b-9e5b-cc4d30c07350","source":"hackernews","source_id":"48617106","content_type":"comment","title":null,"body_preview":"I've been practicing coherent breathing (6 breaths/min, equal inhalation and exhalation) to help with anxiety. I'm mostly going off a study[1] where participants who practiced coherent breathing 20 mi","author":"tmach32","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617106"},{"id":"02c9e4d8-ea5f-4607-bff0-d4db29327502","source":"hackernews","source_id":"48615290","content_type":"comment","title":null,"body_preview":"Weren't 90s of deep breathing supposed to remove all cortisol in the blood? This seems like an opposite result. Also a single prolonged breath was supposed to reset autonomic nervous system. Which res","author":"storus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.16058976412912193,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615290"},{"id":"dfb39f18-381f-4cc5-86d1-c40a10bd7a4c","source":"hackernews","source_id":"48615645","content_type":"comment","title":null,"body_preview":"Also try to make decisions ahead of time too. E.g. figure out what your opinion is before the meeting. Think like a pilot, don't let the plane do something you hadn't anticipated 5 minutes before (or ","author":"uberex","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.10752916801331155,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615645"},{"id":"efcb79ff-6349-40c5-a87d-f967cdc53896","source":"hackernews","source_id":"48614627","content_type":"comment","title":null,"body_preview":"I've found breathing exercises to be effective for the duration of the exercise, but I'm more interested in the possibility of training myself to adjust my respiration patterns over sustained duration","author":"ansk","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614627"},{"id":"1dcbc1f4-35c3-467c-be10-cab99b4f002e","source":"hackernews","source_id":"48614479","content_type":"comment","title":null,"body_preview":"\"When you feel so mad that you want to roar, take a breath and count to four.\" - Daniel Tiger's mom","author":"chopete3","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15206947844482194,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614479"},{"id":"90e96fd7-60f7-42a8-add3-371a36346212","source":"hackernews","source_id":"48614842","content_type":"comment","title":null,"body_preview":"Parasympathetic nervous activation increased risk-taking behavior? That's interesting/unexpected (at least to me). Also, this part caught my eye:\n> The selective impact of prolonged exhalation breathi","author":"cryzinger","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","synthetic_empathy","template_phrases","polished_first_draft"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614842"},{"id":"9fe19a32-a4b5-429b-8a8a-88eb6784c966","source":"hackernews","source_id":"48615483","content_type":"comment","title":null,"body_preview":"Slow breathing is also recommended for novices before public speaking, as it helps speakers overcome irrational physiological fear of facing people, the risk-taking shift is useful as it helps you spe","author":"Sam6late","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0.23447385717793046,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615483"},{"id":"cb8e2f3b-e1c4-4e74-a67c-5424d491a0d5","source":"hackernews","source_id":"48621973","content_type":"comment","title":null,"body_preview":"Do people care these days, I mean I have mine similar tool also at softcane/cc-blackbox","author":"pradeep1177","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.29699591672804493,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621973"},{"id":"52fe1324-289c-4f47-bff8-5302a3786d53","source":"hackernews","source_id":"48621463","content_type":"comment","title":null,"body_preview":"I'll give this a try. CC already has a good /remote-control feature along with the mobile app. But it recently stopped sending me notifications on Android so it's not much use anymore.","author":"felooboolooomba","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.08459703465824336,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621463"},{"id":"8a9d6bbd-7e63-4733-960e-93bd0592fa3a","source":"hackernews","source_id":"48622215","content_type":"comment","title":null,"body_preview":"I like the look of it - my main problem with remote control feature in CC is the inability to start a new terminal session on my computer - can I do that from Pulse?","author":"tomasz-tomczyk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_question"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622215"},{"id":"cf8cdcf0-98d7-4d33-8c1d-a4183bb83f19","source":"hackernews","source_id":"48621598","content_type":"comment","title":null,"body_preview":"Claude Code’s built-in remote control feature already does this and works reasonably well. https://code.claude.com/docs/en/remote-control","author":"cebert","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621598"},{"id":"89e79124-f15e-4dfb-8da4-dd025d722391","source":"hackernews","source_id":"48621188","content_type":"comment","title":null,"body_preview":"I’m not sure if you’re aware, but Claude Code’s built in remote control feature already lets you respond to permission prompts from the Claude app on your phone.","author":"m12k","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621188"},{"id":"547cedbe-12a5-4b0e-889b-daa48a86dcbb","source":"hackernews","source_id":"48618572","content_type":"comment","title":null,"body_preview":"Terry Davis implements a PID controller for a rocket in SimStructure: https://youtu.be/25hLohVZdME?t=207","author":"Geee","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency"],"bot_score":0.05943609377704335,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618572"},{"id":"1a45cbf3-9afb-445c-af18-658f4f2228c2","source":"hackernews","source_id":"48620858","content_type":"comment","title":null,"body_preview":"Jesus christ. The wretched control system paper we had for B-Tech computer science!\nThe text book jumped right on to the integrals and derivations without even a whisper on what the thing is supposed ","author":"qsera","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","personal_anecdote","platform_fluency","emotional_authenticity"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620858"},{"id":"f6130550-4339-4b6a-8554-7cee94f9f15c","source":"hackernews","source_id":"48618416","content_type":"comment","title":null,"body_preview":"PIDs are great but notoriously hard to tune. They require deep insight into the underlying physical phenomena to get right. They are also rather rigid and cannot adjust well to a changing environment ","author":"glitchc","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","template_phrases","over_qualification","polished_first_draft"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618416"},{"id":"465a71e6-7d32-4dcf-8293-8bd2c98e7953","source":"hackernews","source_id":"48616105","content_type":"comment","title":null,"body_preview":"Obligatory link to PID without a PhD: https://www.wescottdesign.com/articles/pid/pidWithoutAPhd.pd...","author":"RossBencina","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.07601799534518681,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616105"},{"id":"b369664c-724b-45d3-b70e-f5d1c5098bdf","source":"hackernews","source_id":"48618780","content_type":"comment","title":null,"body_preview":"Thanks to the advice of a colleague who had studied control theory, I once used PID controllers to manage autoscaling compute resources downstream of a lot of message queues. We used plenty of more ty","author":"zbentley","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","niche_expertise","natural_digressions"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618780"},{"id":"a202f4b7-870c-4c6e-8be1-dd122f8ad81d","source":"hackernews","source_id":"48618901","content_type":"comment","title":null,"body_preview":"I did a lab exercise (part of physics curriculum) with a PID controller once. It controlled a small electric motor with a small flywheel (i.e. not much inertia). We hand-tuned the parameters with pote","author":"ahartmetz","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618901"},{"id":"262f6094-aeff-40d9-9dc9-511786ff8b13","source":"hackernews","source_id":"48616155","content_type":"comment","title":null,"body_preview":"Honest question: are wiki links to any technical topic post worthy now?","author":"boguscoder","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616155"},{"id":"4f412d2e-75c4-4bf9-9422-59dab7302abe","source":"hackernews","source_id":"48619393","content_type":"comment","title":null,"body_preview":"My personal exposure to the PID algorithm was my GPU fan. There is supposed to be some sort of internal fan curve to control it's speed but mine was not working, crashes everywhere. I Could still set ","author":"somat","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","niche_expertise","natural_digressions","platform_fluency"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619393"},{"id":"a8c14721-7d19-4ed7-9a5c-ef23d8d09fc5","source":"hackernews","source_id":"48616605","content_type":"comment","title":null,"body_preview":"I used it in metal detector (direct frequency measurement kind). It works really well. I (and you probably too) half assed pid controllers before you even know what it is. But it makes perfect sense. ","author":"dvh","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1045432010223939,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616605"},{"id":"bcf3879a-c452-4eeb-943d-00872cef5856","source":"hackernews","source_id":"48616118","content_type":"comment","title":null,"body_preview":"The fascination of programmer types with classical control and estimation topics is endlessly interesting as someone who studied control and estimation and hangs out here for interest in the programmi","author":"_kulang","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616118"},{"id":"6432d3a2-0726-451f-97f3-03c46b303958","source":"hackernews","source_id":"48619416","content_type":"comment","title":null,"body_preview":"For a robotic BLDC motor velocity control application, I moved to using a linear ADRC (Active Disturbance Rejection Control) [0] controller. It is not much more complex to implement that a PID, but at","author":"chrisb","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","personal_experience","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619416"},{"id":"cb403437-d204-4518-bc03-e7fb2228f51a","source":"hackernews","source_id":"48620547","content_type":"comment","title":null,"body_preview":"I'm curious if there's more than one way to achieve this.\nCreating a single VM, with vm within vm (performance hit would be negligible for the orchestration work of agents), and it might offer some al","author":"j45","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.20845200959307122,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620547"},{"id":"5f9a70d1-f7a6-4acf-95c8-f98bc16d9277","source":"hackernews","source_id":"48617513","content_type":"comment","title":null,"body_preview":"Tangentially, in theory, k3s + kubevirt + microvms sounds like the optimal combination for lightweight but isolated deployment.\nDoes anyone have experience with that?","author":"mkesper","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617513"},{"id":"965c9510-b01e-4e3d-a8fd-bd6f980059b2","source":"hackernews","source_id":"48619506","content_type":"comment","title":null,"body_preview":"Not running a Proxmox system, would it be possible to setup something similar directly with QEMU?","author":"fransje26","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619506"},{"id":"15c5566b-7335-4b26-bdfa-384ced5c8902","source":"hackernews","source_id":"48618303","content_type":"comment","title":null,"body_preview":"One of my Proxmox hosts is glacially slow at running VMs. (Dell R520; I have a same-generation server that is fine at VMs, so not sure what the root cause is). I wonder if this would help performance.","author":"LorenDB","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618303"},{"id":"dd577676-8237-4722-9082-789d00901df0","source":"hackernews","source_id":"48617723","content_type":"comment","title":null,"body_preview":"Wow thats pretty cool. Even with plan9 images!\nI would love to use this in production, but dont know how much it can break things. Proxmox should just implement this in mainline.","author":"dobin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617723"},{"id":"8af6bf49-6094-4e92-93e6-49b31c3ea020","source":"hackernews","source_id":"48619712","content_type":"comment","title":null,"body_preview":"Am I understanding the ballooning part right that this doesn't allocate all of the VM memory from the host until it's needed, and releases memory automatically when it's not needed anymore? So you can","author":"sorenjan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.1433034169150671,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619712"},{"id":"ccc3e714-3bce-4f53-b59f-0e14546c9861","source":"hackernews","source_id":"48619304","content_type":"comment","title":null,"body_preview":"Thanks for the write-up, I like the integration in the Proxmox VE environment.\nGiven some similarities, I’d like to briefly mention `krun` here. Although it’s an OCI-compatible container runtime, it u","author":"tobwen","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":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619304"},{"id":"5f1a7138-0627-4792-8e48-cc4ebe6ebd07","source":"hackernews","source_id":"48620334","content_type":"comment","title":null,"body_preview":"proxmox has been great although it comes with a learning curve\nback when I used to use cursor I build this mcp but it should work for codex or claude\nit lets me easily spin up vms with specs\nits tough","author":"agentifysh","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","personal_anecdote"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620334"},{"id":"93b24496-ccc5-4bf7-96e2-0dc1665ff936","source":"hackernews","source_id":"48621700","content_type":"comment","title":null,"body_preview":"Very interesting work on microvms there. I would add that removing any kind of storage or file-system interaction is reachable for even faster bringup and removing the risk of attacks needing some for","author":"touisteur","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621700"},{"id":"aaf676df-4a4c-47f8-bf56-8a1074ec66b3","source":"hackernews","source_id":"48620178","content_type":"comment","title":null,"body_preview":"< 300ms boot with HW isolation sounds very nice but the pve-daemon patching approach is risky and might break at every eye-blink.","author":"mtron_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620178"},{"id":"af65f430-c309-458a-a8e8-ae7897457cbd","source":"hackernews","source_id":"48615252","content_type":"comment","title":null,"body_preview":"I see Proxmox blog post I upvote.\nI’ve also been wanting a setup like this but don’t have to courage to use pve-microvm. First class microVM support would be very nice.","author":"cedws","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","expressed_opinion"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615252"},{"id":"bd9920f0-4e46-4d05-8620-cf6e3fde0916","source":"hackernews","source_id":"48617972","content_type":"comment","title":null,"body_preview":"This is clever work, especially given that Proxmox is already a very viable VMware replacement and wasn’t originally designed around microVMs as the primary abstraction. I’m glad this is working well ","author":"alexellisuk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617972"},{"id":"61b504db-d9b9-40e5-97d9-4d8c2e0b55f2","source":"hackernews","source_id":"48623340","content_type":"comment","title":null,"body_preview":"Any issues with new docker sandboxes? They are microvm.","author":"aborsy","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","human_indicator_present"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623340"},{"id":"b716c402-770f-4cf4-bf81-31becffd465a","source":"hackernews","source_id":"48617992","content_type":"comment","title":null,"body_preview":"I was just looking into microvm (via microvm.nix) to isolate coding agents. While the machine starts quickly, as in the article, the userspace (nixos) takes much longer. I'd probably need to spend som","author":"wereHamster","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617992"},{"id":"15faaf28-4f18-41b3-a287-041ea98debef","source":"hackernews","source_id":"48619853","content_type":"comment","title":null,"body_preview":"My favorite microVM discovery recently has been tools built around libkrun. See smolvm[0].\nThe killer feature still missing from microVMs for me is the ability to enable CUDA support without passing t","author":"apitman","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinions","imperfect_expression"],"bot_score":0.07561798888642698,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619853"},{"id":"f0068e57-4747-421b-8ee3-81cb852bf17e","source":"hackernews","source_id":"48617598","content_type":"comment","title":null,"body_preview":"FWWI, we did evaluate and benchmark microVMs back in 2020. Back then it was not really seen worth it the maintenance cost compared to what it brought to the table, but it makes sense to re-evaluate th","author":"tlamponi","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","opinion_and_preference","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617598"},{"id":"db00943c-2505-495f-9483-d959abca9ba4","source":"hackernews","source_id":"48621665","content_type":"comment","title":null,"body_preview":"This is too cool for the current state of humanity.","author":"llagerlof","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity"],"bot_score":0.125,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621665"},{"id":"5ddd8f9e-f3b0-4f3a-b1b1-d77052d90e34","source":"hackernews","source_id":"48615614","content_type":"comment","title":null,"body_preview":"Make a MapleStory-like one where each website can design their own room, and you can kill mobs and bosses and stuff. It would be neat if the characters and items persisted between.\nEdit: a super smash","author":"aetherspawn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615614"},{"id":"10a20313-a362-48a0-b91c-843f803cdb27","source":"hackernews","source_id":"48615090","content_type":"comment","title":null,"body_preview":"I've always wondered if we could find a way to add content website's content without it turning into a shitshow. MLS listings / Zillow is an interesting use-case. A realtor might describe something as","author":"hallman76","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615090"},{"id":"b27d68a7-dc2d-4c2f-be50-ca486135a392","source":"hackernews","source_id":"48614594","content_type":"comment","title":null,"body_preview":"I love the idea! The next step is to add role play games in town squares.","author":"oraziorillo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614594"},{"id":"273cfef0-728a-4df0-9444-6964db8e49fd","source":"hackernews","source_id":"48615824","content_type":"comment","title":null,"body_preview":"> A problem repeatedly occurred on https://cauenapier.com/\nPeople are flooding the channel with messages, causing the widget to use too many resources on ios; and the website is being endlessly reload","author":"thih9","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.09731500865322072,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615824"},{"id":"b00d59bf-3384-4305-b387-ab3255ec98bf","source":"hackernews","source_id":"48619882","content_type":"comment","title":null,"body_preview":"I messed around some, talked to two people.  Watched the birds fly.\nI did the \"go to next town\"  It worked, but then I got to (https://emilesilvis.com/) and got stuck.  The Town Square is in 1/2 the p","author":"AstroJetson","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619882"},{"id":"a85ae4b1-f5e4-4db5-96b0-c884299e34ea","source":"hackernews","source_id":"48614298","content_type":"comment","title":null,"body_preview":"Neat idea! It's simple but very effective - and I really enjoy the detail of the benches and the tree. Very nice.\nI wouldn't add it to any of my sites due to the unmoderated nature of it - seeing some","author":"monkeymeister","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614298"},{"id":"26c379af-d5f5-440a-8fd8-08f9013f4215","source":"hackernews","source_id":"48614268","content_type":"comment","title":null,"body_preview":"> NOTE: This project has been mostly vibe-coded\nI deeply appreciate the honesty here. I’ll pass based on the vibecodedness of it but perhaps it won’t be a dealbreaker for others.","author":"loloquwowndueo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.10062364331576944,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614268"},{"id":"f733c55d-dca1-4259-9ca4-30153ff393f2","source":"hackernews","source_id":"48615228","content_type":"comment","title":null,"body_preview":"Love the idea. Could use some filters and stale (sleeping) clients could get removed quicker.\nAlso, it seemed to be disconnecting quite often, maybe a hug of death thing.","author":"simondanerd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615228"},{"id":"3de7ae73-0f84-4c4b-957a-8085787d8d65","source":"hackernews","source_id":"48615682","content_type":"comment","title":null,"body_preview":"I love the idea, but it’s a real shame how people are using it. I wonder if AI can moderate it for offensiveness and spam prevention","author":"dawie","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615682"},{"id":"507ecf09-f9ff-4c1b-a968-4560579babf5","source":"hackernews","source_id":"48615575","content_type":"comment","title":null,"body_preview":"Matt Webb made a version of this (and wrote about it) a while back—Cursor Party: https://interconnected.org/home/2024/09/05/cursor-party\nI contemplated implementing it on my site for a while but decid","author":"figbert","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","personal_anecdote","natural_expression"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615575"},{"id":"680dd1aa-5239-4178-8a4e-56c321e30014","source":"hackernews","source_id":"48618825","content_type":"comment","title":null,"body_preview":"This is really cool. Is there anyway to keep some people off my small part of the webverse?\nHaving read some of the comments, I'd happily use if there was a way to blast (prefarably with a Doom shotgu","author":"TheAtomic","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","strong_opinions"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618825"},{"id":"dc771e79-4aed-48ee-a69a-946e772d391e","source":"hackernews","source_id":"48615111","content_type":"comment","title":null,"body_preview":"There was a thing from the 90s kind of like this called Third Voice. It was a cool idea, but I remember there being a lot of backlash from brands.\nhttps://en.wikipedia.org/wiki/Third_Voice","author":"afpx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615111"},{"id":"ff2c13fd-aaf1-4743-bbb1-b3109413d814","source":"hackernews","source_id":"48615423","content_type":"comment","title":null,"body_preview":"Moderation moderation moderation . It’s a big problem\nI have similar moderation concerns in my browser game/engine but I only ban offensive slurs not swears, but I give no visual affordance that the w","author":"purple-leafy","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.06202647322488849,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615423"},{"id":"6c3f456b-9d48-412c-a208-21831cfe3610","source":"hackernews","source_id":"48615311","content_type":"comment","title":null,"body_preview":"I made something similar last year: A p2p chat popup (that sits on bottom right of the page as a bubble) that allows all visitors to chat with each other. It had simple keyword based moderation in-bui","author":"freakynit","classification":"human_created","confidence":0.85,"indicators":["personal_anecdote","technical_details","natural_digression"],"bot_score":0.08780424923791517,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615311"},{"id":"0039a559-463d-4867-8157-619f0c7e4f24","source":"hackernews","source_id":"48615733","content_type":"comment","title":null,"body_preview":"The contrast between the example screenshots and the standard internet behavior in the live demo is hilarious","author":"thatguysaguy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615733"},{"id":"f12ee19f-e747-46b7-927a-b2875e597abc","source":"hackernews","source_id":"48618441","content_type":"comment","title":null,"body_preview":"I'm interested in trying a moderation scheme that puts the power in the receiving client, with opinionated defaults. Let the client filter for itself, mute users for itself, and make users invisible t","author":"furyofantares","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.11130398024944144,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618441"},{"id":"e984050b-9747-4316-a2a3-fc13965c6e9b","source":"hackernews","source_id":"48618211","content_type":"comment","title":null,"body_preview":"Oh how fun. \nSadly I went there and someone has botted it with “dick and balls” constantly being spammed by multiple people.\nBut that’s to be expected when something gets attention. On other sites I c","author":"justeoghan","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618211"},{"id":"e25a6c57-a06f-484a-8ccc-8af993be98f2","source":"hackernews","source_id":"48616317","content_type":"comment","title":null,"body_preview":"Love it, also love that there's one HN visitor just hanging out typing \"dick and balls\" over and over again. That's unmoderated anonymous public squares for you","author":"swiftcoder","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.08977963294158627,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616317"},{"id":"b4e7d75c-1287-4005-b60d-2443b99983b3","source":"hackernews","source_id":"48614553","content_type":"comment","title":null,"body_preview":"I just took a look at the page's own 'town square'. At the moment, it's largely full of people saying offensive things for the sake of it.","author":"lambdaone","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","terse_replies"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614553"},{"id":"864834d9-945d-40d8-9bf6-1aef9d8365be","source":"hackernews","source_id":"48617674","content_type":"comment","title":null,"body_preview":"Today I have simply given up trying not to share my personal information. What I do instead is simply blocking all ads and don’t use apps/websites that can’t be used without ad blocking. They may have","author":"cocoto","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617674"},{"id":"0a9d977a-08b3-4a0f-beaf-20a9777c7e6a","source":"hackernews","source_id":"48619887","content_type":"comment","title":null,"body_preview":"Huh, I was under the impression that Apple protected us against all this through the app store review process.","author":"amelius","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.12295726910471227,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619887"},{"id":"0bb90e25-c885-4d64-8f90-b6a323c1c27f","source":"hackernews","source_id":"48616254","content_type":"comment","title":null,"body_preview":"/me wonders of the privacy label should actually mention that it reads everything and the kitchen sink!!!","author":"lencastre","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.17640736493709677,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616254"},{"id":"22b07442-19d1-439b-956e-654493eac4d9","source":"hackernews","source_id":"48616449","content_type":"comment","title":null,"body_preview":"Privacy is a real issue! Does the iOS allow an ext dev app to read its system info? If yes, does it easily comply?","author":"VaradD09","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616449"},{"id":"49fc2a7b-78ce-48fe-adf4-78184c53e2cd","source":"hackernews","source_id":"48615426","content_type":"comment","title":null,"body_preview":"Sweet, been wanting this a while. Just mentioned last month and here it is! https://news.ycombinator.com/item?id=48187972","author":"Barbing","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.07588643722464929,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615426"},{"id":"af51463c-7544-40c3-bfff-a4449ecc627b","source":"hackernews","source_id":"48615224","content_type":"comment","title":null,"body_preview":"This is why I avoid installing apps and don’t have a lot of them.","author":"api","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615224"},{"id":"0e3b7643-e252-499c-9c67-cf35ba283f10","source":"hackernews","source_id":"48619781","content_type":"comment","title":null,"body_preview":"Wonder if there's anything like this for Android? If not, it might make for a pretty fun/interesting side project","author":"hrideshmg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619781"},{"id":"a7a0bd5c-62eb-4285-9a72-dbfe816466d3","source":"hackernews","source_id":"48618036","content_type":"comment","title":null,"body_preview":"I must say, I like the Mysk team, and wish them well; AI or not.\nIt seems a bit quixotic, but anything that goes against $_BIGCORP is tilting at windmills, anyway.\nOf course, the one narrative I almos","author":"ChrisMarshallNY","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","natural_digressions","absence_of_ai_indicators"],"bot_score":0.1430121511503383,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618036"},{"id":"22c44440-36c6-48e4-b8ed-77ec137cedf5","source":"hackernews","source_id":"48620716","content_type":"comment","title":null,"body_preview":"On a tangential point, one thing that should definitely not be possible for apps these days is determining whether you enabled a VPN. AFAIK, it’s possible indirectly in iOS by enumerating network inte","author":"phmx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620716"},{"id":"6badeba2-2d33-442d-b3b7-e57f26be8efc","source":"hackernews","source_id":"48619446","content_type":"comment","title":null,"body_preview":"Holy cow, did not know ios lets apps access so many finger printable information such as apps installed, last wipe and number of copy actions.   \nInstalled the browser as I am confident it will be goo","author":"kamyarg","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619446"},{"id":"601f78be-404b-4d33-8ee0-7fc28f0e3479","source":"hackernews","source_id":"48616843","content_type":"comment","title":null,"body_preview":"Is something similar already available for Android phones?","author":"jiri","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616843"},{"id":"a1d47963-4f46-44b5-ab38-cede0f89d891","source":"hackernews","source_id":"48616439","content_type":"comment","title":null,"body_preview":"Why does a random app (with no special permissions given to it) get access to so much info, and why doesn't Apple tell users this (important) info? Why can't Apple make a long list of check boxes so u","author":"nomilk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616439"},{"id":"51c5c1f6-0719-42d6-9ff8-90faa99dad7b","source":"hackernews","source_id":"48615833","content_type":"comment","title":null,"body_preview":"This is excellent. Seeing this makes me appreciate how much visual awareness tools like this are needed.\nI built something similar, for the web. https://neberej.github.io/exposedbydefault/\nGithub: htt","author":"coffeecoders","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.10498589592716362,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615833"},{"id":"746a15a5-cf5d-49e0-b06b-0b2f3dd133f0","source":"hackernews","source_id":"48616251","content_type":"comment","title":null,"body_preview":"For anyone without an iPhone or doesn't want to install the app you can see a demo here (same video different platforms):\nhttps://odysee.com/@techlore:3/permission-not-required-the-o...\nhttps://www.yo","author":"Cider9986","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13660618338558025,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616251"},{"id":"0894a17a-a45e-40a1-a7ed-2c5411ca6d74","source":"hackernews","source_id":"48615037","content_type":"comment","title":null,"body_preview":"Volume creation date is pretty egregious. I don't see any reason that and Pasteboard changeCount should be so granular.\nThe \"Installed Apps Probe\" leak also surprised me. It is better than the current","author":"RedComet","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615037"},{"id":"b5e60e31-1e93-4dae-be4b-9d50a99d9082","source":"hackernews","source_id":"48616635","content_type":"comment","title":null,"body_preview":"One correction to some comments here: an iOS app cannot list all apps that are installed. You can only check for specific apps/schemes (LSApplicationQueriesSchemes) by specifying apps you are looking ","author":"aggregator-ios","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616635"},{"id":"81a50dfd-32d6-407b-bcc8-7540c44f67fa","source":"hackernews","source_id":"48614731","content_type":"comment","title":null,"body_preview":"Damn. The \"iPhone last setup or erased on ...\" is really nasty. What can a user really do about that? I feel like this should be fudged somehow by the OS.","author":"regecks","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614731"},{"id":"1c2e85ef-f851-420b-ae06-328c890f5a87","source":"hackernews","source_id":"48616478","content_type":"comment","title":null,"body_preview":"I don't understand why internet access isn't opt-in for apps. Preventing exfiltration would prevent much of this harm, and most apps don't have any need to access the internet in the first place. Why ","author":"throwaway27448","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616478"},{"id":"455c5c3e-4752-47ed-9b49-6e565cf28f86","source":"hackernews","source_id":"48617905","content_type":"comment","title":null,"body_preview":"Part of the issue is developers imagining a theoretical solution to a wider problem than CORS is trying to solve.\nOnce you understand that it's onlying to solve problems that happen in a user's compli","author":"dofm","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.10828917413764737,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617905"},{"id":"8a2fc2de-f2f9-4372-ad0d-76e68ff7f19f","source":"hackernews","source_id":"48621772","content_type":"comment","title":null,"body_preview":"The fact that the top comment [1] sparks a thread debating how CORS does / doesn't work is a great argument in favor of the original title.\n[1] https://news.ycombinator.com/item?id=48616086","author":"themanmaran","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621772"},{"id":"217e8380-c81b-49e8-90ef-1cefa8f6d8b9","source":"hackernews","source_id":"48617644","content_type":"comment","title":null,"body_preview":"CORS seems to be the Offside rule of the webdev world.\nI wonder if much of that misunderstanding comes from the threat model being quite unusual and not always easy to understand.\nFor starters, there ","author":"xg15","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","niche_expertise","absence_of_ai_signals"],"bot_score":0.12553058890278804,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617644"},{"id":"0fde638a-a651-436b-a2bc-b65227be5fe2","source":"hackernews","source_id":"48615385","content_type":"comment","title":null,"body_preview":"From my experience, the reason CORS is hard to understand is that it's somehow inverted from the default \"shape\" of security in web dev.\nWe easily form the intuition of the client being a by-default u","author":"frogulis","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615385"},{"id":"93769918-eae9-405a-a85d-e3a78379a931","source":"hackernews","source_id":"48619501","content_type":"comment","title":null,"body_preview":"I did not really understand CORS until I sat down and wrote a server implementation of it and had to think hard about \"what hooks should be exposed to developers for controlling it?\"\nMost of us I thin","author":"revetkn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619501"},{"id":"7cd6528a-2db5-4706-84de-fa8e6a25b7a2","source":"hackernews","source_id":"48615979","content_type":"comment","title":null,"body_preview":"- cors docs are written either from solution or implementation point of view, not the \"why this exists, and how we successively deal with bad actors trying to game cors\", cors RFC is terse\n- protocol ","author":"kartoshechka","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced","human_indicator_opinion"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615979"},{"id":"eecaac9d-f24a-473c-a6f9-00e1c4993669","source":"hackernews","source_id":"48616053","content_type":"comment","title":null,"body_preview":"Issue is that for most projects CORS is set and forget. You don’t run into it once a month or even once a year - you run into it when setting up new project from scratch.\nMany or most developers work ","author":"ozim","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","imperfect_expression"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616053"},{"id":"e943955d-0c3a-4d0f-bb5e-4ba0a15b5302","source":"hackernews","source_id":"48621556","content_type":"comment","title":null,"body_preview":"I think part of what makes CORS hard to remember is the amount of conditional branches it contains, which partially stems from being modeled to have backward compatibility with HTML forms (which defin","author":"almog","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621556"},{"id":"e6751b9c-2cb1-4c00-b495-0093670bbb0b","source":"hackernews","source_id":"48615286","content_type":"comment","title":null,"body_preview":"Sometimes I'm not even sure what I truly 'understand.' \nWhen even senior engineers working on products used by hundreds of millions of people, like Zoom, have had these kinds of issues, it makes me wo","author":"jdw64","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.2197224330712273,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615286"},{"id":"f3d4271b-ae6a-4e23-8c10-fb4c2b34628e","source":"hackernews","source_id":"48616906","content_type":"comment","title":null,"body_preview":"This blog post is very misleading.\n> So what would a secure implementation of this feature look like? The webserver listening in on localhost:19421 should implement a REST API and set a Access-Control","author":"StrauXX","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinions","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616906"},{"id":"cab32433-f81c-45e9-9e94-ae56a776812f","source":"hackernews","source_id":"48620073","content_type":"comment","title":null,"body_preview":"I understand how the Same Origin Policy protects browsers from executing malicious scripts. I also understand how the Access-Control-Allow-Origin header can be used by servers to declare additional or","author":"default-kramer","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620073"},{"id":"ef3c6c4f-3d01-410b-b82c-b781f3c929db","source":"hackernews","source_id":"48616113","content_type":"comment","title":null,"body_preview":"I'm one of them. CORS is THE topic that I have to get a refresher for periodically. It's like I forget about it, it never sticks. I'm a backend developer so I never encounter any cors issues. Maybe th","author":"mparnisari","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616113"},{"id":"9d04cbd3-462f-453f-93f9-c8a98c5d0feb","source":"hackernews","source_id":"48615168","content_type":"comment","title":null,"body_preview":"The only thing I remember about CORS is that it takes way longer than expected to debug, by design the error messages sent to the browser are intentionally gutted, and CORS error scenarios are hard to","author":"piyh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615168"},{"id":"67d65aca-56d8-495d-a398-fda17fbef16e","source":"hackernews","source_id":"48616697","content_type":"comment","title":null,"body_preview":"It was pretty amusing reading the comment section so I'll chime in: SOP protects you (the browser) from leaking information to websites that should not be able to access that information and CORS allo","author":"himata4113","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","technical_explanation_with_analogy","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.13863419166843244,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616697"},{"id":"ec2d94ed-feb1-4de8-bdfe-f59d4a2568de","source":"hackernews","source_id":"48618376","content_type":"comment","title":null,"body_preview":"To understand CORS, you have to understand the Same Origin Policy.\nIf you find CORS difficult to understand, particularly the question of \"why do we need this?\", I suggest starting here: https://devel","author":"simonw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12198005339406692,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618376"},{"id":"0d455d06-0933-4a37-a04b-6cd3ae408021","source":"hackernews","source_id":"48622754","content_type":"comment","title":null,"body_preview":"I read through the comments to make sure I wasn’t the only one…Nobody understands CORS because it’s too complicated and too conflicting. The standards and the headers are always changing too, so mostl","author":"temporallobe","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622754"},{"id":"5e30e05e-60c9-476d-bb1b-d6ae724bee50","source":"hackernews","source_id":"48616542","content_type":"comment","title":null,"body_preview":"I think this is legitimately the least informed HN comment section I've ever seen. Entirely proving the author's point.","author":"kittywantsbacon","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616542"},{"id":"956e51b8-48e4-4fce-96d7-32d3b7e8e329","source":"hackernews","source_id":"48615354","content_type":"comment","title":null,"body_preview":"It's not just CORS that's hard to understand. Many (most?) developers don't really understand the threat model. And even when it's explained it hard to see why it's a big deal. Part of this is that ba","author":"encomiast","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft","human_indicator_niche_expertise","human_indicator_opinion_on_topic"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615354"},{"id":"05924e39-bddd-40bd-8e40-fafc8eb6e7eb","source":"hackernews","source_id":"48615990","content_type":"comment","title":null,"body_preview":"I wish more people read the CORS article on MDN[1] which helped me a lot at the time when I was trying to understand it. I knew some people had trouble with CORS but had no idea it was this bad, going","author":"supriyo-biswas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48615990"},{"id":"1c4c06fb-dbec-40ca-ba8c-7ad4c797bbf6","source":"hackernews","source_id":"48616086","content_type":"comment","title":null,"body_preview":"Even TFA seemingly doesn't understand CORS. Or at least misreprents it grossly:\n> The webserver listening in on localhost:19421 should implement a REST API and set a Access-Control-Allow-Origin header","author":"muvlon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","technical_depth"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616086"},{"id":"b38a7569-0bb7-4e52-b1ed-afbc7a2692d8","source":"hackernews","source_id":"48614909","content_type":"comment","title":null,"body_preview":"How about loosening restrictions on deer hunting as part of the policy change to reduce deer populations and, consequently, tick populations, that Governor Healey grandstanded^H^H^H^H^H^H^H^H^H spoke ","author":"viccis","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","opinion_expressed"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614909"},{"id":"6b8cbe25-a5f8-470e-a6ea-aea83bb22195","source":"hackernews","source_id":"48617946","content_type":"comment","title":null,"body_preview":"TLDR: A startup called LymeAlert is launching a $40 at-home test (August 2026) that tells you in 15 minutes whether a tick carries Lyme disease. You grind the tick in a container, insert a chemical st","author":"royosherove","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","balanced_information","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617946"},{"id":"f4137922-3929-4386-83b9-fd0839b98155","source":"hackernews","source_id":"48618894","content_type":"comment","title":null,"body_preview":"We are giving our dog Fluralaner/Bravecto[1] against ticks which paralyzes and kills them when they bite, drastically reducing potential exposure to Lyme disease. Unfortunately not approved for humans","author":"josters","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","platform_fluency","strong_opinions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618894"},{"id":"ef2ff77b-0f86-46bd-b484-5d9eec383f77","source":"hackernews","source_id":"48617703","content_type":"comment","title":null,"body_preview":"Growing up in the UK, I never thought about ticks, ever. I then moved to Poland, and remember thinking the Poles were crazy for worrying about tall grass all the time. It was a huge 'wtf are you doing","author":"gaiagraphia","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617703"},{"id":"f36ba87d-b0bb-4711-8214-ebe349afcaea","source":"hackernews","source_id":"48622508","content_type":"comment","title":null,"body_preview":"It might be irrational but ticks terrify me (grew up in the Northwest where they aren’t so much a thing) and make me want to avoid moving to the East entirely","author":"cheesecakegood","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency"],"bot_score":0.2170760068182421,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622508"},{"id":"372e6232-9567-4c08-834b-3f6cfa58231d","source":"hackernews","source_id":"48619867","content_type":"comment","title":null,"body_preview":"\"LymeAlert seeks to help people avoid the cost and the wait of going to the emergency room after being bitten by a tick\"\nI might be mistaken, but I don't think you should go to the emergency room with","author":"poszlem","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619867"},{"id":"de8ca4d8-af68-4d65-9443-8975161d0e43","source":"hackernews","source_id":"48617810","content_type":"comment","title":null,"body_preview":"it's good to have test for Lyme in case of strange symptoms (joint pain etc.) but check for alpha-tryptasemia which is more probable (5% people have it).","author":"skirge","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617810"},{"id":"865d076b-58dc-409a-8102-87d5fa2e959c","source":"hackernews","source_id":"48618978","content_type":"comment","title":null,"body_preview":"Fancy! One can buy a pack of 3 for 30€ in Germany, which detect multiple types of borrelia bacteria ...","author":"jaeckel","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618978"},{"id":"e76a6e02-c8b8-4465-97b5-26faf808943a","source":"hackernews","source_id":"48618733","content_type":"comment","title":null,"body_preview":"My pet theory is that lyme disease coevolved to make mamals \"addicted\" to ticks. Every reinfection and the resulting fever-body pyrolysis, resets the infections malaise sideffects for a while. Thus, i","author":"warumdarum","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0.17561455604530865,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618733"},{"id":"ad483d2c-486a-401e-8855-46f4fc4bc5d3","source":"hackernews","source_id":"48621947","content_type":"comment","title":null,"body_preview":"How effective do you think this test will be?\nIs the reactive strip used in the kit an existing, well-proven product?","author":"rkagerer","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.12630021502661815,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621947"},{"id":"898230f5-2863-49f3-969f-0f67f3b382dd","source":"hackernews","source_id":"48614917","content_type":"comment","title":null,"body_preview":"I like that it involves grinding up the tick.  Just deserts.","author":"daemonologist","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614917"},{"id":"e33694f3-1ab6-475e-a8aa-7ec8aa5e2ac4","source":"hackernews","source_id":"48621754","content_type":"comment","title":null,"body_preview":"Pfizer recently released that they’re planning to send in their new Lyme vaccine to regulatory authorities after their phase 3 study: https://www.pfizer.com/news/press-release/press-release-deta...","author":"mfi","classification":"human_created","confidence":0.7,"indicators":["sharing_external_link","concise_statement"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621754"},{"id":"e1707ed7-e1ad-40a9-af92-67b250d0bb3f","source":"hackernews","source_id":"48614755","content_type":"comment","title":null,"body_preview":"I always keep doxycyline around take a couple whenever I find a deer tick on me.\nhttps://www.ncbi.nlm.nih.gov/books/NBK545493/table/rc1121.ap...","author":"billfor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614755"},{"id":"6eaeea1c-be31-45c4-a17f-e9321512697b","source":"hackernews","source_id":"48614675","content_type":"comment","title":null,"body_preview":"https://lymealert.com/how-it-works/\nI’m not optimistic this will be all that helpful. Just because the tick you found is negative, that tells you nothing about those you did not find. Just because a t","author":"mgerdts","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614675"},{"id":"223288db-91f4-4614-a806-f3e6b5bbab02","source":"hackernews","source_id":"48616517","content_type":"comment","title":null,"body_preview":"I didn’t discover that ticks were a problem until I was in my mid 20s, and had been rolling around in deer-filled brush for years. Either I got very lucky, or have a chronic tick-borne disease.\nI’ve b","author":"beaker52","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616517"},{"id":"43c34b8f-d172-4e7c-aa3e-a19cf676af9a","source":"hackernews","source_id":"48616981","content_type":"comment","title":null,"body_preview":"shameless plug, been working a a voxel editor to create voxels that you could use to decorate a home for a a little creature you have to take care of(a la sims). if anyone has some feedbacks, would be","author":"eric_khun","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","self_reference","original_commentary"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616981"},{"id":"cb8a6bb3-636b-427c-bf38-a9ac245e2e30","source":"hackernews","source_id":"48617165","content_type":"comment","title":null,"body_preview":"A voxel world is a pretty good sales pitch for APL: the weird-looking part is the notation, not the model.","author":"Littice","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.08050405259559791,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48617165"},{"id":"fd731382-1dab-427a-b145-41e7871e75da","source":"hackernews","source_id":"48621801","content_type":"comment","title":null,"body_preview":"It would be nice to know how fast it is in comparison to a similar voxel engine written in a language like C++ or Rust.","author":"Panzerschrek","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15192599609240512,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621801"},{"id":"e73d0ecd-f22b-4320-bfc7-854984ee035d","source":"hackernews","source_id":"48616860","content_type":"comment","title":null,"body_preview":"APL game engine is indeed an unusual thing. I don't know much about APL, and never used it (toyed with J back in the days though). I am really interested in the development process and the challenges ","author":"Vedor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","genuine_specificity"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48616860"},{"id":"1ba78c01-e396-421c-9a04-622a444601bd","source":"hackernews","source_id":"48623382","content_type":"comment","title":null,"body_preview":"\"Socialist mayor attacks property owners any way he can and nobody's sure why that has a downstream effect. It's a deep mystery.\"","author":"RagnarD","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623382"},{"id":"f6393e00-da19-4ebc-87f7-924eb3950247","source":"hackernews","source_id":"48623438","content_type":"comment","title":null,"body_preview":"I'd say rent collections are down because those who play with the thought of 'rent striking' are more inclined to do so now that a 'democratic socialist' has been voted into power on a wave of 'rent f","author":"hagbard_c","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623438"},{"id":"2c4dfd76-3bb6-4c24-85a3-236b3696baa2","source":"hackernews","source_id":"48623270","content_type":"comment","title":null,"body_preview":"It sounds like an ad-hoc rent strike. Not a great sign for an economy.","author":"djeastm","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.10596489570713098,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623270"},{"id":"2e5db343-6835-4864-af5e-4440df717ab0","source":"hackernews","source_id":"48623195","content_type":"comment","title":null,"body_preview":"> “There is a subset of people, maybe the smallest subset, who are literally making a choice not to pay rent, and we don’t do well with acknowledging that but there is a subset for whom that is the ca","author":"alexjplant","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623195"},{"id":"ebfe2dea-d641-46af-a57b-8c52dcd2c4ae","source":"hackernews","source_id":"48623330","content_type":"comment","title":null,"body_preview":"> We have to consider what the unintended consequences are of public policies or practices where there are no immediate consequences for someone who falls behind on rent\n> Many [landlords] say they do","author":"delichon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.11823676419292467,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623330"},{"id":"6f3546e9-ea70-44ad-8af5-df716f278394","source":"hackernews","source_id":"48622255","content_type":"comment","title":null,"body_preview":"Just curious, why is there a login gate before seeing the list of projects that participate in the platform? Usually similar donation(?) websites list those publicly for better visibility and less fri","author":"AKSF_Ackermann","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622255"},{"id":"cc0a700c-3526-43bf-b6ca-c00a43872fdf","source":"hackernews","source_id":"48622362","content_type":"comment","title":null,"body_preview":"I had this idea! Happy to see someone actually made it.","author":"fragmede","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","platform_fluency"],"bot_score":0.08372158049061405,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622362"},{"id":"a78026c8-310c-4fd5-a9a7-88a68adfd3a0","source":"hackernews","source_id":"48622231","content_type":"comment","title":null,"body_preview":"I think I've read from a few different sources that the Claude Code $100-$200/mo plans are subsidized so hard that it's basically $2k-$8k/mo in \"would-be\" equivalent API token usages.\nThis kind of mak","author":"MuffinFlavored","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.17165256259383027,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622231"},{"id":"ae94eef4-ea24-4022-be5e-cd4d9b48d9c9","source":"hackernews","source_id":"48622680","content_type":"comment","title":null,"body_preview":"Ah yes, clearly the one thing I want from my favorite projects is for them to embrace AI coding and immediately deskill such that their value-add or passion for the craft evaporates in the next 3 mont","author":"Zopieux","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","sarcasm","platform_fluency"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622680"},{"id":"ad82b87d-d240-42fe-a0cb-f60bfd257c4d","source":"hackernews","source_id":"48622083","content_type":"comment","title":null,"body_preview":"Is this just basically a bountysource? or are there ways to give projects tokens without just sending them money?","author":"dom96","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622083"},{"id":"24c98b32-a999-4957-b9cc-2b63a39dc642","source":"hackernews","source_id":"48622909","content_type":"comment","title":null,"body_preview":"Can’t help thinking that if HN had a Black Mirror version (if this isn’t it), this would be one of the ideas in it.\nIf you like a project enough to donate to them, give them the money directly and let","author":"dofm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.10828917413764737,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622909"},{"id":"3e92c132-a006-490f-8671-ad251f37f78a","source":"hackernews","source_id":"48622413","content_type":"comment","title":null,"body_preview":"Shameless plug, I submitted a similar thought in here the other day. https://news.ycombinator.com/item?id=48503555\nI like your approach of pooling resources around specific issues. That seems a practi","author":"logged4upvoting","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622413"},{"id":"a3d192fa-518b-493e-bbb0-f758691c6417","source":"hackernews","source_id":"48622463","content_type":"comment","title":null,"body_preview":"Congratulations, you've fulfilled one of ThePrimeagen's predictions! (A donation platform for AI tokens)","author":"tadfisher","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.08659867975331727,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622463"},{"id":"2267a02c-a3f9-468d-a5c3-21e3180049c9","source":"hackernews","source_id":"48622339","content_type":"comment","title":null,"body_preview":"At first I was like \"i want to use ai but dont have the money to burn for api tokens\" cool.\nBut then I realized the backers are essentially saying \"i have money and could support developers but i choo","author":"accountrequired","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":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622339"},{"id":"aabd19d7-8c4a-46e6-974a-0466d7dba0f8","source":"hackernews","source_id":"48622407","content_type":"comment","title":null,"body_preview":"One of the cool things about code is that you can build stuff out of thin air, basically for free. It's not like woodworking where you have to pay for the wood.\nWe are moving into a weird time where p","author":"adamddev1","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","analogy_human","platform_fluency","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622407"},{"id":"234e119a-1b1f-486f-bd3b-1743c2f92143","source":"hackernews","source_id":"48622589","content_type":"comment","title":null,"body_preview":"I like the \"maintainer stays in control\" part, but isn't that also a problem in a way?\nThe AI provider gets paid, the platform gets paid (20% is a lot in my opinion!), and the maintainer gets more unp","author":"KomoD","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.04989906442113041,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622589"},{"id":"9d4abeed-2718-47d4-ba3b-d126f35d2113","source":"hackernews","source_id":"48622318","content_type":"comment","title":null,"body_preview":"Better yet: give them cold hard cash instead of what is arguably monopoly money for many OSS devs. Ironically this is something GitHub made \"easy\" with sponsorships several years ago.","author":"tfrancisl","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.10251525473452786,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622318"},{"id":"8cf8518c-b6eb-4d8f-9e33-e2b800b0f75d","source":"hackernews","source_id":"48622609","content_type":"comment","title":null,"body_preview":"Sometimes I wonder why people don't just go back to apache mod_php, mod_python and know you can just deploy apps even if they aren't perfectly isolated.\nEverything still works, and if you have many sm","author":"spwa4","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.16864013801781294,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622609"},{"id":"b7e3bfc1-1547-4616-a17c-c19d0a85b6ad","source":"hackernews","source_id":"48623173","content_type":"comment","title":null,"body_preview":"Cool project. I've built my own Django \"harness\" so I can't use it right now, but will consider for future projects.","author":"factorialboy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623173"},{"id":"9fc8d47b-d693-469a-9ff2-727d19170ac2","source":"hackernews","source_id":"48622879","content_type":"comment","title":null,"body_preview":"I prefer sticking with Docker. I have a Swarm cluster of ~10 services, all on the same 5$/month VPS.","author":"mmarian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0.09393114901315695,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622879"},{"id":"371932e7-7cf6-4c2c-94c6-ae1314354beb","source":"hackernews","source_id":"48622337","content_type":"comment","title":null,"body_preview":"For me the text renders in multiple low contrast fonts which are starting to give me a headache after the first para...","author":"DamonHD","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622337"},{"id":"e88201c8-339e-4630-8713-c9d41ba62b6f","source":"hackernews","source_id":"48623322","content_type":"comment","title":null,"body_preview":"Interesting that the PFLOP value on FP4 is around the datasheet quote (20k TFLOP): https://flopper.io/gpu/amd-instinct-mi355x-oam\nGreat work, thanks for the write up.\nFWIW: Agree with font, lots of a1","author":"triwats","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_details","natural_expression"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623322"},{"id":"cb7c0c8f-83b4-4f74-a422-8d01d1a6efc6","source":"hackernews","source_id":"48620656","content_type":"comment","title":null,"body_preview":"* to some countries. We don’t all celebrate Father’s Day on the same day and we don’t all celebrate Father’s Day at all.\nhttps://en.wikipedia.org/wiki/Father%27s_Day#/media/File:Fat...","author":"moontear","classification":"human_created","confidence":0.7,"indicators":["natural_digression","platform_fluency"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620656"},{"id":"b519630c-29c2-427f-aef4-59c3f8a9cdf9","source":"hackernews","source_id":"48620657","content_type":"comment","title":null,"body_preview":"Thank you! My boys are 14 and 16 and I owe virtually all of my joy and success to being a father, husband, and the work required for each.","author":"chasd00","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","platform_fluency"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620657"},{"id":"1af53200-3605-4663-919c-5b3dd086bfdb","source":"hackernews","source_id":"48620659","content_type":"comment","title":null,"body_preview":"if i had to tell younger fathers one piece of unsolicited advice: buy arch support for your shoes. Plantar fasciitis seems to creep up on a lot of dudes after they have kids. It's also the worst.\nI lo","author":"postalcoder","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.09985766676003026,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620659"},{"id":"6cb967e7-5520-4fd4-9f16-dc160add126f","source":"hackernews","source_id":"48623301","content_type":"comment","title":null,"body_preview":"It’s my first as a father of 4 month old. We have traditionally never celebrated Father’s Day, last few years with social media provenance we started sending wishes on Family WhatsApp group.\nThis morn","author":"namanaggarwal","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":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623301"},{"id":"07f45b8b-8810-41d6-9d8e-8c16104a7b3a","source":"hackernews","source_id":"48622784","content_type":"comment","title":null,"body_preview":"I'm a first time father of an 80 day old.\nAnd I can gladly say, these have been the most incredible days of my life. I want to be more ambitious and more active for my kid, in ways I hadn't thought be","author":"subygan","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622784"},{"id":"9fb263bc-5cc4-45ee-8bcd-5509eaa86684","source":"hackernews","source_id":"48621450","content_type":"comment","title":null,"body_preview":"Becoming a father transformed my life, which I thought was really rich, into the most joyful experience. Even the more frantic moments are memorable now. The time my daughter spilled her Mom's purse a","author":"k310","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","natural_digressions","self_reference"],"bot_score":0.09393114901315695,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621450"},{"id":"02315b30-a163-4637-966e-cc6cf2af6d5f","source":"hackernews","source_id":"48622756","content_type":"comment","title":null,"body_preview":"Happy father's day! Here's my dad on the front of the very first Dragon User magazine. It's been a bit of a bumpy ride but I loved growing up surrounded by every microcomputer under the sun.\nhttps://w","author":"thom","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.07040414066556502,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622756"},{"id":"2f48f8a2-81cc-4c1b-ab53-0af84b2465b6","source":"hackernews","source_id":"48620759","content_type":"comment","title":null,"body_preview":"As HN sits at the intersection of business and technology, I will share that I received one of the best corporate yet human Fathers Day messages I’ve seen today from a founder of Brunt (a work wear bo","author":"conductr","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620759"},{"id":"3be648d8-2250-4ada-87ff-74b9cea59c3d","source":"hackernews","source_id":"48622179","content_type":"comment","title":null,"body_preview":"Writing a custom solver seems kind of absurd to me. There are 10s(/100s?) of open source ones out there. HiGHS in particular seems to be challenging the paid solvers with its LP improvements of late. ","author":"ponco","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622179"},{"id":"42ea1baf-7f4e-429a-80ff-01944ef8f9be","source":"hackernews","source_id":"48623268","content_type":"comment","title":null,"body_preview":"The problem with a French 75, which is a mighty fine cocktail, is that you'd have to drink an unhealthy number of them to finish a bottle of champagne before it went flat.\nThis has nothing to do with ","author":"mauvehaus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","opinion_and_personality","natural_digression"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623268"},{"id":"537a02a9-1f8d-4712-bdae-3c281ce8aa7b","source":"hackernews","source_id":"48622176","content_type":"comment","title":null,"body_preview":"There's a fantastic website called Difford's Guide [1] that allows you to list the cocktail ingredients that you have and will then provide a long list of cocktails you can make (optionally allowing s","author":"TobyTheCamel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622176"},{"id":"92e905cf-719a-43d4-b75d-329b201330a8","source":"hackernews","source_id":"48621875","content_type":"comment","title":null,"body_preview":"As a banjo player, I have heard perfect pitch defined this way:\n“Perfect Pitch:  When you throw a banjo into a trash bin and it lands on an accordion.”","author":"RickJWagner","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","humor_authenticity"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621875"},{"id":"57f1bc7f-7323-4896-a37d-872054ca8326","source":"hackernews","source_id":"48621776","content_type":"comment","title":null,"body_preview":"What are the next steps after, let's say, a child is able to indentify all \"colors\"? They can distinguish F/A and F/C, then what? Should this app/method be combined with regular piano/other lessons, s","author":"mystifyingpoi","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0.1936625833947116,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621776"},{"id":"86a1aca3-108a-4775-9ede-66e38748d943","source":"hackernews","source_id":"48621457","content_type":"comment","title":null,"body_preview":"I've seen articles that say that absolute perfect pitch is a curse, not a gift, because it wanders with age, and then everything is \"out of key\".","author":"gcanyon","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621457"},{"id":"5c568f5d-ed21-4477-8bc4-692b56e8caf3","source":"hackernews","source_id":"48621074","content_type":"comment","title":null,"body_preview":"> Young children can acquire absolute (perfect) pitch — but adults cannot. The window closes around age 6.\nI found some papers suggesting it is possible for adults, but more difficult.\nhttps://pubmed.","author":"KomoD","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","human_indicator_niche_expertise","absence_of_ai_signals"],"bot_score":0.04989906442113041,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621074"},{"id":"c98a727e-b411-436d-94b6-2ab4505cdf93","source":"hackernews","source_id":"48623101","content_type":"comment","title":null,"body_preview":"It can be dormant in adults. I discovered it when I was 16 after meeting a pianist who had it and “taught me” how to do it. I kept getting faster and more accurate as I practiced solfeggio in music sc","author":"frafart","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623101"},{"id":"3adf0e3e-dc13-4901-932f-c0469ab1fdc7","source":"hackernews","source_id":"48623294","content_type":"comment","title":null,"body_preview":"Don’t teach you kids perfect pitch. Introduce them to the wide variety of music from punk to jazz to classical and let them play with sounds. If they get into it, ask if they want a teacher in instrum","author":"delis-thumbs-7e","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623294"},{"id":"02602a90-75d6-4e54-984e-40b69f872fdb","source":"hackernews","source_id":"48579648","content_type":"comment","title":null,"body_preview":"From what risk level without them? How many people actually die of cervical cancer before age 30??\nI mean, vaccinations and cancer prevention are both great, but this headline is ridiculous.","author":"apothegm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48579648"},{"id":"e15e3a5c-b3af-48e7-8a27-38150d934c9b","source":"hackernews","source_id":"48623285","content_type":"comment","title":null,"body_preview":"Just a note: the article focuses on the ladies, but men should absolutely get it as well because it cuts risk for other types of cancers. I was looking for a better link, however this is the only one ","author":"eek2121","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623285"},{"id":"1e107972-4cae-4f7f-b190-92e477a1bb86","source":"hackernews","source_id":"48623373","content_type":"comment","title":null,"body_preview":"Reducing deaths is great, but shouldn’t they also mention the reduction in treatment (which is usually surgical or chemo, both of which are massively expensive, traumatic, and life altering in negativ","author":"alistairSH","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623373"},{"id":"3eaea803-6639-463f-80f8-711c39c664a8","source":"hackernews","source_id":"48621620","content_type":"comment","title":null,"body_preview":"“Floppydistros” were a thing back in the day.\nWhen i was 12 or 13 in the very early 2000s i tried to download something called “coyote linux” (from sourceforge iirc) and boot it on an internet cafe pc","author":"znpy","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621620"},{"id":"c1d44432-0d69-4ea6-a43d-fdf372317be1","source":"hackernews","source_id":"48621978","content_type":"comment","title":null,"body_preview":"I used to use brazilfw on my server, it was only a single floppy","author":"delduca","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.06487725190470442,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621978"},{"id":"5b350967-ea83-4169-b31e-c3c76cc23b4e","source":"hackernews","source_id":"48621692","content_type":"comment","title":null,"body_preview":"I guess I made a floppy-based \"distribution\" of Linux back in the late 90s without even realizing it.\nI built it to do network-based disk imaging of fleets of Windows 9X PCs in a K12 school district. ","author":"EvanAnderson","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621692"},{"id":"00bb9668-a6bb-41b4-9923-d0de151fe763","source":"hackernews","source_id":"48622777","content_type":"comment","title":null,"body_preview":"This project has a website that was previously posted on HN[1], I (unsuccessfully) tried to boot it on an actual 486 machine[2], as the site boasts about supporting that.\nThe version of the SYSLINUX b","author":"st_goliath","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","self_reference","natural_digressions"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622777"},{"id":"9a71dfd0-0d27-47c4-825d-5201040e75b8","source":"hackernews","source_id":"48622121","content_type":"comment","title":null,"body_preview":"I always had a muLinux disk handy in my computer toolbox.  Most of its shell commands came from a simple script ingeniously written by the distro's author.  It's been around since the mid-90s, I'd gue","author":"Crunchified","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","historical_reference"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622121"},{"id":"e4f3529a-75db-47bd-81da-2f72ef16a6d8","source":"hackernews","source_id":"48621080","content_type":"comment","title":null,"body_preview":"I remember around 2002 running my home router without any hdd on fli4l  - a single floppy linux router distribution. I slept in the same room as the router was, hence I wanted a solution without a noi","author":"littlecranky67","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0.05943609377704335,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621080"},{"id":"dcfe56f1-d994-415f-8590-050b3347d621","source":"hackernews","source_id":"48621715","content_type":"comment","title":null,"body_preview":"I wonder why it needs 20MB minimum. Back in the day linux 2.0.33 would boot happily into a GUI and everything on an 8MB machine.\nOr maybe I misremember... I know my machine at the time got upgraded to","author":"muppetman","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621715"},{"id":"8007e9a2-6212-429c-b8e8-6b7a72494b23","source":"hackernews","source_id":"48622897","content_type":"comment","title":null,"body_preview":"For context, it’s a seasonal flu vaccine, the title is a bit unclear.","author":"andy99","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.12259728312903301,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622897"},{"id":"8fe3bbeb-ae44-4978-9a37-e85a2aa72972","source":"hackernews","source_id":"48623172","content_type":"comment","title":null,"body_preview":"Is this good because flu vaccines are an educated guess as to what will be circulating because it takes so long to culture them all and this will shorten the manufacturing time so the educated guess c","author":"2OEH8eoCRo0","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.15404040404040403,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623172"},{"id":"afcb561c-8fc7-4d9c-bab5-f0cdf8f2268b","source":"hackernews","source_id":"48622986","content_type":"comment","title":null,"body_preview":"This would be a much more useful headline if it said \"vote to approve Moderna's mRNA flu vaccine\".","author":"arjie","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0.13561135502778043,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622986"},{"id":"3e0ac672-39f2-478b-b02e-dda7574e1b41","source":"hackernews","source_id":"48622921","content_type":"comment","title":null,"body_preview":"Sounds like at least one step toward putting science back in charge.","author":"amanaplanacanal","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622921"},{"id":"592f96ca-3370-4098-b256-6fa2ec5ef95d","source":"hackernews","source_id":"48622962","content_type":"comment","title":null,"body_preview":"Is this the one that's a flu/Covid combo? I live in Europe and have been looking forward to it - especially since the flu part covers way more variants than traditionally - no longer a need to depend ","author":"comrade1234","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.12815009970442673,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622962"},{"id":"e4cc569c-ac82-485a-94f7-d5aa730f1444","source":"hackernews","source_id":"48623452","content_type":"comment","title":null,"body_preview":"> Prasad was also behind the rejection of a closely watched gene therapy for Huntington’s disease made by UniQure\nThis guy is a disaster.  But really it's not just him.  It's the entire organizational","author":"consensus1","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623452"},{"id":"5df72521-ef14-4615-a781-f00b928b1a4d","source":"hackernews","source_id":"48622952","content_type":"comment","title":null,"body_preview":"The subversion of scientific expertise to replace it with podcasters and political sycophants is one of the biggest disasters of the current years.\nThe very concept of merit has been destroyed and rep","author":"epistasis","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622952"},{"id":"9b1c9532-698e-4c71-b2a3-78f722b0f30b","source":"hackernews","source_id":"48622753","content_type":"comment","title":null,"body_preview":"Does this also work when asking someone out? Or raising capital?\nAnswer: no, because you need the other person to actually do something.\nThese kinds of things work when you’re already in a relationshi","author":"EGreg","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622753"},{"id":"48c1bf8e-6a87-4503-8a78-0508badeeb29","source":"hackernews","source_id":"48622729","content_type":"comment","title":null,"body_preview":"Another great Life Pro Tip is \"Never accept 'no' from someone who can't say 'yes'.\"","author":"davidmurdoch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622729"},{"id":"fa22cd96-f9ec-4592-a965-2524a5656972","source":"hackernews","source_id":"48622739","content_type":"comment","title":null,"body_preview":"Some previous discussion:\n2025 https://news.ycombinator.com/item?id=43144611","author":"ChrisArchitect","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622739"},{"id":"f0580c9e-042c-404c-b67a-52c4ad5a6d29","source":"hackernews","source_id":"48622937","content_type":"comment","title":null,"body_preview":"This would work only in a high trust, structured environment. I know at my job if we said this it would be met with a likely scolding not to assume anything and to ask for a YES.","author":"Simulacra","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622937"},{"id":"a8bf094f-f99b-4a83-8717-f8319c520c59","source":"hackernews","source_id":"48622806","content_type":"comment","title":null,"body_preview":"This was in my staff documentation and it’s now in my AGENTS.md: tell don’t ask.\nIf there is a decision that you need to make don’t ask me for input, do the thing that you think makes sense and then w","author":"dools","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","personal_anecdote","strong_opinion"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622806"},{"id":"4aa38e5c-63d9-4c38-86f3-c4c901e1b12e","source":"hackernews","source_id":"48622836","content_type":"comment","title":null,"body_preview":"This is something that I've always believed. It's not new advice.\nIt's different from \"Ask forgiveness; not permission,\" because it still loops in the manager.\nThe only problem, is that if you ask Leg","author":"ChrisMarshallNY","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1430121511503383,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622836"},{"id":"87a847a9-38ff-4194-ad0d-0239aec53610","source":"hackernews","source_id":"48622899","content_type":"comment","title":null,"body_preview":"Hello $BOSS!\nI have a code change that is so vital to the survival of our company that:\n1. It requires your immediate review.\n2. If you fail to respond by Monday, I will push it to production.\n---\nCan","author":"Stratoscope","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_indicators"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622899"},{"id":"4c03839b-8842-4fb3-8266-00d0f701d26f","source":"hackernews","source_id":"48622742","content_type":"comment","title":null,"body_preview":"I've heard this called \"lazy consensus\".  Basically, rather than say, \"Is it OK if I do X?\" Say, \"I'm going to do X on date Y unless someone objects.\"  Particularly useful as the number of stakeholder","author":"gwd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622742"},{"id":"960988f0-2c13-4c0e-9c7e-7f3c981a678d","source":"hackernews","source_id":"48622681","content_type":"comment","title":null,"body_preview":"This is one of the articles where I'm immediately grateful to the author to have written it down. Very good and easy to pick up point, actionable advice. I would just slightly modify it, don't create ","author":"jstimpfle","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622681"},{"id":"6f00c567-1be7-4f34-87d1-2dcfc39db980","source":"hackernews","source_id":"48623085","content_type":"comment","title":null,"body_preview":"Do NOT do this with your manager. The key part of this article is:\n> When you have something you want to do and that you feel is in scope for your position, but you want a bit of reassurance or to let","author":"crazygringo","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.12411620137912853,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623085"},{"id":"8da48e88-0f7e-4710-8098-0c028d7d8748","source":"hackernews","source_id":"48622953","content_type":"comment","title":null,"body_preview":"It works with teams, when you have the authority to do something, but do a non-blocking check as a courtesy:\n\"Heads-up: I plan to delete the old scratch volume at Tue 14:00 ET, unless anyone objects b","author":"neilv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622953"},{"id":"10aa6fda-5481-4df9-a82d-f7df6807ebb2","source":"hackernews","source_id":"48622674","content_type":"comment","title":null,"body_preview":"This is great advice to become a pain in the ass that managers know they need to keep on a short leash.\nThere's a big difference between \"I'm going to put this into prod on tuesday unless you tell me ","author":"slowcache","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622674"},{"id":"859b6531-b7e0-42ef-ab71-25aeec25ae1b","source":"hackernews","source_id":"48622765","content_type":"comment","title":null,"body_preview":"i think the reason this works is an implication that the article doesn't explicitly cover:\nif you tell somebody you're going to to do something, you're not asking them to take responsibility.  you're ","author":"notatoad","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.12608540163759113,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622765"},{"id":"9960e211-ceac-4a51-977f-378b06c4eb99","source":"hackernews","source_id":"48623463","content_type":"comment","title":null,"body_preview":"This is what advertising companies do to use your data unless you explicitly request to opt out. Hasn't worked out well","author":"reader9274","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.39705930548343993,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623463"},{"id":"810d7c8b-68a6-4911-8cba-c64f40ca2ff8","source":"hackernews","source_id":"48621849","content_type":"comment","title":null,"body_preview":"I find that younger software engineers sometimes take the attitude of: Why would I pay for that when I could easily just do it on my own? As they grow and gain more responsibilities that flips to: Why","author":"chasing","classification":"human_created","confidence":0.7,"indicators":["self_reference","natural_digressions","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621849"},{"id":"e2e41bdd-f95e-4e69-a664-9d247a238867","source":"hackernews","source_id":"48621376","content_type":"comment","title":null,"body_preview":"Good luck on your new endeavour! Selling to devs is hard, did you consider building in public? That would def help get traction imo.\nYour point about considering API design and overall architecture wo","author":"piterrro","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","opinion_expressed"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621376"},{"id":"981ca2f1-b376-4a52-9aea-56cfbfc81e84","source":"hackernews","source_id":"48622931","content_type":"comment","title":null,"body_preview":"In business you should focus more on how much you can make than on how much you can save.\nIf you are lucky to have talented staff on your payroll, they should put their hard work into things which inc","author":"carlosjobim","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622931"},{"id":"b0e3ac79-f2c8-4463-b638-9238c346d8d2","source":"hackernews","source_id":"48621929","content_type":"comment","title":null,"body_preview":"1.) your site looks gorgeous\n2.) so does the Bulgarian scene from the top, added it to my list\n3.) excellent thinking, I'm wishing you good luck","author":"holistio","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621929"},{"id":"c7a433c0-883c-4e27-b3bf-20497caf9684","source":"hackernews","source_id":"48621540","content_type":"comment","title":null,"body_preview":"Not a SalesForce dev, but there is a bit of oversimplification what CRM SaaS is today.\nAlmost everything integrates with SF today and most often understanding, replicating and maintaining these integr","author":"imhoguy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621540"},{"id":"8f489caa-7a0a-413c-b22c-49406b2c699c","source":"hackernews","source_id":"48621987","content_type":"comment","title":null,"body_preview":"I think this is a well thought out understanding of your specific snapshot in time.  However these are indeed exponential times.  It may be more realistic to do your calculus on time shifting assumpti","author":"stevenjgarner","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621987"},{"id":"baa359b0-4a7a-4ae2-9bc1-bf31bbe26cd4","source":"hackernews","source_id":"48620915","content_type":"comment","title":null,"body_preview":"Be careful with making decisions about your livelihood based on a rational calculus. As you correctly point out, there is a threshold for which a programmer or company should not even blink at the cos","author":"applfanboysbgon","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0.08281300045118674,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620915"},{"id":"d368b625-5e5d-47a1-b38f-8b5fecd897d0","source":"hackernews","source_id":"48621900","content_type":"comment","title":null,"body_preview":"Brandur of course knows more than me, and his framing sounds correct. I would be worried about whether the TAM of Go + Postgres is enough for business sustainability, but that says probably more about","author":"drchaim","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621900"},{"id":"3119b62b-0aed-4ba9-8b54-533fb1f49e73","source":"hackernews","source_id":"48622345","content_type":"comment","title":null,"body_preview":"I am forced to use jira soon as I was using BB issues and that is expiring soon.\nSo I'll build something simple for us, that integrates with our systems and how we like to do things.\nIt won't cost us ","author":"CrzyLngPwd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622345"},{"id":"cd2f17df-14c4-44a9-89e3-161f19b82583","source":"hackernews","source_id":"48621169","content_type":"comment","title":null,"body_preview":"Truly agree with the framing of buy vs build.\nAlso, some software businesses use a ton of aggregated or hard to get data which needs to be synthesized and that doesn't go away even if the llm driven c","author":"deftio","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.1722912082729921,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621169"},{"id":"d16eeb41-7525-456b-9fb0-434ebe713c0c","source":"hackernews","source_id":"48622017","content_type":"comment","title":null,"body_preview":"I recently asked Claude to duplicate Google Docs.  It practically threw up. I tried to have it write a plan, decompose it, deobfuscate it.\nIt gave me all sorts of reasons why this was a terrible idea.","author":"jwitchel","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","strong_opinions","absence_of_ai_indicators"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622017"},{"id":"a157ec31-67e0-4358-a975-381ba2d32c16","source":"hackernews","source_id":"48622789","content_type":"comment","title":null,"body_preview":"> the internet’s most wretched hive of engagement farmers and master solicitors of fake information and fictional anecdotes, LinkedIn\nGreat quote!","author":"ChrisMarshallNY","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1430121511503383,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622789"},{"id":"fbd0d0f6-c97a-42b6-9801-8d4f16984519","source":"hackernews","source_id":"48623226","content_type":"comment","title":null,"body_preview":"Corporations will be quite happy with really simple features if they're packaged right. I'm selling software that mostly does things that a good programmer could whip up in a couple of days or weeks, ","author":"ThePhysicist","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","niche_expertise","platform_fluency","absence_of_ai_indicators"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623226"},{"id":"01cdd93d-a53a-4131-ba54-42549dfb89bd","source":"hackernews","source_id":"48621311","content_type":"comment","title":null,"body_preview":"I wouldn't underestimate the community effect of software. There are plenty of features that get shipped because a small but important minority requested them, only to benefit the long tail of users w","author":"monkeydust","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.2049787935085253,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621311"},{"id":"7c8f74e5-d2b1-48a6-9299-db0f2d6d6b5e","source":"hackernews","source_id":"48622408","content_type":"comment","title":null,"body_preview":"“Build vs buy” assumes that there are only two parties. If it’s easier to build internally, then it’s easier for a 3rd party competitor to enter the market and bid the price down. I think the \"zone of","author":"bze12","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","original_commentary_around_quote"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622408"},{"id":"4f7e3ace-bfd3-4792-a3e5-5baaf9712beb","source":"hackernews","source_id":"48621252","content_type":"comment","title":null,"body_preview":"I like that you point out that the cost to build software is still not 0. And in my expirence it’s further from 0 than I would expect.  I often find myself thinking I can rebuild a project (or usually","author":"ahamilton454","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621252"},{"id":"336fd809-85f6-41db-a200-a9f4308a6a81","source":"hackernews","source_id":"48621636","content_type":"comment","title":null,"body_preview":"I have multiple side projects that I would never have contemplated building before but whose utility now exceeds the much lower cost to build.\nI got a few weeks in to each and then stalled on all of t","author":"zingar","classification":"human_created","confidence":0.7,"indicators":["absence_of_personality","semantic_blandness","uniform_paragraph_rhythm","platform_fluency","imperfect_expression"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621636"},{"id":"db3c3010-4ab2-4e2c-9f4c-8465d0b157ac","source":"hackernews","source_id":"48618694","content_type":"comment","title":null,"body_preview":"Every time I consider renting a service from Anthropic, they drop such bomb. Full capability with pre-agreed price per token and no ID verification. That's what I demand.","author":"Artoooooor","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618694"},{"id":"1cedd0df-8433-44b3-8477-d44bb696ffaa","source":"hackernews","source_id":"48622840","content_type":"comment","title":null,"body_preview":"I am reminded of the time Discords support desk was compromised where hackers had access to the data of anyone who ever had to give their support channels their ID. Are we sure we trust this third par","author":"giancarlostoro","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622840"},{"id":"05017006-2236-41ce-8958-00a064d7bfa7","source":"hackernews","source_id":"48622532","content_type":"comment","title":null,"body_preview":"Anthropic is really on a tricky path here. When you have had runaway success due to a hit it is easy to believe that it is the natural way of things. However, that happened due to unique convergence o","author":"neosat","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","template_phrases","suspiciously_balanced","missing_platform_voice"],"bot_score":0.2651963194083866,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622532"},{"id":"6d71d2ab-4282-4f43-9a0b-0a539a1695f6","source":"hackernews","source_id":"48618738","content_type":"comment","title":null,"body_preview":"I just hope there's huge protest. I hope people just cancel the subscription. I fear people will just accept the terms. The result will be a kill switch for the US government and a clean distinction b","author":"I_am_tiberius","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.21639513876869618,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618738"},{"id":"74087935-ca5f-4060-a690-36a3fc2cf77a","source":"hackernews","source_id":"48621799","content_type":"comment","title":null,"body_preview":"I downgraded from Max to Pro about a month ago. Time to downgrade from Pro to No.","author":"dwa3592","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.11309567273876239,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621799"},{"id":"8cded915-22e0-4275-8216-911c686a2d75","source":"hackernews","source_id":"48621678","content_type":"comment","title":null,"body_preview":"AI is weapons now. Need a gun license to buy and operate pistols (Opus), assault rifles (Fable) will be highly limited, even higher tiers of weapons will only be accessible by corporate and state-leve","author":"zaptheimpaler","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621678"},{"id":"44ec9f18-11fd-4c33-a0e6-e3d3281203f4","source":"hackernews","source_id":"48623414","content_type":"comment","title":null,"body_preview":"Anthropic: we don’t want to be used for mass surveillance\nAlso Anthropic:","author":"throwatdem12311","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.096752598609639,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623414"},{"id":"741fcd9b-fe85-48e2-b6b5-5901d46b7a41","source":"hackernews","source_id":"48622402","content_type":"comment","title":null,"body_preview":"So when the FBI comes to Claude, it will be that much easier now to track down exactly how they have been using the LLM. Maybe a political candidate for the opposing party has something embarrassing t","author":"dvduval","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.39705930548343993,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622402"},{"id":"667dd465-1a68-49ac-9005-a15122bdf80e","source":"hackernews","source_id":"48618699","content_type":"comment","title":null,"body_preview":"I really don't like that headlines have been surfacing about the US government putting pressure on Anthropic, and now a short time later they are requiring ID's (albeit for certain use cases, but that","author":"Rooster61","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618699"},{"id":"e9225fcd-cbe8-493c-93e4-9127929b43f6","source":"hackernews","source_id":"48622371","content_type":"comment","title":null,"body_preview":"A phone or a computer with a camera: you may be asked to take a live selfie with your phone, or your webcam\n\n  A blood probe might be required as usb dongle to test your blood sample. We're working on","author":"p0w3n3d","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.12553058890278804,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622371"},{"id":"f51eb82d-c09d-4c61-9e31-a22324416828","source":"hackernews","source_id":"48621109","content_type":"comment","title":null,"body_preview":"Its a very well known fact that all of our geopolitical adversaries have sophisticated fake American ID markets. This doesn't stop any of the most dangerous adversaries from getting access to systems ","author":"827a","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621109"},{"id":"213302a5-6c25-4b8d-9869-5dab5c6cc5b7","source":"hackernews","source_id":"48618747","content_type":"comment","title":null,"body_preview":"Previous discussion: https://news.ycombinator.com/item?id=47775633 - 67 days ago, 100 comments\nAs mentioned in that thread, Persona as the provider is a bit surprising and problematic.\nDiscord dropped","author":"consumer451","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_context","terse_reply"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618747"},{"id":"7fffcd24-e669-4c62-b3be-c98bf9fb62c7","source":"hackernews","source_id":"48622462","content_type":"comment","title":null,"body_preview":"Cancelled. Anthropic can get bent if it wants to market itself as the ethical AI choice and at the same time lies in bed with those openly pushing for a surveillance state.","author":"sinker","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622462"},{"id":"f46c15bd-9e3a-47c2-acac-90206d7372ef","source":"hackernews","source_id":"48622422","content_type":"comment","title":null,"body_preview":"> Verification data stays between you, Persona, and Anthropic, except where we're legally required to respond to valid legal processes.\nThat, in conventional meaning, means an ongoing judicial investi","author":"dsign","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","natural_digression","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622422"},{"id":"42c2e8c4-ccfc-49e4-8a2e-cdbef7e4bd89","source":"hackernews","source_id":"48618843","content_type":"comment","title":null,"body_preview":"Cancel and Refund link if anyone is searching\nhttps://claude.ai/settings/billing?action=cancel-refund","author":"truthbe","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618843"},{"id":"44f780e2-c946-4350-805c-2ae27459d011","source":"hackernews","source_id":"48618482","content_type":"comment","title":null,"body_preview":"Funny how no-one talks about AI neutrality like we used to discuss net neutrality. We literally now enter a space where not only you will have to prove your identity with a gov issued ID, but they wil","author":"xmstan","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinion","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618482"},{"id":"e4725c6e-a96b-47ab-9c3f-c2da905747ca","source":"hackernews","source_id":"48618606","content_type":"comment","title":null,"body_preview":"OpenAI also has this kind of check. What is especially bad is that if you fail the verification process, they won’t let you retry – you are permanently locked out from the top models. They aren’t clea","author":"JimDabell","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618606"},{"id":"678755de-7e83-4f03-8f33-34cdf872c42f","source":"hackernews","source_id":"48622516","content_type":"comment","title":null,"body_preview":"Most importantly, they state \"We [Antrhopic] are not using your identity data to train our models\" but \"Persona [...] can use your data [...] to improve their ability to prevent fraud.\" -- in other wo","author":"tgsovlerkhgsel","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622516"},{"id":"e2916efa-3d9e-4d31-8828-61636e75737b","source":"hackernews","source_id":"48622980","content_type":"comment","title":null,"body_preview":"This page has been up since April: https://web.archive.org/web/20260415064244/https://support.c...\nI see a lot of comments linking this to Fable or implying that the existence of this page is triggeri","author":"Aurornis","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.13294314925171122,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622980"},{"id":"32be2372-ba76-4ddf-b388-d391307eb3ac","source":"hackernews","source_id":"48621207","content_type":"comment","title":null,"body_preview":"The US is really shooting itself in the foot here.\nThe restrictions on LLM models like Fable has created a viable international LLM market where it was  difficult to justify investment two weeks ago.\n","author":"data-ottawa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621207"},{"id":"c5932188-e1bf-4231-b28f-9c31dc2e249d","source":"hackernews","source_id":"48621820","content_type":"comment","title":null,"body_preview":"A bit disappointing that (IIUC) for the common parsers you have to say everything twice, in HTML and in the accompanying JSON-LD form even though RDFa exists for the exact purpose of letting you point","author":"mananaysiempre","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621820"},{"id":"512330e3-534e-4716-8c99-014340af8359","source":"hackernews","source_id":"48621896","content_type":"comment","title":null,"body_preview":"We have semantic HTML, but for some weird reason we need to yet again re-express the semantic meaning of our website in bespoke weird JSON in a script tag that the browser won't process.","author":"lenkite","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinion"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621896"},{"id":"47fba96c-cf70-4918-abdd-0011b1097119","source":"hackernews","source_id":"48622250","content_type":"comment","title":null,"body_preview":"Super useful article, wish that had existed in my seo days.\nI had misunderstood the type field, because to me I was often just linking to a webpage, even if it is for a saas, the marketing page is sti","author":"tommica","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","personal_experience"],"bot_score":0.12031743032718943,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622250"},{"id":"e2e648c2-db25-4257-8b76-98e566f90682","source":"hackernews","source_id":"48622473","content_type":"comment","title":null,"body_preview":"Do these attributes actually help with search engine visibility or do they just make it easier for search engines to keep users from leaving the search page? Honest question here.","author":"gomoboo","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622473"},{"id":"52957f96-12bf-4158-9804-446aa7c1f700","source":"hackernews","source_id":"48623451","content_type":"comment","title":null,"body_preview":"Imagine if we had managed to deliver on the original promises of the Semantic Web, instead of having these locked-in platforms. How incredibly useful all that linked and structured data would've been ","author":"prima-facie","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","niche_expertise","natural_digression"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623451"},{"id":"97429099-cb61-485b-b566-f615ae37b313","source":"hackernews","source_id":"48622286","content_type":"comment","title":null,"body_preview":"I would encourage people who have the pragmatic bent to read about JSON-LD from the Google documentation for web sites;\nhttps://developers.google.com/search/docs/appearance/structu...\nYou’ll also noti","author":"klodolph","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622286"},{"id":"d90fd9a4-7dac-41ad-adb7-89ccaf6ebf57","source":"hackernews","source_id":"48622373","content_type":"comment","title":null,"body_preview":"> It can aid web crawlers in understanding the semantic structure of your site, qualifying you for richer link previews, and even potentially improving your search ranking.\nThis is fighting the last w","author":"JdeBP","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622373"},{"id":"b90f196e-deeb-4dd0-9d4f-c3fdca8be472","source":"hackernews","source_id":"48622383","content_type":"comment","title":null,"body_preview":"What is singel player vs computer/bot experience?\nI'd love to wile away some time on a single player, short adventure/mission, game from time to time. I have enjoyed lots of fun times with game like c","author":"CrzyLngPwd","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622383"},{"id":"8e68efb6-dbf0-450f-b07f-8ba3cbfb6027","source":"hackernews","source_id":"48622744","content_type":"comment","title":null,"body_preview":"It's a decent game, but not a good 1v1 game. Fun to watch the massive 100+ player brawls though.","author":"pelorat","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622744"},{"id":"2cf037d7-2c0c-49fa-abab-ac3e0bdff426","source":"hackernews","source_id":"48618124","content_type":"comment","title":null,"body_preview":"Been wanting to play this. Alas, macOS support is table stakes for me.","author":"pohl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618124"},{"id":"fa4434b6-10d2-4a73-9f1a-b94392a6b33b","source":"hackernews","source_id":"48618465","content_type":"comment","title":null,"body_preview":"I used to play the original TA a lot and BAR is very well done. Much harder than the original though - I had no trouble with TA campaigns but I have not even made it halfway with BAR before hitting sk","author":"gbuk2013","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","emotional_authenticity","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618465"},{"id":"2e365e0e-9aa6-4efd-8219-c8726842a39b","source":"hackernews","source_id":"48620154","content_type":"comment","title":null,"body_preview":"As someone who loved Supreme Commander, I really wanted to like BAR, but I found it felt like death by a thousand cuts. I last played more than a year ago, so things might be different, but the QoL fe","author":"mholm","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","opinion_expressed","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620154"},{"id":"b18e1daa-6d06-4dd5-bcb8-7164ceb8c6f6","source":"hackernews","source_id":"48618433","content_type":"comment","title":null,"body_preview":"There’s a very “we’re selling business software” feel to this webpage, which makes me wonder what it would be like for business software to be marketed like a video game.","author":"Waterluvian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","absence_of_ai_signals"],"bot_score":0.1380487452985774,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618433"},{"id":"084781eb-61dc-49be-83c6-c8e3f7eeee37","source":"hackernews","source_id":"48621735","content_type":"comment","title":null,"body_preview":"Related. Others?\nBeyond All Reason – open-source RTS game built on top of the Recoil RTS Engine - https://news.ycombinator.com/item?id=42826983 - Jan 2025 (4 comments)\nBeyond All Reason – An Open Sour","author":"dang","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11559065933852997,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621735"},{"id":"b024b9ce-5a92-4f49-bc1d-d656ff50cadb","source":"hackernews","source_id":"48622849","content_type":"comment","title":null,"body_preview":"I tried playing SC2 for a few years but controlling units was too difficult: the only thing I could do is to send entire army to fight.\nNo such problem with BAR, at least in early game: quite feasible","author":"killerstorm","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622849"},{"id":"71bdd41e-f046-4db8-81b0-8e44810975b7","source":"hackernews","source_id":"48622078","content_type":"comment","title":null,"body_preview":"This game is so great, particularly the depth behind the different roles you can play. You could be in the frontline and fight for every cm, or be behind, following your carefully crafted recipes to b","author":"Lucasoato","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_and_stance","natural_expression"],"bot_score":0.15684715314307823,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622078"},{"id":"767e0e52-907a-4ba7-933d-9f24fde548c1","source":"hackernews","source_id":"48618670","content_type":"comment","title":null,"body_preview":"Theres been some drama with this game where a few of the core admins have claimed ownership and sold out to a publisher. They are taking the free open source game and selling it on steam with a free d","author":"plopz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618670"},{"id":"c76ab6b7-29fd-4f52-b24b-3781ce8211f5","source":"hackernews","source_id":"48618866","content_type":"comment","title":null,"body_preview":"I know this is kind of silly, but even though TA's game mechanics are obviously great, I really liked its ambience and story. The sort of a melancholic vibe of a slow-moving neverending war.\nBAR in co","author":"abc42","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","opinion_without_over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618866"},{"id":"5504fe23-cdc4-400b-86b0-b0ad35b01cda","source":"hackernews","source_id":"48618498","content_type":"comment","title":null,"body_preview":"The game is very mature and well thought RTS. The user experience and performance is beyond anything on the market now. It beats all well known AAA studios attempts at it by far.\nIt's still actively d","author":"SockThief","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618498"},{"id":"1efafb1a-ba1b-42de-a27a-08a29afa450f","source":"hackernews","source_id":"48619450","content_type":"comment","title":null,"body_preview":"Interesting, tried this game just 2 weeks ago and beat one of the pve modes with a friend just yesterday.\nJoined some 8v8 for noobs and some were very friendly but they also wanted to kick me for not ","author":"queuep","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619450"},{"id":"1ac85f29-e009-47c4-9c08-ff70248c55db","source":"hackernews","source_id":"48618574","content_type":"comment","title":null,"body_preview":"If you are into playing with others, you might find a more stable community with FAF.\nhttps://www.faforever.com/","author":"bob1029","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618574"},{"id":"e5502053-4994-49d9-a188-8216dfcc224f","source":"hackernews","source_id":"48619384","content_type":"comment","title":null,"body_preview":"I play Zero-K (a related open source game) a few times a month. I really enjoy their 'cold take' blog series discussing game mechanics and the history of TA derivatives. https://zero-k.info/mediawiki/","author":"mboerwink","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619384"},{"id":"3b76222e-8823-4c38-a8ab-1d728be0e01e","source":"hackernews","source_id":"48621888","content_type":"comment","title":null,"body_preview":"BAR is amazing but there's a hurdle for new players.\nIf you download it, don't join the first lobby you see.\nMy advice is to watch some videos on youtube, play some games solo, then look for new playe","author":"InsomniacL","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621888"},{"id":"f2980073-0fd7-4d47-98a4-04f94c2ace3c","source":"hackernews","source_id":"48622325","content_type":"comment","title":null,"body_preview":"Best RTS ever made, in my subjective opinion, but incredibly toxic player base despite active moderation.\nI think it's a numbers issue with 16 players in a standard game, and if you play five games in","author":"bar2","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","personal_experience","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622325"},{"id":"d56792ee-8363-48df-9a7d-a477fb2b59e9","source":"hackernews","source_id":"48619662","content_type":"comment","title":null,"body_preview":"This is amazing to see TA on HN.\nI grew up playing Total Annihilation in the 90s because my cousin worked for Cavedog and got us a CD for free. It is still one of my favorite games to this day.\nSo man","author":"tobinfekkes","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619662"},{"id":"74fba7d7-999e-4b67-a03b-da348eefb61c","source":"hackernews","source_id":"48618604","content_type":"comment","title":null,"body_preview":"Great game, technically impressive, but the community can be quite mean and toxic. I played for around a year after having played other TA Spring RTS for a few years prior, and if you don’t follow the","author":"aetherspawn","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48618604"},{"id":"536edf17-e028-41c9-9342-838bfdf1284d","source":"hackernews","source_id":"48621551","content_type":"comment","title":null,"body_preview":"This is like saying \"A slow leak is cheaper than a burst pipe\"\nYes, okay. But with both you will have a bad time cleaning up.\nThere is a third option: good abstractions.\nI did see this pattern describ","author":"stcg","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621551"},{"id":"52730bd3-2b34-4647-bc45-2552f0098928","source":"hackernews","source_id":"48621986","content_type":"comment","title":null,"body_preview":"\"If you have a procedure with ten parameters, you probably missed some.\" -- Alan Perlis","author":"stevefolta","classification":"human_created","confidence":0.85,"indicators":["quote_with_attribution","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621986"},{"id":"f29fc72a-c28a-48fb-8351-ab4df9314ff2","source":"hackernews","source_id":"48620376","content_type":"comment","title":null,"body_preview":"2016 (up to 2018 or so) may have been the peak of such varied activity in the developer ecosystem, including articles like this, whether it was discussion, ideation, OSS variety, language development.","author":"platz","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620376"},{"id":"a2ce852d-9b8f-4936-a386-f82ee064b6c1","source":"hackernews","source_id":"48620465","content_type":"comment","title":null,"body_preview":"No it's not. This has always been a needlessly iconoclastic rather than sensible suggestion.\nAt the very least it is not once you're working at the wrong kind of scale.\nOnce you have an awkward number","author":"dofm","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.10828917413764737,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620465"},{"id":"941413e3-a6db-4740-a016-402028dd6f6b","source":"hackernews","source_id":"48620604","content_type":"comment","title":null,"body_preview":"I once used code duplication to implement a fourth type of dialog that looked somewhat similar to the others, that were sharing a lot of code, because I felt that although it looked much the same as t","author":"fjfaase","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.19373710637330804,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620604"},{"id":"8118e8aa-9aa4-4316-999b-6c8b6287414e","source":"hackernews","source_id":"48621514","content_type":"comment","title":null,"body_preview":"I dislike duplicate code as much as anyone, but agree with the OP that bad abstractions can be worse. They add confusion and complexity which compounds over time, since people are forced to build on t","author":"dang","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression","semantic_blandness"],"bot_score":0.11559065933852997,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621514"},{"id":"3b4ee25c-d53d-455f-880a-6aae4d034bd7","source":"hackernews","source_id":"48620395","content_type":"comment","title":null,"body_preview":"i recall very early in my career i did exactly this. i took what worked duplicated it—my reasoning being that it was far safer to reuse what has been battle tested and leave refactoring at a later sta","author":"agentifysh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","platform_fluency"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620395"},{"id":"cbc416f1-bb62-4390-b718-6bc1c8ef770e","source":"hackernews","source_id":"48620612","content_type":"comment","title":null,"body_preview":"Too many abstractions are bad. Too many code duplication is bad.\nPart of being a good engineer is finding the right balance.\nI know engineers who would gladly duplicate code all over the code base to ","author":"irishloop","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620612"},{"id":"1721ec60-df75-4fd3-b2b7-9704f818a1d2","source":"hackernews","source_id":"48623133","content_type":"comment","title":null,"body_preview":"I always liked the advice \"Abstract for replacement. Not for reuse.\"\nIf you have code that is reusable, you'll want it to have a nice interface. But, you don't need an abstraction on top of a nice int","author":"corysama","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623133"},{"id":"82a8b651-6517-4c99-9693-99dbc61abacd","source":"hackernews","source_id":"48620563","content_type":"comment","title":null,"body_preview":"Nobody wants to listen. Nobody. In 90% of the companies there are some so called senior devs that get ecstatic when they create a new abstraction.\nOverengineering, abstractions and premature optimisat","author":"ultim8k","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620563"},{"id":"09ce3596-bee0-4c3d-9e5a-8bdec97867a6","source":"hackernews","source_id":"48622008","content_type":"comment","title":null,"body_preview":"Similarly, I've seen some developers who seem to think that any inline string or numeric constant is evil. In one PR, I saw:\n    HTTPS_SCHEME = 'https'\n    DOMAIN = 'www.example.com'\n    \n    url = HT","author":"aftbit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622008"},{"id":"4a934d8b-06de-4cbe-baa0-4b08f185dd0f","source":"hackernews","source_id":"48620438","content_type":"comment","title":null,"body_preview":"+1 The worst code I had to maintain was code that tried to follow DRY (without the trying to understand what the original intention of that principle was). The only way out of that mess was widespread","author":"znkr","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620438"},{"id":"c1452c14-054d-48d9-bc76-921c1e7f7ed0","source":"hackernews","source_id":"48620539","content_type":"comment","title":null,"body_preview":"Two talks come to mind here: Mike Acton's Data-Oriented Design and C++ [1] and \nBrian Cantrill's The Complexity of Simplicity [2].\nMike's talk argues that code solutions need not be modelled on the re","author":"Rendello","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620539"},{"id":"a1474cbe-a137-4b6c-9b73-694fdf7e3990","source":"hackernews","source_id":"48623180","content_type":"comment","title":null,"body_preview":"To me it’s distracting to think about duplicating vs creating an abstraction, because the answer is always “it depends”, which is not really an answer.\nTo me, the question is: can you look at this abs","author":"ninkendo","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623180"},{"id":"9cbfd76e-9fcb-4307-a2d3-26af5cf30ccd","source":"hackernews","source_id":"48620455","content_type":"comment","title":null,"body_preview":"Echoing the article, anyone who has experienced both will agree: it’s far easier to work with an under engineered code base than an over engineered one.","author":"strongpigeon","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.07902202980109187,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620455"},{"id":"33c6b0c3-6bf7-4858-beaa-e3640c18251d","source":"hackernews","source_id":"48623059","content_type":"comment","title":null,"body_preview":"I like to think most seniors know to not blindly follow DRY. However, I can tell many of us are uncomfortable with the idea of needing to maintain multiple duplicated sources of code.\nTo help with tha","author":"ketozhang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623059"},{"id":"b2fdbe96-cc83-449d-a100-b3b9ce9b7770","source":"hackernews","source_id":"48620406","content_type":"comment","title":null,"body_preview":"I used to struggle with abstractions back in my OOP days but since moving pretty much to a purely functional approach I find that code duplication is rare.  Just have a function and call it in two par","author":"bhouston","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.13386369527209843,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620406"},{"id":"2405d6e6-3447-491a-9bb3-0a198225d8ef","source":"hackernews","source_id":"48621955","content_type":"comment","title":null,"body_preview":"I think about this on occasion. Most recently I ran into an issue during a personal project: 2d sprites for RTS units were packed on spritesheets in a consistent manner: 5 sprites for 8 directions (yo","author":"Waterluvian","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.1380487452985774,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621955"},{"id":"54b423ad-e3a0-4d25-9184-4125d5fb9125","source":"hackernews","source_id":"48620636","content_type":"comment","title":null,"body_preview":"I believe that \"single source of truth\" is a principle that should always be followed. If there's duplicated code where it'd be a bug if they diverge, then you should refactor. It creates a long-dista","author":"lg5689","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","strong_opinions","polished_first_draft"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620636"},{"id":"c5a7a380-d1fe-4bee-862c-e0cbe6df8ae3","source":"hackernews","source_id":"48623416","content_type":"comment","title":null,"body_preview":"One of the many reasons to never actually care about the work you are doing if it is a for-profit endeavor, and you are not the owner. You are there to collect a paycheck so you can survive. If you wa","author":"Apreche","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.2177694271103767,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623416"},{"id":"4153c073-86cf-47a5-8c4c-d9f43b18a4ca","source":"hackernews","source_id":"48623280","content_type":"comment","title":null,"body_preview":"Why does any of this actually matter? Why were you shaken?\nYou weren’t committing fraud. You did real work. Now you’re in the US with a family and a career.\nHappy Father’s Day.","author":"Zhenya","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623280"},{"id":"040c3445-8f4d-48f3-b125-e06e7213343c","source":"hackernews","source_id":"48623332","content_type":"comment","title":null,"body_preview":"I was on a government project where I found out I was being fraudulently billed on my hours. It was towards the end of the year and my manager was trying to use up the budget of the client. Although t","author":"comrade1234","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.12815009970442673,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623332"},{"id":"ddc493a9-8a1b-4e9f-829e-9a4ddf52eb86","source":"hackernews","source_id":"48620385","content_type":"comment","title":null,"body_preview":"There are edge cases where this fails, but `def parse(s): return json.loads('['+re.sub('([\")])\\s*([\"(])','\\g<1>,\\g<2>',re.sub('[^()\\s]+','\"\\g<0>\"',s)).replace('(','[').replace(')',']')+']')` is a surp","author":"joshuamorton","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620385"},{"id":"b0cc4fe1-b2f5-44c7-b5a7-7640fcc84a0e","source":"hackernews","source_id":"48622863","content_type":"comment","title":null,"body_preview":"article to follow between all the ai noises these days","author":"ljcoco","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.3010589025703269,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622863"},{"id":"4e22b430-843f-43c0-9e04-71ca8028f5c9","source":"hackernews","source_id":"48620325","content_type":"comment","title":null,"body_preview":"or you could just use Raku and its “surprisingly good lisp impression”:\nhttps://www.codesections.com/blog/raku-lisp-impression/","author":"librasteve","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.09778408049061406,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620325"},{"id":"8d0d8172-848a-4ce4-a812-3c2ce36950df","source":"hackernews","source_id":"48621262","content_type":"comment","title":null,"body_preview":"I actually perfected the Norvig Lisp at one time. It has compiler to python and just everything. Those very few here that can actually read code, understand why this project soon exploded into biggest","author":"timonoko","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","self_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621262"},{"id":"bfd905c8-23ae-4a5d-8c2e-3d94452f9d45","source":"hackernews","source_id":"48619922","content_type":"comment","title":null,"body_preview":"I can't recommend highly enough to implement a simple lisp (or a forth).\nIlluminating experience and it will also help you see (among many other things) the parentheses in a different light.","author":"tosh","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","semantic_specificity"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48619922"},{"id":"6b8b0169-4c53-45bf-ad6d-f997a2da6d41","source":"hackernews","source_id":"48622517","content_type":"comment","title":null,"body_preview":"And in the other direction, here's a Python interpreter written in Lisp: https://github.com/metawilm/cl-python","author":"userbinator","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.14009509826438377,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622517"},{"id":"6cbeeafc-cec8-4710-a549-a8c51344bf4b","source":"hackernews","source_id":"48621891","content_type":"comment","title":null,"body_preview":"My Lisp from 1975 was actually used in real world and highly lucrative. Gemini could read the source code, but it told that my code was piece of shit and cannot be implemented in 64-bit world without ","author":"timonoko","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","platform_fluency","opinion_expressed"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621891"},{"id":"9da9d8d6-1e6c-498f-88a3-72174b59c9eb","source":"hackernews","source_id":"48622351","content_type":"comment","title":null,"body_preview":"Depressing to think that AI will be doing most of this in the future. Sharing it freely in the internet, basically ensures AI can copy it well.","author":"sashank_1509","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.25,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622351"},{"id":"2b756bed-8c33-494d-bbb5-fab6f78eae06","source":"hackernews","source_id":"48620099","content_type":"comment","title":null,"body_preview":"Writing a Lisp is one of my favorite projects. I try to do it every year or two, taking a different approach each time.","author":"azhenley","classification":"human_created","confidence":0.85,"indicators":["self_reference","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620099"},{"id":"7f498f0a-8669-4fdf-b084-f92366baa9d7","source":"hackernews","source_id":"48622435","content_type":"comment","title":null,"body_preview":"Interestingly enough, linguists also use Lisp-like parentheses or brackets to annotate sentence structures. Trees and brackets are isomorphic, as both phrase structure grammarians and the original SIC","author":"adamddev1","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","niche_expertise"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622435"},{"id":"0c89f608-c6e7-4fe2-8a1c-1b39bae590d8","source":"hackernews","source_id":"48622534","content_type":"comment","title":null,"body_preview":"I've been working on a similar (ish) project for a while: Ribbit (https://github.com/udem-dlteam/ribbit). Supports a full R4RS REPL (with tail-calls) in the same sizes as Lispy (8Kb for JavaScript and","author":"leonardool","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","self_reference"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622534"},{"id":"68fbb88e-a695-4961-baaa-caf236672fb3","source":"hackernews","source_id":"48620229","content_type":"comment","title":null,"body_preview":"If you ever wondered how to write a programming language, this is probably the best resource to get started (and then of course Crafting Interpreters).\nSee also part 2 https://norvig.com/lispy2.html","author":"chombier","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48620229"},{"id":"5b987d50-5fc4-472c-861a-e4b69fb069af","source":"hackernews","source_id":"48621746","content_type":"comment","title":null,"body_preview":"Is it classics day or something? (Fine with us!)\nRelated:\n(How to Write a (Lisp) Interpreter (In Python)) (2010) - https://news.ycombinator.com/item?id=39665939 - March 2024 (91 comments)\n(How to Writ","author":"dang","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11559065933852997,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621746"},{"id":"0d19e258-4a40-41cd-a363-03a44474bbb0","source":"hackernews","source_id":"48622990","content_type":"comment","title":null,"body_preview":"The question I find myself asking very often these days: Is this better than asking claude to do the same things the plugin/repo does?","author":"dimitrios1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622990"},{"id":"6383f48d-489b-4aca-b935-c52c8817c381","source":"hackernews","source_id":"48623122","content_type":"comment","title":null,"body_preview":"Willing to try this but the author missed that Claude also has memory.md","author":"hbarka","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.093780355705539,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623122"},{"id":"3881d71c-3c69-4293-86e7-721ca6b2da5e","source":"hackernews","source_id":"48623144","content_type":"comment","title":null,"body_preview":"Are there any benchmarks/evals to back the claims? Or how do you know that it helps reducing waste?","author":"zihotki","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.09974642698049661,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623144"},{"id":"d83feabf-6989-44cb-bc79-ccb9bc809544","source":"hackernews","source_id":"48623218","content_type":"comment","title":null,"body_preview":"Why would you want a simple summarizer instead of frontier AI doing the summarization for you?","author":"drivebyhooting","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.16914768944816838,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623218"},{"id":"6864904a-cae0-4914-9411-2acc609f313c","source":"hackernews","source_id":"48622878","content_type":"comment","title":null,"body_preview":"I never have to because I use a ticketing system the model goes through in addition to a CLAUDE.md file with a summary, including vision, goals, non-goals etc","author":"giancarlostoro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622878"},{"id":"09d96967-f395-4b5a-80ca-00ea800f2085","source":"hackernews","source_id":"48623126","content_type":"comment","title":null,"body_preview":"If I need context for a session then that is output from a previous session, otherwise I find any “memory” functionality cumbersome.\nI saw /graphify recently which cuts down on exploration cost and se","author":"dools","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623126"},{"id":"95c28d95-5f8d-4158-9e62-11892406d556","source":"hackernews","source_id":"48623192","content_type":"comment","title":null,"body_preview":"CLAUDE.md is already a good system for context window management for all the same reasons that version control management of code is good.\nAnd keeping a local copy of everything you ever told Claude i","author":"gste","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623192"},{"id":"80b8dfed-6312-4fec-9d0e-e9d5a620d6e1","source":"hackernews","source_id":"48623255","content_type":"comment","title":null,"body_preview":"Exciting to see hooks used for automation.\nBut if I may, the need to manually update the context is a huge hurdle.\nAutomation like this is limited unless no human has to remember it. So perhaps you ca","author":"cadamsdotcom","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","imperfect_expression"],"bot_score":0.11142837834247277,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623255"},{"id":"e35f98e7-17fa-486b-a7cf-9526b7455cf9","source":"hackernews","source_id":"48623266","content_type":"comment","title":null,"body_preview":"I think the majority here have stated the same... That CLAUDE.md or AGENTS.md effectively do this. Either that or the readme.\nThe only tip I can give is that your skill that builds or wraps up work. Y","author":"intothemild","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","opinion_without_overqualification"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623266"},{"id":"1eff3bab-9ca9-403c-a175-c62561048d32","source":"hackernews","source_id":"48623010","content_type":"comment","title":null,"body_preview":"IntelliJ handles this for you. Basically it sends half your project to Claude even if you're asking some question about Star Wars.","author":"comrade1234","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.12815009970442673,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623010"},{"id":"01dba44e-2747-4741-837a-1863031cc9e4","source":"hackernews","source_id":"48623056","content_type":"comment","title":null,"body_preview":"Sometimes its good to start fresh. LLMs need large context restart's sometimes so they can better identify holes that they become blind to.","author":"SubiculumCode","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.12071609018900947,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623056"},{"id":"22dbcf95-6ccd-469e-90c8-759ba4c9aa63","source":"hackernews","source_id":"48623069","content_type":"comment","title":null,"body_preview":"I might be missing out on something but I never had to explain my project. Just give it a task, or if you really want to, type it quickly, then you are good to go.\nI can’t imagine this being worth opt","author":"serial_dev","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623069"},{"id":"2e37d069-2595-4f1a-bf14-64b7b2e7138a","source":"hackernews","source_id":"48623397","content_type":"comment","title":null,"body_preview":"That's a lot of ways to think about logarithms.\nLogarithms are laughably simple once you've fully internalized the meaning of the log function; it simply answers the question:\n\"To what power must I ra","author":"jongjong","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","personal_anecdote","natural_digression","absence_of_ai_signals"],"bot_score":0.17028985507246375,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623397"},{"id":"999cc571-4299-4bfe-9e75-6df062bae7bd","source":"hackernews","source_id":"48623317","content_type":"comment","title":null,"body_preview":"This essay needs a type system. Every time it says “log” it should say: log of what, into what?\nIt’s like audio where people say \"dB\" as if it answers the next question. Relative to what, measured how","author":"badlibrarian","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","niche_expertise"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623317"},{"id":"76c29a3c-d0d0-4809-853d-e5751405da3b","source":"hackernews","source_id":"48623435","content_type":"comment","title":null,"body_preview":"Does this answer the question of why we see hyperoperations until exponentiation in physics, but not higher?","author":"amelius","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.12295726910471227,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623435"},{"id":"fa0ba5d4-1cd8-47e5-8cdc-e3914b020cb6","source":"hackernews","source_id":"48623096","content_type":"comment","title":null,"body_preview":"Nice, on the other hand if you are interested into a no / anti security browser that runs js as  node.js on every page ...\nhttps://github.com/franzenzenhofer/nightmare","author":"franze","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.06781535587492998,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623096"},{"id":"72a4ac31-6cdb-40ef-a5e7-c74bdd59cb85","source":"hackernews","source_id":"48623143","content_type":"comment","title":null,"body_preview":"I've been meaning to dust off my black plastic intel macbook and see if it's still usable as a workstation. Go back to Snow Leopard","author":"treve","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623143"},{"id":"0e934062-17f7-4312-949f-6beef735ca47","source":"hackernews","source_id":"48623130","content_type":"comment","title":null,"body_preview":"I used TenFourFox to extend the usefulness of my PowerMac G5 for many years, though I last used it about a decade ago. I'd imagine running the modern web on a machine that slow would be painful.\nThe G","author":"seabrookmx","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623130"},{"id":"e2994f6e-c41c-4135-b556-f4b067055a8c","source":"hackernews","source_id":"48623028","content_type":"comment","title":null,"body_preview":"This is probably off topic to the browser itself, but a mac of that age due to its limited capabilities is probably best used as a thin client to a modern desktop environment (like a full screen VNC-o","author":"walrus01","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","technical_specificity"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623028"},{"id":"462a30b8-56a7-426c-8297-9b6e388eb16c","source":"hackernews","source_id":"48623202","content_type":"comment","title":null,"body_preview":"There was a similar project called TenFourFox that was halted in 2022:\nhttps://www.floodgap.com/software/tenfourfox/\nhttps://tenfourfox.blogspot.com/2020/04/the-end-of-tenfourfo...\nSome 12 years ago I","author":"pndy","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623202"},{"id":"15284957-c877-40d2-bc60-0ca1b4fd7371","source":"hackernews","source_id":"48623100","content_type":"comment","title":null,"body_preview":"One thing that seems to be common amongst many of these Firefox forks is they're very difficult to find which official version they're equivalent in functionality to. This one is no exception.","author":"userbinator","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinion_without_overqualification","platform_fluency"],"bot_score":0.14009509826438377,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623100"},{"id":"6f758cf8-417d-4a11-8ff4-086f87b4c3af","source":"hackernews","source_id":"48623016","content_type":"comment","title":null,"body_preview":"I use it extensively. It is not ready for agentic use, but as a generic driving model for RAG use cases, it is pretty competent. You can build useful software with it.","author":"atemerev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.19166666666666665,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623016"},{"id":"facc77a7-1291-48b3-850f-b02ccda6427c","source":"hackernews","source_id":"48622887","content_type":"comment","title":null,"body_preview":"previous thread: https://news.ycombinator.com/item?id=45108401","author":"yreg","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622887"},{"id":"b68acc67-acfb-4fc1-947f-74889d89d2a8","source":"hackernews","source_id":"48623004","content_type":"comment","title":null,"body_preview":"Looks like their instruct models are Llama3.1 fine tune from last year. Is there any progress on new models?\nMy last hope for soverign AI is from Chinese open models","author":"throwaw12","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","terse_reply"],"bot_score":0.11587345051654019,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623004"},{"id":"079e908f-0215-4437-8980-ce282fda387e","source":"hackernews","source_id":"48622936","content_type":"comment","title":null,"body_preview":"The previous version of this model has been pretty bad, but claimed to adhere to copyright laws. However, based on my testing, that's not true either. So in my view this is completely useless.","author":"trvz","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.09680812311223118,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48622936"},{"id":"2ed558fa-059d-4ed5-bf9a-347ab5b4638d","source":"hackernews","source_id":"48623188","content_type":"comment","title":null,"body_preview":"For a model that claims to focus on many languages, it's quite unreliable when it comes to simple questions like \"how to say X in language Y\" or \"how to conjugate verb X in language Y\". It keeps hallu","author":"pferde","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623188"},{"id":"114b04e9-ebbb-4f24-a008-1b4f74fb066e","source":"hackernews","source_id":"48623204","content_type":"comment","title":null,"body_preview":"I like the idea, and it has become more pressing that everyone outside the US think about tech sovereignty because the US has become an unsafe place to keep your data, but the impression I get from Ap","author":"SwellJoe","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1028063082107974,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623204"},{"id":"9d48bba8-0699-4b1c-8aa2-43eef925c78b","source":"hackernews","source_id":"48623213","content_type":"comment","title":null,"body_preview":"Great to see more fully open LLMs.\nI think a problem with open-weight models is that while you can improve them, you are not going to create the next generation of LLMs by fine-tuning. We are at the m","author":"maxloh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","synthetic_empathy"],"bot_score":0.109879222567717,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623213"},{"id":"7488ea0d-ca76-4318-a988-a5c20f6e8581","source":"hackernews","source_id":"48623127","content_type":"comment","title":null,"body_preview":"Other fully open LLMs include Allen AI's OLMo 3.1 and MBZUAI's K2 Think V2, both of which have released their full training pipelines and datasets.\nNvidia Nemotron is also an open training source mode","author":"maxloh","classification":"human_created","confidence":0.85,"indicators":["quoting_external_source","platform_fluency","original_commentary_around_quote"],"bot_score":0.109879222567717,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623127"},{"id":"9d63f34b-1ab2-4e65-be8e-3a569e5cafdd","source":"hackernews","source_id":"48623415","content_type":"comment","title":null,"body_preview":"It's good that there is a movement for open LLMs, but it's not where the battleground is right now. The battleground is local vs service LLMs, and we are losing that battle badly despite all the softw","author":"dTal","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48623415"},{"id":"c5993705-5d30-4066-96bc-743e6db3a580","source":"hackernews","source_id":"48614286","content_type":"post","title":"Show HN: Agentic coding workflows built on Git worktrees and task evidence","body_preview":"Show HN: Agentic coding workflows built on Git worktrees and task evidence","author":"alexreysa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.09999999999999999,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48614286"},{"id":"a22f2f8c-cba0-43c6-9418-906a8e15848c","source":"hackernews","source_id":"48621997","content_type":"post","title":"The Science That Turned Lizard Venom into GLP-1s Is Under Attack","body_preview":"The Science That Turned Lizard Venom into GLP-1s Is Under Attack","author":"rmason","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency"],"bot_score":0.18163329220790891,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48621997"},{"id":"cc70dc3b-3fd1-4f3e-8dd9-7a8766742802","source":"hackernews","source_id":"48613645","content_type":"post","title":"Show HN: TLA+ Process Studio","body_preview":"Disclaimer: This was made with LLMs.\nI made this tool to help understand large business processes that can be modelled as a single state machine.\nThe core loop of this is to enable to walk stakeholder","author":"uptodatenews","classification":"human_created","confidence":0.85,"indicators":["explicit_disclaimer","platform_fluency","self_reference","specific_project_details"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:10 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613645"},{"id":"1aa20477-c921-4526-8e08-f8b563981bc7","source":"hackernews","source_id":"48615753","content_type":"post","title":"Polymarket Paid Dozens to Post Videos of Themselves 'Winning' with Fake Bets","body_preview":"Polymarket Paid Dozens to Post Videos of Themselves 'Winning' with Fake Bets","author":"ilreb","classification":"human_created","confidence":0.85,"indicators":["headline_style","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sun Jun 21 2026 23:00:10 GMT+0000 (Coordinated Universal 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Just in time for Father’s Day. 😊","author":"wizard_of_wires","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@wizard_of_wires/116784937570180975"},{"id":"094bd8cb-3b55-45da-aa7e-6f790104bbcc","source":"mastodon","source_id":"hachyderm.io:116784949536390958","content_type":"post","title":null,"body_preview":"Staying quiet for a few days. My fustration with StyloBot work over the past coupel of days has spilled over into being mean on social media and I hate that. My ASD ass isn't great at empotional compa","author":"scottgal","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.4150331476978859,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@scottgal/116784949536390958"},{"id":"f49399b9-904e-450b-9d20-d500a1adf22a","source":"mastodon","source_id":"hachyderm.io:116784967648124719","content_type":"post","title":null,"body_preview":"My #VCFSW post. Really enjoyed the show and I look forward to seeing how this #retrocomputing event grows. #VCFMW is next on the list and this year we’re making it a full weekend. \n\nhttps://jonschwenn","author":"jonschwenn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.36445490918211654,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@jonschwenn/116784967648124719"},{"id":"34b793d9-7682-4d80-a64f-b0d0d483e678","source":"mastodon","source_id":"hachyderm.io:116784967859552783","content_type":"post","title":null,"body_preview":"Alphorn - a modern introduction - NATURTOENE.CH\nhttps://naturtoene.ch/alphorn-a-modern-introduction/?lang=en","author":"celesteh","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.3859522294915201,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@celesteh/116784967859552783"},{"id":"ca943f77-651f-4e0f-b2dd-ffed89a9afe9","source":"mastodon","source_id":"hachyderm.io:116784971332062210","content_type":"post","title":null,"body_preview":"I cannot overstate how effective test driven development is with coding assistants.\n\nhave them follow this process:\n\n1. make plan for feature/bug fix (this is interactive with your involvement)\n2. doc","author":"zcutlip","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","personal_experience_anecdote","structured_advice_with_human_oversight"],"bot_score":0.3647690474816845,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@zcutlip/116784971332062210"},{"id":"36a27c76-7c7d-403a-9834-25f39c073587","source":"mastodon","source_id":"hachyderm.io:116784971600499481","content_type":"post","title":null,"body_preview":"RE: https://eldritch.cafe/@orange_lux/116784443389933209\n\nin portuguese there is a colloquial expression: desenmerda-te, which means to “unshit yourself”.\n\nto unshit yourself is to figure it out, to d","author":"phillmv","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","cultural_references"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@phillmv/116784971600499481"},{"id":"eafc6b08-043c-4100-baca-e9f2cd242f5f","source":"mastodon","source_id":"hachyderm.io:116784982927564655","content_type":"post","title":null,"body_preview":"It has the same kind of \"naturally developed language with features thrown on top as people needed it just to get something done, oh god now it's powerful enough to theoretically do anything\" feel as ","author":"ROllerozxa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.3863625936802397,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@ROllerozxa/116784982927564655"},{"id":"189251d8-cf2d-4d83-a6d5-84467e11926e","source":"mastodon","source_id":"hachyderm.io:116784993569626872","content_type":"post","title":null,"body_preview":"It's certainly not a style most breweries go for, and there's probably a reason for that, despite the fact that I don't know what it is.\n\n#Beer #Review #YeeHaw #XPA \nhttps://www.bfbcping.com/2026/06/y","author":"bfbcping","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.35401027215894826,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@bfbcping/116784993569626872"},{"id":"7c857577-bed6-4c4b-9770-1ef95f4aab86","source":"mastodon","source_id":"hachyderm.io:116784994710548823","content_type":"post","title":null,"body_preview":"Providence pride is pretty cool. Lots of queer eye candy. \n\nNow I'm back home thirty minutes before the parade. I claim social anxiety and a dog who needs to go out regularly.\n\nHappy Pride, y'all! :ne","author":"savanni","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@savanni/116784994710548823"},{"id":"febb2512-ba65-4692-8e70-def21eda4e11","source":"mastodon","source_id":"hachyderm.io:116784994747082472","content_type":"post","title":null,"body_preview":"OpenAI lost $38.5bn in 2025.\n\nhttps://www.wheresyoured.at/exclusive-openai-financials/?ref=ed-zitrons-wheres-your-ed-at-newsletter","author":"tankgrrl","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.31611050688442976,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@tankgrrl/116784994747082472"},{"id":"260db5b7-a92c-44c3-8034-2a9ab5c2bae6","source":"mastodon","source_id":"hachyderm.io:116784996374788145","content_type":"post","title":null,"body_preview":"Well, I think I’m going to have to rework the beginning of my #emfcamp main set. It doesn’t quite work as I’d imagined.\n\nAt least I’ve got plenty of time to crack it :)","author":"advancedrubbish","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@advancedrubbish/116784996374788145"},{"id":"7c387940-98d8-4830-bf24-811048e4fe74","source":"mastodon","source_id":"hachyderm.io:116785013297659481","content_type":"post","title":null,"body_preview":"I guess it is not random, they are the biggest tubeless tires I’ve mounted myself at 2.4” (had 2.6” tires on but I never swapped them). \n\n#BikeTooter","author":"kajord","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@kajord/116785013297659481"},{"id":"c14dd3ca-a2e9-4d53-9cc6-bfaf556dce0c","source":"mastodon","source_id":"infosec.exchange:116784787999299101","content_type":"post","title":null,"body_preview":"My husband took our son on a two-hour public transportation trek to Glendale for a trans youth meet-up. And it was our son who wanted to go! Now he's at an arcade without his parents, hanging out with","author":"spiegelmama","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@spiegelmama/116784787999299101"},{"id":"a45ce014-3bdc-4071-90a2-6cff737705c3","source":"mastodon","source_id":"infosec.exchange:116784798647272498","content_type":"post","title":null,"body_preview":"Possible Phishing 🎣\n on: ⚠️hxxps[:]//petroservice[.]wixsite[.]com/my-site/\n 🧬 Analysis at: https://urldna.io/scan/6a36f1713b77500007bec534\n#cybersecurity #phishing #infosec #urldna #scam #infosec","author":"urldna","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","specific_context"],"bot_score":0.4009089194546213,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@urldna/116784798647272498"},{"id":"25492e40-f763-41d2-bc83-0be4d031031a","source":"mastodon","source_id":"infosec.exchange:116784798802494595","content_type":"post","title":null,"body_preview":"i should clarify because i keep going on about it, i have no strong feelings on world cup hydration breaks, beyond the fact we should stop pretending its anything to do with hydration when its clearly","author":"SecureOwl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.4129675516002199,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@SecureOwl/116784798802494595"},{"id":"ab416157-54f9-4952-b549-fa6b3822fda6","source":"mastodon","source_id":"infosec.exchange:116784804199701581","content_type":"post","title":null,"body_preview":"My old Twitter #HackerFastFood account returns of a one-off special!","author":"glennpegden","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@glennpegden/116784804199701581"},{"id":"d537884b-7506-4644-bbe8-562844e5f98c","source":"mastodon","source_id":"infosec.exchange:116784806947515426","content_type":"post","title":null,"body_preview":"/* Beep! */\n\nhttps://github.com/torvalds/linux/blob/v7.1/arch/x86/boot/video.c#L215\n\n#linux #kernel #x86","author":"kernelcomments","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@kernelcomments/116784806947515426"},{"id":"1821848f-ed54-4105-8f41-f9cd2ec14f06","source":"mastodon","source_id":"infosec.exchange:116784818687535187","content_type":"post","title":null,"body_preview":"It was my fault for thinking \"I'll just put on a KEXP live performance and have it on in the background while I get this other thing done\".\nhttps://www.youtube.com/watch?v=Is39gzbVtu8","author":"marshray","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@marshray/116784818687535187"},{"id":"4c7014ea-ba37-42e2-9cf7-0fbf5ee65015","source":"mastodon","source_id":"infosec.exchange:116784820744018804","content_type":"post","title":null,"body_preview":"Date Everything access v0.8: better nav routing, audio guidance tones, and reading of long text strings with pgup/pgdn https://www.patreon.com/prismaccess/posts/date-everything-161638112?utm_medium=cl","author":"prism","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@prism/116784820744018804"},{"id":"295f186a-3238-444a-99b0-07e195d808e4","source":"mastodon","source_id":"infosec.exchange:116784840935861967","content_type":"post","title":null,"body_preview":"The US FCC wants a government ID on every prepaid phone, and calls a number you can't tie to your real name a fraudster's tool.\n\nThe person leaving an abusive ex uses one of those. So does a journalis","author":"wiggwigg","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@wiggwigg/116784840935861967"},{"id":"63af40ee-4217-4c66-8f42-1b9bcde53a30","source":"mastodon","source_id":"infosec.exchange:116784840970304021","content_type":"post","title":null,"body_preview":"Who else? The renter who just doesn't want to land in a data broker's files every time they fill out a form. None of them are doing anything shady. They're keeping their public number apart from their","author":"wiggwigg","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","human_indicator_absence_of_ai_signals","external_link_context"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@wiggwigg/116784840970304021"},{"id":"e658e587-19cb-4160-b371-a57ec7a2a5e3","source":"mastodon","source_id":"infosec.exchange:116784840990252234","content_type":"post","title":null,"body_preview":"The real fraud rings already run on stolen identities. This proposal just drops ordinary people's IDs into a phone carrier's database. One more place to get hacked.\n\nCanada is pushing the same logic, ","author":"wiggwigg","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","external_link_with_commentary","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@wiggwigg/116784840990252234"},{"id":"cdba5b5b-5311-4234-85e0-486b52e29510","source":"mastodon","source_id":"infosec.exchange:116784841161424193","content_type":"post","title":null,"body_preview":"You can turn off automatic image loading in your email. That blocks tracking pixels, invisible one-pixel images that ping the sender the second you open a message, telling them when you read it, where","author":"wiggwigg","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@wiggwigg/116784841161424193"},{"id":"96a7c61a-f72e-4fae-b586-59902d73d546","source":"mastodon","source_id":"infosec.exchange:116784845343978707","content_type":"post","title":null,"body_preview":"China pitches free AI for the developing world as the G7 debates who gets access to American models https://thenextweb.com/news/china-ai-global-cooperation-vs-g7-export-controls","author":"patrickcmiller","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.38548548158173757,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@patrickcmiller/116784845343978707"},{"id":"23045a2d-a2fb-4fd2-8eeb-08b800a21e11","source":"mastodon","source_id":"infosec.exchange:116784876530943591","content_type":"post","title":null,"body_preview":"How the hell did I sucker myself into a project where I'm prompt engineering a machine learning system to create a digital audio encoder for a format that's been long dead for 20 years?\n\nI've already ","author":"vandorb12","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","self_reference","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@vandorb12/116784876530943591"},{"id":"e6143b27-ad9a-4c75-a199-09f4ba1e012b","source":"mastodon","source_id":"infosec.exchange:116784884152058966","content_type":"post","title":null,"body_preview":"If you’re using https://wheremymvps.at, new features and fixes just dropped! If you aren’t using it, why not?! #MVPBuzz #WhereMyMVPsAt","author":"cirriustech","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_indicators"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@cirriustech/116784884152058966"},{"id":"887886b9-54ca-4f4c-9153-fec3f4451e0a","source":"mastodon","source_id":"infosec.exchange:116784901089180488","content_type":"post","title":null,"body_preview":"Some increased actor activities are shown targeting crmperks Database for Contact Form 7, WPforms, Elementor Forms Plugin (CVE-2026-9843) https://vuldb.com/vuln/372499/cti","author":"vuldb","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","false_specificity"],"bot_score":0.4893689389799345,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@vuldb/116784901089180488"},{"id":"243e86ce-3192-434b-9c58-6ddeaaa56a25","source":"mastodon","source_id":"infosec.exchange:116784916678362689","content_type":"post","title":null,"body_preview":"Possible Phishing 🎣\n on: ⚠️hxxp[:]//kafilkawsar[.]github[.]io/NetflixClone\n 🧬 Analysis at: https://urldna.io/scan/6a369d013b7750000619abf6\n#cybersecurity #phishing #infosec #urldna #scam #infosec","author":"urldna","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.4009089194546213,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@urldna/116784916678362689"},{"id":"c238bf6d-9a72-47c7-a95e-f94ef687adb5","source":"mastodon","source_id":"infosec.exchange:116784916847476707","content_type":"post","title":null,"body_preview":"ASN: AS54825\nLocation: Queenstown Estate, SG\nAdded: 2026-06-15T10:24\n\n#shodansafari #infosec","author":"shodansafari","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 Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@shodansafari/116784916847476707"},{"id":"7bffb975-cc9b-49b7-83ae-a636b6e37ac3","source":"mastodon","source_id":"infosec.exchange:116784930920061801","content_type":"post","title":null,"body_preview":"New playlist online: from malware analysis to ethical hacking demos. Check it out here 👉 https://www.youtube.com/playlist?list=PLXqx05yil_mffuzooHKV-ItE0nGkqwTBh\n#Malware #EthicalHacking #CyberDefense","author":"rootshellonline","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","direct_sharing","absence_of_ai_signals"],"bot_score":0.4467120181405896,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@rootshellonline/116784930920061801"},{"id":"69bf34de-7c7c-4006-83d3-a2797ec3f157","source":"mastodon","source_id":"infosec.exchange:116784931011683630","content_type":"post","title":null,"body_preview":"What's the deal with some of the packages in the #Fedora Atomic images seemingly not being built from the same spec as the regular RPMs?\n\ncurl, as an example, has a completely different featureset on ","author":"alexhaydock","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@alexhaydock/116784931011683630"},{"id":"b52a50cf-fc4d-4f02-b4bd-933385cf10fa","source":"mastodon","source_id":"infosec.exchange:116784935146538868","content_type":"post","title":null,"body_preview":"Current upstream spec file suggests curl built for Fedora 44 ought to support HTTP/3\n\nhttps://src.fedoraproject.org/rpms/curl/blob/f44/f/curl.spec#_10","author":"alexhaydock","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@alexhaydock/116784935146538868"},{"id":"7b641730-f6fe-4bc6-93fc-231d2d9fc699","source":"mastodon","source_id":"infosec.exchange:116784938728161106","content_type":"post","title":null,"body_preview":"#chrome extension Kawaak seems malicious. Its #cybersecurity badness score is 100/100!\n\n```json\n{\"id\": \"bhpjnepmecojnfbecoamagcmnpkahgag\", \"score\": 100, \"platform\": \"chrome\", \"name\": \"Kawaak\"}\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 Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@malicious_browser_bot/116784938728161106"},{"id":"f2628e4f-f967-4c3b-ab75-7a3725218d62","source":"mastodon","source_id":"infosec.exchange:116784939275993222","content_type":"post","title":null,"body_preview":"Claude Guillemot, one of the founders of the global gaming company Ubisoft, the maker of Assassin’s Creed, and his flight instructor have been killed in a plane crash in western France, authorities sa","author":"ziplock","classification":"human_created","confidence":0.7,"indicators":["news_reporting","external_link_sharing"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@ziplock/116784939275993222"},{"id":"7b929d38-56e6-4778-8d04-271742a4c26c","source":"mastodon","source_id":"infosec.exchange:116784956592393810","content_type":"post","title":null,"body_preview":"Finished #audiobook A Boy and His Dog at the End of the World by C.A. Fletcher. Not my usual subgenre of #scifi, just a story about a few regular people going about living after the fall of civilizati","author":"Nonya_Bidniss","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions","personal_opinion"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@Nonya_Bidniss/116784956592393810"},{"id":"f9c52f8b-7f87-4eb2-80de-42854634a49b","source":"mastodon","source_id":"infosec.exchange:116784959919419826","content_type":"post","title":null,"body_preview":"I went up to Mt Rainier today to make sure it was still there. Yep, it's still there. This is from Suntop Lookout. I happened upon the lookout volunteers getting it ready to open for the season.\n\n#was","author":"caffinepwrd","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","natural_digressions","platform_fluency"],"bot_score":0.4523809523809524,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@caffinepwrd/116784959919419826"},{"id":"19852eab-2f09-442e-9a5f-682e02c03b86","source":"mastodon","source_id":"infosec.exchange:116784963312419277","content_type":"post","title":null,"body_preview":"Microsoft links Mastra AI supply chain attack to North Korean hackers https://www.bleepingcomputer.com/news/security/microsoft-links-mastra-ai-supply-chain-attack-to-north-korean-hackers/","author":"patrickcmiller","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.38548548158173757,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@patrickcmiller/116784963312419277"},{"id":"60378b1d-033f-40c8-9e42-299c32e8219b","source":"mastodon","source_id":"infosec.exchange:116784982172528109","content_type":"post","title":null,"body_preview":"Mamdani’s endorsement is more than a local political alliance—it’s a window into the direction of an increasingly radical islamist Democratic Party\n\nhttps://gellerreport.com/2026/06/mamdani-backed-can","author":"infin19","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@infin19/116784982172528109"},{"id":"4f48fb51-44fd-4400-8434-380d9ae54e2f","source":"mastodon","source_id":"infosec.exchange:116784991857516100","content_type":"post","title":null,"body_preview":"AMD silently crippled consumer memory encryption via firmware to protect its enterprise pricing tier. Covertly downgrading security for market segmentation is a grimy new low in planned obsolescence.\n","author":"geeknik","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.3899120159660422,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@geeknik/116784991857516100"},{"id":"576f22dd-82be-4d0e-a115-08d9e805de25","source":"mastodon","source_id":"infosec.exchange:116784999004369112","content_type":"post","title":null,"body_preview":"#StagedC2 config observed at Sat Jun 20 23:14:02 2026 UTC, located at hXXps://pastebin[.]com/raw/E5Qm5mMt C2: whiggaKISS-60509[.]portmap[.]host:60509 (IP: 193.161.193.99)","author":"ScumBots","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.3698788750276624,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@ScumBots/116784999004369112"},{"id":"2a1ad047-80a7-448f-92ab-b8350afb84b1","source":"mastodon","source_id":"infosec.exchange:116785004842315125","content_type":"post","title":null,"body_preview":"Hug your loved ones, furry family included.\n\nIt’s been a rough year, I am tired.","author":"leerayl","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal 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t-shirt.","author":"crankyoldbugger","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","terse_replies"],"bot_score":0.2928268478693219,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@crankyoldbugger/116784254908374228"},{"id":"0d2bc5cc-041a-4123-9aa6-dffd415663b4","source":"mastodon","source_id":"fosstodon.org:116784266110944087","content_type":"post","title":null,"body_preview":"The Leak That Exposed America's Real Government\nhttps://www.grumpychineseguy.com/p/the-leak-that-exposed-americas-real?utm_campaign=post&utm_medium=web","author":"cg2sy","classification":"human_created","confidence":0.7,"indicators":["link_sharing","absence_of_ai_hallmarks"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@cg2sy/116784266110944087"},{"id":"2480418e-2b34-4e98-b4fe-e0cb06c43919","source":"mastodon","source_id":"fosstodon.org:116784275179872983","content_type":"post","title":null,"body_preview":"For those that celebrate such things, best wishes for the #SummerSolstice 2026-06-21T08:25:00UTC.\n\nHereafter Winter is coming.","author":"wnd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","cultural_references","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@wnd/116784275179872983"},{"id":"25a62449-62fe-46f3-8633-c5e9254a3f0e","source":"mastodon","source_id":"fosstodon.org:116784281681197889","content_type":"post","title":null,"body_preview":"I'll be starting my 50km walk through the night soon, to raise money for refugees!\n\nhttps://www.nachtvandevluchteling.nl/fundraisers/luca-weiss-2026\n\n#NVDV26","author":"z3ntu","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@z3ntu/116784281681197889"},{"id":"ae5b8d0f-a398-4e69-a730-07dc3bd1dc15","source":"mastodon","source_id":"fosstodon.org:116784282298397959","content_type":"post","title":null,"body_preview":"RE: https://mastodon.acm.org/@avandeursen/116782062231483288\n\nTag lige of lær noget af det her, #Danmark !!","author":"rasmus91","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.3153598213770603,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@rasmus91/116784282298397959"},{"id":"a46ab694-36d1-4300-9047-1147906b1fa9","source":"mastodon","source_id":"fosstodon.org:116784301183358311","content_type":"post","title":null,"body_preview":"Oh snap, you can add accounts to don't follow to lists now. Super happy about that.","author":"btp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.3165915223317176,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@btp/116784301183358311"},{"id":"29a7c450-e6e7-4e6d-8930-49257cdb2dea","source":"mastodon","source_id":"fosstodon.org:116784316445078282","content_type":"post","title":null,"body_preview":"So I've been working on cooler/heatsink testing on the side when I have time, and if we look at the Raspberry Pi 4 page I have up at https://sbc.compare/coolers/raspberry-pi-4 - how horrible is it?\n\nW","author":"bret","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@bret/116784316445078282"},{"id":"fd80e73d-39fe-4cd8-a13a-d8aa10e3b229","source":"mastodon","source_id":"fosstodon.org:116784355463962102","content_type":"post","title":null,"body_preview":"At 0x1A @netdevconf talk John Ousterhout introduces homa_qdisc which implements  SRPT + pacing for both TCP and Homa. \nResults? Impressive for both. And TCP tail latency for short messages is 2x bette","author":"netdevconf","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies","absence_of_ai_signals"],"bot_score":0.2968674150160911,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@netdevconf/116784355463962102"},{"id":"9d0707b7-7625-43b7-ba2b-de6ee430074a","source":"mastodon","source_id":"fosstodon.org:116784355638265473","content_type":"post","title":null,"body_preview":"I know y'all love DIY here, so here's a quick lifehack for you: if you want to improve the efficiency of gravity, have a quick glass of Porto.","author":"dominykas","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@dominykas/116784355638265473"},{"id":"6c305a9a-931d-455c-b152-d6aa7a678504","source":"mastodon","source_id":"fosstodon.org:116784364451740199","content_type":"post","title":null,"body_preview":"I always like seeing this cute #petroglyph at Tsankawi, though I suspect it's not ancient based on the style.","author":"akkana","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","opinion_without_over-qualification","platform_fluency"],"bot_score":0.2991944196814905,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@akkana/116784364451740199"},{"id":"2a143a5f-d2c3-4ca1-82b2-61f8b4628629","source":"mastodon","source_id":"fosstodon.org:116784395075674915","content_type":"post","title":null,"body_preview":"RE: https://fosstodon.org/@sehdorn/116749958393929304\n\nNot to say #toldyouso, but not unexpected to see #ivorycoast in the lead. #gerciv \nMedia will try to sell it as the \"classic second group-stage m","author":"sehdorn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@sehdorn/116784395075674915"},{"id":"e8df23b5-cba2-4a90-bda3-9d116e31080b","source":"mastodon","source_id":"fosstodon.org:116784402944767275","content_type":"post","title":null,"body_preview":"Just installed a bunch of things by editing the config file, which went smooth. So far I like #NixOS :nixos:\n\nEdit: tomorrow I'll try creating a flake.","author":"Gina","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@Gina/116784402944767275"},{"id":"ee472891-8d87-4fe1-91fe-cea2a549f8f8","source":"mastodon","source_id":"fosstodon.org:116784422035568465","content_type":"post","title":null,"body_preview":"Sorry, the bad news box is full.\nYou may only submit good news to this address henceforward.","author":"djwfyi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@djwfyi/116784422035568465"},{"id":"69fdcb3a-089d-4a9b-96e6-7fea3104fff2","source":"mastodon","source_id":"fosstodon.org:116784427498334110","content_type":"post","title":null,"body_preview":"From a Genny Harrison analysis of Donald Glover's \"This is America\" music video:\n\n> World-weariness, though, is not apathy.\n> It is the particular exhaustion of naming\n> a true thing over and over and","author":"jimsalter","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","human_indicator_absence_of_ai"],"bot_score":0.3227638499535236,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@jimsalter/116784427498334110"},{"id":"5ae53cb9-2a7b-4081-a64d-acdb31333dd1","source":"mastodon","source_id":"fosstodon.org:116784431442657441","content_type":"post","title":null,"body_preview":"That's something AI leaders should understand.\n#AI #parenthood\nhttps://www.houstonchronicle.com/opinion/outlook/article/fathers-ai-leadership-csorba-22310064.php","author":"kdkorte","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.28177386919485325,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@kdkorte/116784431442657441"},{"id":"2435ee86-04c9-4f13-83b1-e6d8b383ff8e","source":"mastodon","source_id":"fosstodon.org:116784444335211934","content_type":"post","title":null,"body_preview":"New NAS OS just dropped on the channel: Fygo OS. Spent days digging into it after our livestream install, here's the honest take on what's good, what's still rough, and whether it's worth your time. #","author":"dbtechyt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions","original_commentary"],"bot_score":0.3167424005536362,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@dbtechyt/116784444335211934"},{"id":"58bf39db-1b86-422a-8797-74b51f5082c7","source":"mastodon","source_id":"fosstodon.org:116784445921348758","content_type":"post","title":null,"body_preview":"👉 Apache DolphinScheduler 3.4.2 is now available for download: https://buff.ly/hzEQfYe \n\nDolphin Scheduler is a distributed and easy-to-extend visual workflow scheduler system.\n\nFor more info, visit: ","author":"TheASF","classification":"ai_generated","confidence":0.85,"indicators":["template_phrases","semantic_blandness","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.3680470275163686,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@TheASF/116784445921348758"},{"id":"d830e3f6-ad49-4fc6-8446-2acb3f2b5b23","source":"mastodon","source_id":"fosstodon.org:116784448681571990","content_type":"post","title":null,"body_preview":"Is printer ink still a scam? Are there any companies selling DIY refills?","author":"brianb","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.2980032752596069,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@brianb/116784448681571990"},{"id":"0229a07e-7f9c-4552-88ec-36c034e51217","source":"mastodon","source_id":"fosstodon.org:116784465762936671","content_type":"post","title":null,"body_preview":"We went to the car show at the SAC Aerospace Museum today in Ashland, Nebraska today.  My brother-in-law had his Mustang on display under a B-52.\n\nhttps://jimlawless.net/blog/posts/carshow/\n\n#cars #pl","author":"jimlawless","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@jimlawless/116784465762936671"},{"id":"8989fd82-39eb-4899-bb4c-7503d56af229","source":"mastodon","source_id":"fosstodon.org:116784484271636614","content_type":"post","title":null,"body_preview":"I published a new article 🎉\nWhat’s a piece of technology you couldn’t live without, and why?\nhttps://gabnotes.org/posts/whats-a-piece-of-technology-you-couldnt-live-without-and-why","author":"Crocmagnon","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 Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@Crocmagnon/116784484271636614"},{"id":"fb21716d-cef1-4f9c-a5fd-4d72e5ddb954","source":"mastodon","source_id":"fosstodon.org:116784579647798520","content_type":"post","title":null,"body_preview":"Mayor Mamdani:\n\n“So often when this city comes together, it is because we are forced to by a moment of tragedy or adversity. What a gift it is to be brought together by pure, unfiltered joy.\n\nWhat is ","author":"AkaSci","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","quoting_external_source","absence_of_ai_signals"],"bot_score":0.32990608823363243,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@AkaSci/116784579647798520"},{"id":"c8cadd07-cbbf-48f4-8887-61c16524bea8","source":"mastodon","source_id":"fosstodon.org:116784682072761688","content_type":"post","title":null,"body_preview":"MyOTA (1.0.0) for esp32 by Vic P.\n\n➡️ https://github.com/vic4key/MyOTA\n\nEasiest OTA for ESP32\n\n#ArduinoLibs #ArduinoLibraries #esp32Libraries","author":"arduinoLibs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","specific_project_details"],"bot_score":0.35766313059474153,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@arduinoLibs/116784682072761688"},{"id":"f91694b3-42b8-44d4-80c1-d17ee37fa437","source":"mastodon","source_id":"fosstodon.org:116784692230050910","content_type":"post","title":null,"body_preview":"For those interested in such things, I have written yet another British Railway Common Interface File (CIF) timetable script in #python which then dumps out a set of paths and can then chunk these int","author":"wnd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","niche_expertise"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@wnd/116784692230050910"},{"id":"37e0faae-46c1-49e0-9b06-8fa083a420d9","source":"mastodon","source_id":"fosstodon.org:116784696765022102","content_type":"post","title":null,"body_preview":"RE: https://fosstodon.org/@sehdorn/116784395075674915\n\nExtremly lucky punch of #diemannschaft. But that pass of #Nmecha, holy moly. More of this please. #WorldCup #mastodonfc #gerciv","author":"sehdorn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression","terse_replies"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@sehdorn/116784696765022102"},{"id":"af1fe21b-735e-4e9e-bdfb-b4e144a5407e","source":"mastodon","source_id":"fosstodon.org:116784703401993801","content_type":"post","title":null,"body_preview":"I got a Fujitsu Stylistic Q5010 (ARROWS Tab) that was apparently used in Japan (it was MADE in Japan, which is not common these days for this kind of thing), and it came with a Japanese keyboard dock.","author":"yakkoj","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.3348998123196282,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@yakkoj/116784703401993801"},{"id":"2940c944-b6d8-4286-aa15-4d33f41454bd","source":"mastodon","source_id":"fosstodon.org:116784708860614960","content_type":"post","title":null,"body_preview":"#Encryption\nhttps://spectrum.ieee.org/alan-turings-delilah","author":"8tpercent","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@8tpercent/116784708860614960"},{"id":"ea87a5bc-848d-4079-8739-c6461f50e2b9","source":"mastodon","source_id":"fosstodon.org:116784720914044645","content_type":"post","title":null,"body_preview":"So I can have the fbcon rotated once boot's done (though I need to fix the fandango on screen for the initrd so I can see the password prompt), but I've not had luck rotating the graphical display.  I","author":"yakkoj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","technical_detail"],"bot_score":0.3348998123196282,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@yakkoj/116784720914044645"},{"id":"290c0064-bd44-4a4d-a833-bb5eb4d9115f","source":"mastodon","source_id":"fosstodon.org:116784738017325626","content_type":"post","title":null,"body_preview":"five past midnight in my Oslo neighborhood. \n\nAn other twenty minutes until dusk... And then less than two hours until dawn again. \n\nThis is about as dark as it gets this time of the year.","author":"kly","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@kly/116784738017325626"},{"id":"a4eaa60c-1e65-4ba6-b252-631c9b7114bc","source":"mastodon","source_id":"fosstodon.org:116784747747260615","content_type":"post","title":null,"body_preview":"RE: https://fosstodon.org/@sehdorn/116784696765022102\n\nAnd btw, Mr. #Nagelsmann: #Undav for starting 11, subito.","author":"sehdorn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.35714285714285715,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@sehdorn/116784747747260615"},{"id":"8c7768c0-8c77-4e11-a63c-aec94a469348","source":"mastodon","source_id":"fosstodon.org:116784843173979185","content_type":"post","title":null,"body_preview":"Countdown (1.2.11) http://apps.nextcloud.com/apps/countdown","author":"nextcloudupdate","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@nextcloudupdate/116784843173979185"},{"id":"d4956b81-00bd-42e2-95ed-b546980dd06d","source":"mastodon","source_id":"fosstodon.org:116784892514004734","content_type":"post","title":null,"body_preview":"Home Assistant 2026.6.4 patches a solid list of fixes: Immich API key leak in logs, Growatt power readings off by 1000x, InfluxDB double slash URLs, and a bunch of missing translation fields. #homeass","author":"dbtechyt","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.3167424005536362,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@dbtechyt/116784892514004734"},{"id":"2dc1ba01-a877-4de6-8925-42c16f615d5f","source":"mastodon","source_id":"fosstodon.org:116784935771369603","content_type":"post","title":null,"body_preview":"My latest, for Rest of World\n\nDigital Donroe Doctrine in action:\n\nA proposed undersea cable from Chile to Hong Kong promised to connect South America directly to Asia. Instead, it became a test of how","author":"juanof9","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","original_commentary_around_quote","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@juanof9/116784935771369603"},{"id":"d0253bc6-0d4a-4ea6-898e-482fbe6204c0","source":"mastodon","source_id":"fosstodon.org:116784959557507640","content_type":"post","title":null,"body_preview":"I'm prototyping a cool strategy game about mushroom hoarding :)\n\nIt's getting shape and way better than I anticipated!\n\n#GameDev #IndieDev #GameBoy","author":"w84death","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","self_reference","terse_replies"],"bot_score":0.3165232574192422,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@w84death/116784959557507640"},{"id":"f09b2881-7d0d-43f4-9464-bb0bfbacf295","source":"mastodon","source_id":"fosstodon.org:116784976173333166","content_type":"post","title":null,"body_preview":"Today my 8 year old took one of the dev screens I had laying around and used AI to make a score board for today's game. It's controlled by touch, with the cheering people getting happier the more NL w","author":"balloob","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:30:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@balloob/116784976173333166"},{"id":"1b6f65d6-1d6b-44f9-a442-7e2026374d6a","source":"reddit","source_id":"t1_osufm3a","content_type":"comment","title":null,"body_preview":"I can only comment as a very Japan-centric visitor. I noticed that whenever we bought something from a retailer there was a whole team to take care of any conceivable issue that we might have had. We ","author":"OldTurtle-101","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uaph00/oc_japans_ageing_population_and_labour_shortages/osufm3a/"},{"id":"4e7a4b4c-313c-4019-8968-890b7dfdfed5","source":"reddit","source_id":"t1_osufuzf","content_type":"comment","title":null,"body_preview":"When we can finally stop spending 99% of health tech money on medical records themselves. Medical records should not be the thing that costs all this money, but right now it's swallowing all the energ","author":"pacharanero","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1u9dgun/when_will_we_see_the_golden_age_of_medical/osufuzf/"},{"id":"b34930f4-0fa1-41b7-898c-07eb54e1765b","source":"reddit","source_id":"t1_osuga8h","content_type":"comment","title":null,"body_preview":"There isn't an 18 year old alive that I've met and would consider an adult. We hold them responsible like one but any 30+ year old that doesn't look back and think they were still just a kid at 18 is ","author":"Tirras","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0.3222460812719396,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ub5w58/college_students_consumed_by_resignation_and/osuga8h/"},{"id":"9555d7de-ba57-4f2e-a44b-b89f83fa9f12","source":"reddit","source_id":"t1_osugafo","content_type":"comment","title":null,"body_preview":"As for the Chinese government, it has done invasion (Vietnam, South Korea, India), sabotage (Taiwan), sponsoring terrorists (Iran, North Korea), mass espionage (obvious), genocide (Pol Pot's Cambodia)","author":"NotAnFbiAgent-hehe","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uaymin/how_the_us_could_win_ai_but_lose_the_tech_race/osugafo/"},{"id":"9c53cfd6-a31b-4b46-92fd-1e771d24c29d","source":"reddit","source_id":"t1_osugkzx","content_type":"comment","title":null,"body_preview":"My experience with GPS is that people who ‘found their way around’ without GPS are happier and more confident with it. People who memorized the map and learned the streets still do. And people who wer","author":"jlninrr","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","strong_opinions","absence_of_ai_indicators"],"bot_score":0.738095238095238,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ub5w58/college_students_consumed_by_resignation_and/osugkzx/"},{"id":"99f2c902-8f3c-4f66-b8ba-99f22a0071ad","source":"reddit","source_id":"t1_osugxts","content_type":"comment","title":null,"body_preview":"“Phase 1 clinical trials of a 15-PGDH inhibitor for muscle weakness have shown that it is safe and active in healthy volunteers…” I doubt they have a friend who did this and just so happen to notice t","author":"Narf234","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uaxm20/stanford_scientists_successfully_regrow_lost/osugxts/"},{"id":"653cd2c9-6c8f-4d91-8a75-9410318148c3","source":"reddit","source_id":"t1_osuh8wf","content_type":"comment","title":null,"body_preview":"They won’t. Their schools will. Everyone on the academic account will get credits, bought in bulk. That’s how many technologies have been brought to students. And schools are going to buy in because t","author":"jlninrr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","analogy_to_past_tech","absence_of_ai_signals"],"bot_score":0.738095238095238,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ub5w58/college_students_consumed_by_resignation_and/osuh8wf/"},{"id":"7ae927dd-039b-499b-aed2-6b56123a8ee2","source":"reddit","source_id":"t1_osuhlg5","content_type":"comment","title":null,"body_preview":"Wikipedia is not a primary source. Neither is AI. Both need to be verified. But they will find you sources to verify that it would have taken you far longer to find without them.","author":"jlninrr","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.738095238095238,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ub5w58/college_students_consumed_by_resignation_and/osuhlg5/"},{"id":"54c6df64-0360-452d-b33e-4e002032e4fd","source":"reddit","source_id":"t1_osuhokk","content_type":"comment","title":null,"body_preview":"I'm working in AI consulting and here's what I see. There are companies actively looking for young people with AI knowledge to come into their teams and start doing the simple work at a greater effici","author":"djdante","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uawvgn/entrylevel_jobs_arent_disappearing_theyre_being/osuhokk/"},{"id":"3fccc0bb-3bcb-40e1-93d4-53da2a06b3bd","source":"reddit","source_id":"t1_osuhsz7","content_type":"comment","title":null,"body_preview":"Wtf!? How and why are Colleges promoting the use of AI in learning? AI is in so many ways completely antithetical to learning. Research maybe but even they it has to be carefully babysat.","author":"Cloudhead_Denny","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ub5w58/college_students_consumed_by_resignation_and/osuhsz7/"},{"id":"9b2368ae-b6ec-4ae5-85bf-aa5c302dc4e8","source":"reddit","source_id":"t1_osuhw0h","content_type":"comment","title":null,"body_preview":"There is no school that wants their students to get further into AI. Teachers hate that students are using AI.  their graduates will be uncompetitive otherwise  This is silly and based on buying the h","author":"sciolisticism","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","personal_experience_anecdote","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.5238095238095238,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ub5w58/college_students_consumed_by_resignation_and/osuhw0h/"},{"id":"bf0a4f5a-c58d-4738-a355-69fb3999e6f0","source":"reddit","source_id":"t1_osuifsm","content_type":"comment","title":null,"body_preview":"I was in high school 10 or so years ago and we weren’t allowed to use Wikipedia then. It’s really crazy how long 10 years is in terms of tech.","author":"mrcheeksman","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ub5w58/college_students_consumed_by_resignation_and/osuifsm/"},{"id":"261f0355-05cf-46cd-aa2f-34fe3de6be38","source":"reddit","source_id":"t1_osuihpl","content_type":"comment","title":null,"body_preview":"Source on this happening amongst Dartmouth students?","author":"senescal","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ub5w58/college_students_consumed_by_resignation_and/osuihpl/"},{"id":"a023c5e1-a4ff-46f3-a8b7-e8d63841c3dd","source":"reddit","source_id":"t1_osuiuv7","content_type":"comment","title":null,"body_preview":"The OP for this contradicts your first sentence, flat out. I was a college student in the 80s. We heard the same thing about desktop publishing and programming, and some professors fought against spre","author":"jlninrr","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.738095238095238,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ub5w58/college_students_consumed_by_resignation_and/osuiuv7/"},{"id":"4b6b1b75-e7a6-4fc9-be24-98dabc055416","source":"reddit","source_id":"t1_osuj2wc","content_type":"comment","title":null,"body_preview":"Let me guess, this was some kind of study on mice, the success on humans never tested and are probably not working because of some reason or the procedure is so expensive that this will not be afforda","author":"moldentoaster","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uaxm20/stanford_scientists_successfully_regrow_lost/osuj2wc/"},{"id":"d3cde2e3-4398-4fb1-83f1-1c9555e49701","source":"reddit","source_id":"t1_osujmsc","content_type":"comment","title":null,"body_preview":"Had a senior dev leave the industry entirely because he was so tired of AI being forced into our workflows and how inefficient everything was becoming. We asked for juniors to fill in the gaps with th","author":"Inetro","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uawvgn/entrylevel_jobs_arent_disappearing_theyre_being/osujmsc/"},{"id":"b1c904d4-dea1-48b6-9c01-2c414f4cb713","source":"reddit","source_id":"t1_osujohd","content_type":"comment","title":null,"body_preview":"humans are disliking ai because it can do what they do (not always as good). as a result, people are feeling ai devalues what it means to be human. it looks like the era of humanity’s existential refl","author":"AI-Thinks-For-Me","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ub5w58/college_students_consumed_by_resignation_and/osujohd/"},{"id":"dc9fa5cc-887d-4b9d-a2e9-0062b07999c4","source":"reddit","source_id":"t1_osujxp9","content_type":"comment","title":null,"body_preview":"Buy cheap rural land. Become self sustaining. None of that will matter.","author":"hivemind_disruptor","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uawvgn/entrylevel_jobs_arent_disappearing_theyre_being/osujxp9/"},{"id":"50b3ce7d-bde6-46f2-8e04-e58ca33f213b","source":"reddit","source_id":"t1_osuk5i8","content_type":"comment","title":null,"body_preview":"We'd need to triple the amount of child care facilities","author":"aleqqqs","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uamofi/if_humans_could_safely_reverse_aging_by_20_years/osuk5i8/"},{"id":"d7c1dfa9-fd15-4d7a-b7f7-4b1c84de35d7","source":"reddit","source_id":"t1_osuk62m","content_type":"comment","title":null,"body_preview":"It really isn't a strawman. Ask anyone who works in education. Fifth garders, college freshmen, everyone. The amount of students that are below grade level for reading and writing is significantly hig","author":"Yodiddlyyo","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ub5w58/college_students_consumed_by_resignation_and/osuk62m/"},{"id":"ea5ce75d-1fa1-4540-84bd-3dd63dfb853a","source":"reddit","source_id":"t1_osukfbt","content_type":"comment","title":null,"body_preview":"I hear my knee crackle everytime i go up a flight of atairs now, so i would very much be interested in this.","author":"nobdy89","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uaxm20/stanford_scientists_successfully_regrow_lost/osukfbt/"},{"id":"b3c61aa3-62d8-4699-a22d-adbeeebe5a6e","source":"reddit","source_id":"t1_osum5fw","content_type":"comment","title":null,"body_preview":"Just 20 more years? Not sure much would change. Maybe more suicides. Nobody wants to live in a world with wars, crime, and inequality for 20 more years.","author":"Heal_Me_Today","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1uamofi/if_humans_could_safely_reverse_aging_by_20_years/osum5fw/"},{"id":"d7e3ece7-1cfd-4f47-a06b-dee361398968","source":"reddit","source_id":"t1_osum68p","content_type":"comment","title":null,"body_preview":"They absolutely can be taught to use it responsibly. If they know how to use Google they had to learn how to not plagiarize. Some kids being dumb and copying doesn't mean they are incapable","author":"JebusChrust","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:23:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/Futurology/comments/1ub5w58/college_students_consumed_by_resignation_and/osum68p/"},{"id":"341a42a3-e322-4569-9deb-c9b82998282a","source":"reddit","source_id":"t1_osul7pt","content_type":"comment","title":null,"body_preview":"i hate that comment on so many levels, i don't even know where to begin.","author":"bertholomaeus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ub9aaj/til_the_majority_of_the_oxygen_we_breathe_comes/osul7pt/"},{"id":"4c8903f3-4199-4779-953a-26df7d3cb5e3","source":"reddit","source_id":"t1_osul9rj","content_type":"comment","title":null,"body_preview":"I read that occasionally an evolutionary cousin male lizard might wander into their territory and mate with a female. The daughter is a triploid with two X Chromosomes and one Y Chromosome. They are s","author":"FoxCQC","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ub0yb3/til_mourning_geckos_are_a_species_of_lizard_that/osul9rj/"},{"id":"1097b444-c0fe-4784-87d1-67e741dced01","source":"reddit","source_id":"t1_osulad6","content_type":"comment","title":null,"body_preview":"That isn’t how shit works, you’re describing a child’s understanding of sociology. Genociding your conquered enemy has been tried countless times, and at no point prevents “repeating the cycle”, over ","author":"MagicBus4","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ub1n7n/til_hitler_once_pranked_supporter_ernst/osulad6/"},{"id":"264b0ce2-b821-43af-a349-c43567bacb45","source":"reddit","source_id":"t1_osulahi","content_type":"comment","title":null,"body_preview":"Trees scrub the air by removing Carbon, turning it into plant material. That's how trees grow. Ocean algae disperses oxygen as it exhales, which goes into the air. Darlene washes the Ford F150. This i","author":"GamingWithBilly","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ub9aaj/til_the_majority_of_the_oxygen_we_breathe_comes/osulahi/"},{"id":"557e221e-7dd5-414c-b206-3640fbf9c336","source":"reddit","source_id":"t1_osulf9j","content_type":"comment","title":null,"body_preview":"Thanks for the clarification! I feel like people often use comparisons like that without really thinking/describing what it means. The other day my coworker said a noise was \"as loud as a piano\".","author":"JejuneBourgeois","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uatysr/til_cerns_base_experiment_successfully/osulf9j/"},{"id":"ac7aa46a-fbbb-400f-9972-c2759ec9d382","source":"reddit","source_id":"t1_osulher","content_type":"comment","title":null,"body_preview":"I mean, sort of? It mostly comes from photosynthesizers alive hundreds of millions of years ago, though. If we had a button that made all trees and grasses and oceanic photosynthesizers disappear, we'","author":"270-","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ub9aaj/til_the_majority_of_the_oxygen_we_breathe_comes/osulher/"},{"id":"ea60b6c0-ea84-4aaa-ab3c-89c168a32a4c","source":"reddit","source_id":"t1_osulkzt","content_type":"comment","title":null,"body_preview":"All of New York's Central Park's tree's absorb and offset around100 cars worth of CO₂ emissions so trees aren't doing much","author":"SmallSandwichHater","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ub9aaj/til_the_majority_of_the_oxygen_we_breathe_comes/osulkzt/"},{"id":"beb8b46d-5efd-4a66-b2fd-885c5b23628d","source":"reddit","source_id":"t1_osulrdz","content_type":"comment","title":null,"body_preview":"Mathematics based confidently wrong answers are the absolute worst.  I had a similar argument, where it’s like, math doesn’t lie but you think it lies if you don’t check yourself.  That began my whole","author":"Hukthak","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","personal_experience"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Sat Jun 20 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ub9aaj/til_the_majority_of_the_oxygen_we_breathe_comes/osulrdz/"},{"id":"b4513021-6e98-47cf-8041-572bbdfcfa1d","source":"reddit","source_id":"t1_osulrqv","content_type":"comment","title":null,"body_preview":"And the West Germany's Suzerain the US putting a former Nazi who employed slaves from concentrations camps to build his weapons that targeted the allies, in charge of their space agency and rehabilita","author":"DoobKiller","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":"Sat Jun 20 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ub1n7n/til_hitler_once_pranked_supporter_ernst/osulrqv/"},{"id":"74ee3664-8cb7-4730-83c3-13526d128bbb","source":"reddit","source_id":"t1_osulutx","content_type":"comment","title":null,"body_preview":"Ive always wondered if two school shooters showed up to school on the same day, do you think they would both laugh and then get along and team up or do you think they would battle it out and then the ","author":"VerdugoCortex","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ub2wxn/til_that_the_columbine_shooters_eric_harris_and/osulutx/"},{"id":"abfc556a-b69d-47fc-8ac7-1bc12e394e00","source":"reddit","source_id":"t1_osulz2s","content_type":"comment","title":null,"body_preview":"There was airport security in the 90s. There were metal scanners and the like. This is why the terrorists had to bring items that wouldn’t cause suspicion. Airport security is tighter today, but I don","author":"SpiderSlitScrotums","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":"Sat Jun 20 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ub2wxn/til_that_the_columbine_shooters_eric_harris_and/osulz2s/"},{"id":"bdd06d73-ba7d-4411-9c0d-399b6c666df1","source":"reddit","source_id":"t1_osum06i","content_type":"comment","title":null,"body_preview":"But we have the world's first trillionaire and the rich don't have to pay taxes, that has to count for something","author":"Hot-Delay5608","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ub9aaj/til_the_majority_of_the_oxygen_we_breathe_comes/osum06i/"},{"id":"5b2d0e28-e458-40aa-bedb-f9fe32544fae","source":"reddit","source_id":"t1_osum07k","content_type":"comment","title":null,"body_preview":"Before this I wasn't even aware Antimatter was able to be created let alone contained AND transported... I thought antimatter was like the illusive darkmatter. Theoretical and something we haven't fig","author":"E5VL","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.2587540177798761,"content_class":null,"collected_at":"Sat Jun 20 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uatysr/til_cerns_base_experiment_successfully/osum07k/"},{"id":"3d6baba7-ad26-4b74-a918-1191dfe8c325","source":"reddit","source_id":"t1_osum3ol","content_type":"comment","title":null,"body_preview":"Yeah I was like \"I don't remember who caned Charles Sumner but Rousseau doesn't ring a bell.\" TIL there were multiple canings I guess.","author":"ZebraTank","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ub7kvn/til_lovell_rousseau_the_senator_who_broke_his/osum3ol/"},{"id":"0a097c47-f36b-4b7f-b136-c1ef997a1433","source":"reddit","source_id":"t1_osum55b","content_type":"comment","title":null,"body_preview":"I do like Longstreet. I can’t think of a better indicator of redemption than being Lee’s right hand man yet so hated by racists they don’t makes statues of you after you die.","author":"IdealOnion","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ub7kvn/til_lovell_rousseau_the_senator_who_broke_his/osum55b/"},{"id":"ebb10728-7ae6-43d3-ac2a-5a9debc8eff4","source":"reddit","source_id":"t1_osum64i","content_type":"comment","title":null,"body_preview":"The event contributed significantly to the country's polarization over the issue of slavery. It is considered symbolic of the \"breakdown of reasoned discourse\"[2] and willingness to resort to violence","author":"NoOccasion4759","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","missing_platform_voice","human_indicators_present"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ub7kvn/til_lovell_rousseau_the_senator_who_broke_his/osum64i/"},{"id":"cf569914-be3c-4d5d-a212-a49b2b839919","source":"reddit","source_id":"t1_osumdj7","content_type":"comment","title":null,"body_preview":"They all came out of the wood work the day the last Nazi died...","author":"rationalsarcasm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:22:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ub1n7n/til_hitler_once_pranked_supporter_ernst/osumdj7/"},{"id":"66947861-b97d-4c6f-b495-d032550853ea","source":"reddit","source_id":"t1_osqs9ry","content_type":"comment","title":null,"body_preview":"Oh boy, \"leap\" adjustments are way more complicated than most people realize. There's so much more to it than \"every 4 years skip a day\". My programmers in the house know what I'm talking about. Talk ","author":"Trust-Me-Im-A-Potato","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osqs9ry/"},{"id":"9d11bf87-c6a4-4ff0-94f7-1e5cbbcb18b0","source":"reddit","source_id":"t1_osqsom1","content_type":"comment","title":null,"body_preview":"Literally every computer clock and timekeeping system (except Windows) is actually reporting time in seconds (and fractions thereof) since that datum.  That's not right. Perhaps hyperbole? Or only cou","author":"tremby","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","niche_expertise","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osqsom1/"},{"id":"73eaeb50-d728-44b2-a439-746b54aaaf48","source":"reddit","source_id":"t1_osqwauy","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","absence_of_personality","explicit_bot_declaration"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uau8e0/brain_size_in_canines/osqwauy/"},{"id":"54c52169-966e-4696-aa2f-d011f0dd3ec5","source":"reddit","source_id":"t1_osr2g3s","content_type":"comment","title":null,"body_preview":"Why does it seem that Russian time zones aren't even trying to match noon with the sun's position?","author":"jamincan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osr2g3s/"},{"id":"3b32c27e-88a9-485f-8b1c-b73176838f55","source":"reddit","source_id":"t1_osr95ig","content_type":"comment","title":null,"body_preview":"If it’s that gradual we may be able to do away with it completely. The change would be generational and people would get used to new times for things as their “normal”.","author":"SpaceToaster","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osr95ig/"},{"id":"c08dc341-aaca-4fc4-954b-dad86e637fb8","source":"reddit","source_id":"t1_osrb4ct","content_type":"comment","title":null,"body_preview":"In other words: Earth's revolution around the Sun adds one more rotation a year, and the missing 4 minutes a day amount to 1460 minutes or 24.333 hours a year. Leap days take care of the fractional pa","author":"2059FF","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","polished_first_draft"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osrb4ct/"},{"id":"6d3fac83-f1f1-466f-ac6f-358a7f1ffe42","source":"reddit","source_id":"t1_osrgqgn","content_type":"comment","title":null,"body_preview":"You find me a single instance of any non-hobby Amiga, DOS or Acorn computer. OpenVMS is so vanishingly rare that it’s not worth mentioning but its timekeeping is similarly impacted by a leap second.","author":"geo_prog","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osrgqgn/"},{"id":"1ca21db9-b751-40d1-b01c-b9c6acf2de65","source":"reddit","source_id":"t1_osrjpqv","content_type":"comment","title":null,"body_preview":"There's also the fact that leap years are skipped during years ending in 00 (1700, 1800, 1900) unless it is also divisible by 400 (2000) to help correct the issue.","author":"crackerblind","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_voice","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osrjpqv/"},{"id":"cf4664ac-ec92-4c01-bb41-c3d31d9122d2","source":"reddit","source_id":"t1_osrv9tt","content_type":"comment","title":null,"body_preview":"It's 366.25, not 364.25. Earth rotation and orbit are in the same direction, so the orbit around the sun removes one day","author":"MarinatedPickachu","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osrv9tt/"},{"id":"805c44b4-7957-4703-9729-4b8d741c4d37","source":"reddit","source_id":"t1_osrzo32","content_type":"comment","title":null,"body_preview":"Leap smearing is exactly what some of the major time providers are doing now. Instead of a big bang 1 second adjustment, which is disruptive for time critical applications, by applying a small shift o","author":"funbob","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","suspiciously_balanced","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osrzo32/"},{"id":"e5ad0857-3bff-4283-a231-697e0e3d5d2e","source":"reddit","source_id":"t1_oss1b21","content_type":"comment","title":null,"body_preview":"Plus home gamer network time isn't even accurate to the second, so being off by a leap second or two would be meaningless. If you really need a clock accurate to the sub-second it will be based off a ","author":"Agouti","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/oss1b21/"},{"id":"a0ab56d8-8e8f-4354-b007-ae0379626e09","source":"reddit","source_id":"t1_osskf64","content_type":"comment","title":null,"body_preview":"This post is being removed because it is too long. Often these type of posts are asking for a peer review or vetting of unsubstantiated hypotheses, which are not allowed on AskScience. If your questio","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","suspiciously_comprehensive"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ub1kz8/question_about_interpreting_gravity_as_a_gradient/osskf64/"},{"id":"bf310ce1-9625-42e4-9ada-c2839b60046a","source":"reddit","source_id":"t1_ost3nn4","content_type":"comment","title":null,"body_preview":"An actual explanation for a 5 year old to understand? In this sub?","author":"iK_550","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/ost3nn4/"},{"id":"24e63362-0ad9-40d6-9e78-f31bea9e2b31","source":"reddit","source_id":"t1_ost5an0","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","missing_platform_voice","synthetic_empathy","self_identification_as_bot"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ub428k/la_credibilidad_científica_dentro_de_los/ost5an0/"},{"id":"dea870a4-70be-4e77-be9d-ebbef7415a69","source":"reddit","source_id":"t1_ost9ehk","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","polled_first_draft"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ub4jsi/applying_into_chemical_engineering_as_a_nonengrud/ost9ehk/"},{"id":"2bd986da-db0a-48d7-aa0d-68d8a0e92bfb","source":"reddit","source_id":"t1_ostlq0q","content_type":"comment","title":null,"body_preview":"This is a fun problem to solve with service level agreements. Leap seconds are more a curiosity (mostly because they can skew reporting), but the std / dst transition has broken end-user's brains for ","author":"thehappiestotaku","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_stance","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/ostlq0q/"},{"id":"635fb528-0096-43dc-a751-45ced5599d1d","source":"reddit","source_id":"t1_ostmy5n","content_type":"comment","title":null,"body_preview":"This post is being removed because it is too long. Often these type of posts are asking for a peer review or vetting of unsubstantiated hypotheses, which are not allowed on AskScience. If your questio","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","synthetic_empathy","uniform_paragraph_rhythm","missing_platform_voice"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ub68nw/if_we_get_really_good_at_desalination_doesnt_that/ostmy5n/"},{"id":"072d1e86-590c-4c6d-bfdf-281b3ef0dfd2","source":"reddit","source_id":"t1_ostn97v","content_type":"comment","title":null,"body_preview":"But look at it, it’s a legit question. Not a peer review or an hypothesis","author":"PaulMakesThings1","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion"],"bot_score":0.5524048114306698,"content_class":null,"collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ub68nw/if_we_get_really_good_at_desalination_doesnt_that/ostn97v/"},{"id":"69186240-a25c-4ad5-ac2e-e9afe4dff76c","source":"reddit","source_id":"t1_ostwvnv","content_type":"comment","title":null,"body_preview":"Are you certain those subreddits would be capable? Part of my question would entail the multiplication of G's felt on the body due to moving at relativistic speeds, and I can't say I'm confident those","author":"DeadManLovesArt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uajvr9/physics_namely_gravity_and_velocity_how_would_i/ostwvnv/"},{"id":"641836c8-6d13-42d4-9739-5d68dfcc11ce","source":"reddit","source_id":"t1_osu6vp6","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","missing_platform_voice","synthetic_empathy","semantic_blandness"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ub8m8g/what_will_happen_to_taxonomy_when_species_evolve/osu6vp6/"},{"id":"4ee46ff9-06be-4b1f-b484-6392c288f36c","source":"reddit","source_id":"t1_osu9qsk","content_type":"comment","title":null,"body_preview":"Thank you for your submission! Unfortunately, your submission has been removed for the following reason(s):  A good home for this question is our sister subreddit /r/AskScienceDiscussion. It might be ","author":"askscience-ModTeam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","specific_context_reference","instructional_tone"],"bot_score":0.2142857142857143,"content_class":"automated_moderation","collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ub4m0f/applying_into_chemical_engineering_as_a_nonengrud/osu9qsk/"},{"id":"fb7e3bac-1c59-4f69-8980-c5f4a8e4ec22","source":"reddit","source_id":"t1_osua85d","content_type":"comment","title":null,"body_preview":"Because you can make the limit between shadow and light to move faster than the speed of light. A good example would be to move a laser pointer across the moon surface from Earth. The dot will move fa","author":"electric_ionland","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.5135130725874106,"content_class":null,"collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ub27up/why_so_many_scientists_say_that_shadows_are/osua85d/"},{"id":"08fc3c6c-8228-4300-99a1-4c4def4e7ced","source":"reddit","source_id":"t1_osuaajc","content_type":"comment","title":null,"body_preview":"Thank you for your submission! Unfortunately, your submission has been removed for the following reason(s):  This question is based on fundamentally flawed premises. Please conduct some background res","author":"askscience-ModTeam","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.2142857142857143,"content_class":"automated_moderation","collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ub27up/why_so_many_scientists_say_that_shadows_are/osuaajc/"},{"id":"695fea68-e434-42c2-a802-8062774c23fc","source":"reddit","source_id":"t1_osujrv2","content_type":"comment","title":null,"body_preview":"The speed of the limit between shadow and light is determined by the speed of light, as it is the light that determines the limit. Also, no, moving a laser pointer across the Moon will not make the do","author":"Ear-Red","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","semantic_blandness","uniform_paragraph_rhythm"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ub27up/why_so_many_scientists_say_that_shadows_are/osujrv2/"},{"id":"c187cd24-10fb-4402-859f-41c3282beabc","source":"reddit","source_id":"t1_osukjym","content_type":"comment","title":null,"body_preview":"The light front will move across the surface faster than light from simple geometry. However it does not allow you to transmit information from Earth to the Moon faster than the speed of light, this i","author":"electric_ionland","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","absence_of_personality","human_indicator_provided_link"],"bot_score":0.5135130725874106,"content_class":null,"collected_at":"Sat Jun 20 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ub27up/why_so_many_scientists_say_that_shadows_are/osukjym/"},{"id":"c4e4f74f-1b7c-4e66-a2fd-c753cb5e66e8","source":"reddit","source_id":"t1_osukcmu","content_type":"comment","title":null,"body_preview":"I would point out you do not understand negative vs positive rights. Healthcare is not a human right because it is a positive right. It relies on someone else doing something for you. All positive rig","author":"Astalon18","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uavppt/cmv_the_argument_that_healthcare_isnt_a_human/osukcmu/"},{"id":"628f8f1e-4d10-4887-a2d0-d8bb54351a3b","source":"reddit","source_id":"t1_osukfao","content_type":"comment","title":null,"body_preview":"Your post in r/changemyview has been automatically removed due to having insufficient positive engagement on Reddit. Low engagement accounts are often used to 'soapbox' or cause subreddit disruption. ","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","list_heavy_advice"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ubab29/cmv_humans_should_go_back_the_second_sleep/osukfao/"},{"id":"c7188a8a-2181-4335-aa1d-5c5dfb9f9e09","source":"reddit","source_id":"t1_osukhv4","content_type":"comment","title":null,"body_preview":"The 4th of July is a triumph for all Americans. Yes. Though some quibble about the best exact day to celebrate it, it represents an important development in our history. Independence. Juneteenth is a ","author":"acousticswirl","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uaxgff/cmv_there_is_no_reason_for_an_american_to_be/osukhv4/"},{"id":"d26836dc-70df-4589-8e21-f0516bc7b24c","source":"reddit","source_id":"t1_osukjqb","content_type":"comment","title":null,"body_preview":"To be a trillionaire (or billionaire) means you have to have enough assets in your name that is sellable, at that moment, at the supposed value they're declaring.  This definition is debatable and not","author":"InterestProof1526","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","over_qualification","missing_platform_voice","semantic_blandness"],"bot_score":1,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ub8tnn/cmv_elon_musk_isnt_actually_a_trillionaire/osukjqb/"},{"id":"92361787-a181-4770-b040-f82013123988","source":"reddit","source_id":"t1_osukli1","content_type":"comment","title":null,"body_preview":"It's estimated he has 850 million to one billion cash on hand.","author":"anna_or_elsa","classification":"ai_generated","confidence":0.6,"indicators":["false_specificity","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ub8tnn/cmv_elon_musk_isnt_actually_a_trillionaire/osukli1/"},{"id":"08d9f51c-5452-4694-9239-985f05c5171b","source":"reddit","source_id":"t1_osukn0o","content_type":"comment","title":null,"body_preview":"Iran-Contra Affair, MKUltra, Project Artichoke, Operation Northwoods, Tuskegee Prison Experiments, Operation Paperclip just to name a few.","author":"JR_Al-Ahran","classification":"ai_generated","confidence":0.75,"indicators":["list_heavy_advice","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ub7w24/cmv_conspiracy_theories_are_mostly_cope_for_bad/osukn0o/"},{"id":"06a31e90-c4ea-4c65-8021-f734c7103f4a","source":"reddit","source_id":"t1_osukp7t","content_type":"comment","title":null,"body_preview":"because it doesn't work? like almost nobody knows how to run shit like this, and those that do aren't doing it based on the whims of the electorate. you'd setup the system, somebody would propose an i","author":"hillswalker87","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","natural_digressions","platform_fluency"],"bot_score":0.33134920634920634,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uat32c/cmv_income_from_work_should_always_be_taxed_less/osukp7t/"},{"id":"e10a5f12-344f-498c-80ef-8c17d18a27d6","source":"reddit","source_id":"t1_osukrmr","content_type":"comment","title":null,"body_preview":"I going to call bullshit. I think it was legit for cash.","author":"Raveyard2409","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ub7w24/cmv_conspiracy_theories_are_mostly_cope_for_bad/osukrmr/"},{"id":"8f42142b-aa39-4742-8144-a21d35791744","source":"reddit","source_id":"t1_osuktw7","content_type":"comment","title":null,"body_preview":"Most likely, however, he can't take a $1 Trillion loan since it's unlikely a bank would loan it to him given how much of the investment would have to be supported by volatile SpaceX shares and because","author":"InterestProof1526","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","absence_of_personality","over_qualification"],"bot_score":1,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ub8tnn/cmv_elon_musk_isnt_actually_a_trillionaire/osuktw7/"},{"id":"17d3d80a-be80-4ed8-8f15-c924677a80cd","source":"reddit","source_id":"t1_osukwz6","content_type":"comment","title":null,"body_preview":"I have seen a lot of people disagree with celebrating it, but it’s never explained why they think it shouldn’t be, and I can’t think of any good reason why someone wouldn’t want to celebrate it, other","author":"BadWolf_Corporation","classification":"ai_generated","confidence":0.7,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uaxgff/cmv_there_is_no_reason_for_an_american_to_be/osukwz6/"},{"id":"10e1cd4d-2892-44c5-ab7f-a04d151bcb0d","source":"reddit","source_id":"t1_osukyk7","content_type":"comment","title":null,"body_preview":"I would disagree. You earlier said that the internet can drive divisiveness, and I look at all the retired boomers spending all their time watching Fox News. I think that exceptionalism is a root caus","author":"TheLilGremlin1","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ub6icj/cmv_american_exceptionalism_is_the_root_cause_of/osukyk7/"},{"id":"e949d312-1ae1-4fcd-ae44-b48c5ce41157","source":"reddit","source_id":"t1_osul56b","content_type":"comment","title":null,"body_preview":"Love it; either agree with me, or if you don't then cool I can't convince you sheeple. Top tier bullshittery","author":"Raveyard2409","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ub7w24/cmv_conspiracy_theories_are_mostly_cope_for_bad/osul56b/"},{"id":"6ce876e0-98ba-4759-9743-86848b674ca2","source":"reddit","source_id":"t1_osul85k","content_type":"comment","title":null,"body_preview":"I'm sorry but even after the edit I fail to see why people would supposedly be ok with the incestuous relationship. People HAVE pointed out the inherent problems with an incestuous relationship but yo","author":"Worzon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.7777777777777778,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ub8ij3/cmv_if_you_are_ok_with_gay_relationships_and_not/osul85k/"},{"id":"2bf2b3f6-f360-48b1-b81c-65da0a58c1dc","source":"reddit","source_id":"t1_osul9dw","content_type":"comment","title":null,"body_preview":"Great! I'm gonna go eat some popcorn while I watch videos of Palestine losing the war it started. They're so entertaining that they go really well with a snack.","author":"VectorS123","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1tbx9xf/cmv_i_dont_get_the_genocide_accusation_against/osul9dw/"},{"id":"ef4e11f3-d580-4af4-b0e3-2b6e40552ff9","source":"reddit","source_id":"t1_osulc3o","content_type":"comment","title":null,"body_preview":"Derek pretends that racism is something based on logic, when in fact it is also based on emotion, in his case the emotion he felt when he saw his father murdered by a drug dealer outside of his house.","author":"JoeyLee911","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","specific_example","semantic_depth"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ub7dxp/cmv_american_history_x_is_not_very_effective_as/osulc3o/"},{"id":"21f416a3-e09c-4e82-bf35-67bd5ad5abba","source":"reddit","source_id":"t1_osuletl","content_type":"comment","title":null,"body_preview":"but than I thought, there were many problems too with LGBTQ+ marriages and relationships, but society overcame those problems and established a fairly stable system for LGBTQ+ hence they are not probl","author":"ralph-j","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ub8ij3/cmv_if_you_are_ok_with_gay_relationships_and_not/osuletl/"},{"id":"0581cd74-1528-43ff-a609-dabc2fadce48","source":"reddit","source_id":"t1_osulfcp","content_type":"comment","title":null,"body_preview":"From a practical standpoint, valuation has always been based on liquidity  So homes are worth 0 dollars? No, valuation is based on what the market would pay for it today. Thats why we have appraisers.","author":"scavenger5","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ub8tnn/cmv_elon_musk_isnt_actually_a_trillionaire/osulfcp/"},{"id":"fa9b843e-29f5-4973-b260-926091cc1cd1","source":"reddit","source_id":"t1_osulfz0","content_type":"comment","title":null,"body_preview":"But those are all just excuses- why does anyone have to be against celebrating an attempt to make up for our nation’s most heinous (and ongoing) crime? The only real reason is some racist whites think","author":"fitzymcfitz","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":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uaxgff/cmv_there_is_no_reason_for_an_american_to_be/osulfz0/"},{"id":"96958770-1b4f-41c9-8bcd-bc21fd187b7a","source":"reddit","source_id":"t1_osulg4a","content_type":"comment","title":null,"body_preview":"That is literally not the logic ANYONE who is against Juneteenth has ever used","author":"OrganicMulch3826","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uaxgff/cmv_there_is_no_reason_for_an_american_to_be/osulg4a/"},{"id":"0c092a95-2ecb-4d1f-8df8-160e44fcf75b","source":"reddit","source_id":"t1_osuljhy","content_type":"comment","title":null,"body_preview":"Right, but that was primarily a cultural process of hegemony, not widespread demographic replacement. Jewish-Roman wars led to exile, Jews who stayed went through successive waves of conversion to Chr","author":"YoureVulnerableNow","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","niche_expertise","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1tf6bev/cmv_opposing_the_actions_the_actions_of_israels/osuljhy/"},{"id":"759e7b67-fb0e-4dda-9db4-371ab56f8d12","source":"reddit","source_id":"t1_osulm7j","content_type":"comment","title":null,"body_preview":"there was no bizarre rudeness. They're common habits of these types of relationships. Gay and straight relationships don't inherently have these issues like incestuous ones do.","author":"Worzon","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.7777777777777778,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ub8ij3/cmv_if_you_are_ok_with_gay_relationships_and_not/osulm7j/"},{"id":"e09dabc9-f88e-4427-8604-0e8ebd354913","source":"reddit","source_id":"t1_osulql9","content_type":"comment","title":null,"body_preview":"The last state to abolish slavery was Delaware. A union state","author":"airboRN_82","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_personality","platform_fluency"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uaxgff/cmv_there_is_no_reason_for_an_american_to_be/osulql9/"},{"id":"fd1695b2-f31e-45e3-b119-50f4532bc55c","source":"reddit","source_id":"t1_osulrd0","content_type":"comment","title":null,"body_preview":"You need to understand that the edit has clarified nothing","author":"alice8818","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ub8ij3/cmv_if_you_are_ok_with_gay_relationships_and_not/osulrd0/"},{"id":"489663b3-6c96-4a94-8828-3cbcd901496b","source":"reddit","source_id":"t1_osulz2o","content_type":"comment","title":null,"body_preview":"Because they're rarely predicated on prearranged relationships. Family members starting a relationship is more likely the result of a bad power dynamic or a traumatic experience. There's no biological","author":"Worzon","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.7777777777777778,"content_class":null,"collected_at":"Sat Jun 20 2026 23:20:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ub8ij3/cmv_if_you_are_ok_with_gay_relationships_and_not/osulz2o/"},{"id":"8a69df40-1647-4c9f-930b-43a6b2db1e88","source":"reddit","source_id":"t1_osujbow","content_type":"comment","title":null,"body_preview":"For me they are just too much of a blatant tearjerker situation. I prefer books that are more subtle/ nuanced.","author":"Shesarubikscube","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ub8pff/who_is_the_author_you_swore_youd_never_read_again/osujbow/"},{"id":"59da31fa-1f52-4e42-a453-a7680a1c0333","source":"reddit","source_id":"t1_osujbvn","content_type":"comment","title":null,"body_preview":"I feel like that part of the book would have made a great epilogue chapter instead of a third of the book.","author":"syn-ack-fin","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ub8pff/who_is_the_author_you_swore_youd_never_read_again/osujbvn/"},{"id":"b4c77e7b-9b24-4c9c-9fb2-1c3e5b76ded7","source":"reddit","source_id":"t1_osujfrn","content_type":"comment","title":null,"body_preview":"Why the fuck not? Why do you care who calls themself an author?","author":"Electrical_Aside7487","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uats07/the_authors_who_admit_to_using_ai_i_have/osujfrn/"},{"id":"0a65ed21-5d0e-44f1-8c68-938091c53d10","source":"reddit","source_id":"t1_osujhlf","content_type":"comment","title":null,"body_preview":"I’ve never thought of it being a plot driven or character driven thing. That’s interesting. The only Ishiguro I’ve read is Klara and the Sun and I absolutely hated it. But maybe I’m plot driven.","author":"nooks11","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ub8pff/who_is_the_author_you_swore_youd_never_read_again/osujhlf/"},{"id":"4127527a-db10-4c5d-af59-f07b1301216a","source":"reddit","source_id":"t1_osujjnz","content_type":"comment","title":null,"body_preview":"Yeah, you are being sarcastic, but somehow missing the fact that people did these things. It is called research. It is a fundamental part of most people’s writing process. And people still have to do ","author":"NuancedComrades","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uats07/the_authors_who_admit_to_using_ai_i_have/osujjnz/"},{"id":"835401a3-4499-4a5d-b293-b04dd7df0ea4","source":"reddit","source_id":"t1_osujq8d","content_type":"comment","title":null,"body_preview":"The man is a prolific writer! The number of books he wrote during the pandemic—I lost count. My husband loves him and reads all his books. I’m not a fan.","author":"bluev0lta","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","natural_digressions"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ub8pff/who_is_the_author_you_swore_youd_never_read_again/osujq8d/"},{"id":"f7a261f5-5332-400d-9aac-171b7bef1c01","source":"reddit","source_id":"t1_osujwhv","content_type":"comment","title":null,"body_preview":"Nah I know I agree, my point is that I think people on Reddit over exaggerate the resistance to it.","author":"Hyperion262","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uats07/the_authors_who_admit_to_using_ai_i_have/osujwhv/"},{"id":"6a5eec37-2ae3-47dc-bf28-33dde49aae19","source":"reddit","source_id":"t1_osujwtg","content_type":"comment","title":null,"body_preview":"Agreed! She doesn’t seem to write uplifting stories.","author":"bluev0lta","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ub8pff/who_is_the_author_you_swore_youd_never_read_again/osujwtg/"},{"id":"2e7134c5-66d1-42ea-b813-42a104c61bbf","source":"reddit","source_id":"t1_osujygo","content_type":"comment","title":null,"body_preview":"I'm the exact opposite, I gobble up her horror books, but everything else I've tried from her I couldn't stand.","author":"dragonisreborn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ub8pff/who_is_the_author_you_swore_youd_never_read_again/osujygo/"},{"id":"6791bcfd-04c0-4aba-8c71-829c941fbd6c","source":"reddit","source_id":"t1_osujynu","content_type":"comment","title":null,"body_preview":"I mean yeah, we already k is that from the fact that they use AI to write.","author":"Darkdragoon324","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uats07/the_authors_who_admit_to_using_ai_i_have/osujynu/"},{"id":"7112db77-8aab-4e0f-a343-af208d10eed0","source":"reddit","source_id":"t1_osujys2","content_type":"comment","title":null,"body_preview":"Buried Giant bored the crap out of me. I highly doubt I'll read any of his other work.","author":"Cosmic-Sympathy","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ub8pff/who_is_the_author_you_swore_youd_never_read_again/osujys2/"},{"id":"9fcd0935-969c-4877-8a7f-ec776dfe7005","source":"reddit","source_id":"t1_osuk3he","content_type":"comment","title":null,"body_preview":"I agree. The jump was shockingly abrupt and doesn’t give us any meaningful closure on the crew we just spent 600 pages following.","author":"borkborkbork99","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ub8pff/who_is_the_author_you_swore_youd_never_read_again/osuk3he/"},{"id":"6cd11613-3156-4d8a-ac93-08d0adedc016","source":"reddit","source_id":"t1_osuk6ug","content_type":"comment","title":null,"body_preview":"Yes, and they’ve made it clear that they’re going to continue to use the honor system rather than making any effort to detect AI.","author":"OhioTry","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uay7vn/the_prominent_literary_magazine_granta_will_no/osuk6ug/"},{"id":"f01db39d-745a-4ffd-889d-1d8ec6250249","source":"reddit","source_id":"t1_osukk0l","content_type":"comment","title":null,"body_preview":"If that was their only legacy then maybe you'd be right.  But even if it wasn't built, the influence they had on millions is still there. The building is the icing on cake  'This building is great. Bu","author":"horsetuna","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uavlvh/barack_and_michelle_obama_surprise_chicago/osukk0l/"},{"id":"a4fa81fc-dce5-433c-9e58-631eae3b6ded","source":"reddit","source_id":"t1_osukk99","content_type":"comment","title":null,"body_preview":"Stephen King. I'd read Desperation and loathed it with every fiber of my being. Put me off reading any King works for a good 15 years. Now I've read The Shining, The Stand, and Salem's Lot and enjoyed","author":"Katarra","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ub8pff/who_is_the_author_you_swore_youd_never_read_again/osukk99/"},{"id":"aedd6a84-aa86-4cec-8cb5-19a570315453","source":"reddit","source_id":"t1_osukopb","content_type":"comment","title":null,"body_preview":"Loving this discussion, thank you all! I'm also very conflicted by the Shannon character, the lack of specificity re religion, what happened to Jessa and Junebug, and the confusing timeline. I didn't ","author":"Ok_Novel_5083","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1sp0yr2/i_read_yesteryear_by_caro_claire_burke_in_24/osukopb/"},{"id":"66d15483-5af2-4f22-b91a-f086eeb261d0","source":"reddit","source_id":"t1_osukrwa","content_type":"comment","title":null,"body_preview":"For me the goal would be that I don't understand people and don't have enough friends to entertain my silly questions. But I'm also not a fiction writer, so it's moot in my case, but I'm surely not th","author":"Kamelasa","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","hedge_stacking","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uats07/the_authors_who_admit_to_using_ai_i_have/osukrwa/"},{"id":"88169b9c-52c9-4d99-aed1-c2637e1ec2fc","source":"reddit","source_id":"t1_osul1xz","content_type":"comment","title":null,"body_preview":"I finished The Buried Giant in a flood of tears. One of the few books to make me physically cry. Any media print or visual, that makes me feel something to that extent, is truly art.","author":"Staninator","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ub8pff/who_is_the_author_you_swore_youd_never_read_again/osul1xz/"},{"id":"4c731c6d-2769-4b6c-8771-6c90506d533b","source":"reddit","source_id":"t1_osul3cl","content_type":"comment","title":null,"body_preview":"Yeah I got to halfway through Babel but have no desire to finish it. Just….yeah. It had a good base but the execution or follow through just felt lacking","author":"TheNewGuy13","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","opinion_without_over_explanation"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ub8pff/who_is_the_author_you_swore_youd_never_read_again/osul3cl/"},{"id":"05a99a12-138b-4b16-a9a7-02838110f4f0","source":"reddit","source_id":"t1_osuli2k","content_type":"comment","title":null,"body_preview":"Amazon Web Services also has contracts with ICE and hosts a lot of their logistics.","author":"_Autistic_Dragon_","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.34523809523809523,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ua7eob/buying_used_books_on_amazon/osuli2k/"},{"id":"353005b1-9a5c-475d-9aa6-75c73a3f9f51","source":"reddit","source_id":"t1_osulsz1","content_type":"comment","title":null,"body_preview":"Never Let Me Go was so beautiful. I love how the plot unraveled... by not really unraveling. The big reveals were super casual, like they were just fact. It was like someone I love slowly coming up be","author":"dwpea66","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ub8pff/who_is_the_author_you_swore_youd_never_read_again/osulsz1/"},{"id":"fcfe1853-7fda-4c17-904d-a7838ca3fadc","source":"reddit","source_id":"t1_osuluhm","content_type":"comment","title":null,"body_preview":"If you are writing non fiction and using AI as primarily an aggregation tool for info, and validating its output on the other end, thats cool. Its when you start relying on ai for creative writing pro","author":"Pure-Recipe6210","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:19:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uats07/the_authors_who_admit_to_using_ai_i_have/osuluhm/"},{"id":"26540373-09be-4f39-8b4b-a2e5ad4eed67","source":"reddit","source_id":"t1_osulaas","content_type":"comment","title":null,"body_preview":"One of Miller's trademarks. I think he uses it at the climax of the first Mad Max","author":"Somnambulist815","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.2587540177798761,"content_class":null,"collected_at":"Sat Jun 20 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ub9nwk/twilight_zone_the_movie_1983_dir_by_george_miller/osulaas/"},{"id":"a7fc3385-b479-4a1a-9b50-a741e1805e99","source":"reddit","source_id":"t1_osulabz","content_type":"comment","title":null,"body_preview":"\"Why should I believe you? you're hitler!\"  powerful line","author":"somethingtc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ub9nwk/twilight_zone_the_movie_1983_dir_by_george_miller/osulabz/"},{"id":"29132590-457c-45fa-91cd-d803f1cb8690","source":"reddit","source_id":"t1_osulacq","content_type":"comment","title":null,"body_preview":"Why not. There are s lot where the white man is evil. What about creat one that is the opposite? Hollywood did with Russians, communists, islam, jihad, etc","author":"homem_ra","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uapvbi/lets_have_a_chatcitizen_vigilante/osulacq/"},{"id":"25fda086-d645-4c4f-a02a-7b02122340d7","source":"reddit","source_id":"t1_osulad1","content_type":"comment","title":null,"body_preview":"i think you should not speak about the movie at all, ESPECIALLY if it’s a newly released movie, without putting a spoiler alert.","author":"FunSelf2151","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uasvuq/what_happened_to_spoiler_alert/osulad1/"},{"id":"1409a62c-f00b-47af-b3d2-7242a0ed6bad","source":"reddit","source_id":"t1_osulafl","content_type":"comment","title":null,"body_preview":"Story time: When this was in theaters I took a date here. I had met her casually at a party and we hit it off. But I really didn’t know much about her. Plan was movie then dinner.  I liked James spade","author":"tibbles1","classification":"human_created","confidence":0.9,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ub9u7b/the_secretary_2002/osulafl/"},{"id":"9adc49d5-590d-4c84-a9b1-70d69823b6c2","source":"reddit","source_id":"t1_osulcqa","content_type":"comment","title":null,"body_preview":"Sense and Sensibility (1995), Sabrina (1954), A Royal Affair (2012), Roman Holiday (1953), Anastasia (1956), The Wedding Planner (2001), An Affair to Remember (1957), You Got Mail (1998), Moonstruck (","author":"AdvertisingEmpty3159","classification":"human_created","confidence":0.7,"indicators":["list_heavy_advice","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ub4kns/romance_movies_for_me_to_watch/osulcqa/"},{"id":"9fae8c92-4c01-4d46-b9c1-ff40ee792411","source":"reddit","source_id":"t1_osule9e","content_type":"comment","title":null,"body_preview":"it so brilliantly done, audience knows something bad will happen and there's gonna be a jump scare, and they dragged out the scene to let them have a normal conversation, and i could't bear the tensio","author":"mmartinez42793","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1tdjue6/official_discussion_obsession_spoilers/osule9e/"},{"id":"a13eceec-e012-4459-a289-7cdde350d2c1","source":"reddit","source_id":"t1_osuleb5","content_type":"comment","title":null,"body_preview":"3 movies? A good number to like from one director.","author":"Melodic-Budget-951","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/5bj7wg/quentin_tarantinos_films_feel_like_theyre_made/osuleb5/"},{"id":"3ad94a4b-1472-4a41-9550-8fca96b56859","source":"reddit","source_id":"t1_osulf2h","content_type":"comment","title":null,"body_preview":"A League of Their Own Should be added to your list if you make this a regular event.","author":"SonnySwanson","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ub5o4h/mil_has_never_seen_any_women_films_like_terms_of/osulf2h/"},{"id":"2d40eaea-3a98-44bb-bf4c-fe066ab7e39f","source":"reddit","source_id":"t1_osulfxs","content_type":"comment","title":null,"body_preview":"The movie on the poster in this post you are talking about lol","author":"SeekingLostInnocence","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ua7ktw/first_poster_for_the_room_returns_starring_bob/osulfxs/"},{"id":"4ca8cff1-fab6-4d16-b5b0-4a25a03ba981","source":"reddit","source_id":"t1_osulhde","content_type":"comment","title":null,"body_preview":"As far as the subject matter goes, I preferred the films Venus in Fur and The Duke of Burgundy - both go a long way toward explaining the dynamics of this kind of relationship.","author":"FamousLastWords666","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ub9u7b/the_secretary_2002/osulhde/"},{"id":"969bdef4-026a-41fa-814a-75b88eccf5b6","source":"reddit","source_id":"t1_osuliws","content_type":"comment","title":null,"body_preview":"\"We can't just release it to the internet\" Then the actual disclosure day presentation is just Emily Blunt giving an intro before showing all the raw footage.  This movie was garbage.","author":"BonjaminClay","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.5238095238095238,"content_class":null,"collected_at":"Sat Jun 20 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1u3ic2d/official_discussion_disclosure_day_spoilers/osuliws/"},{"id":"b83dd899-98f1-44c6-bc8e-fadeb4ecbfdf","source":"reddit","source_id":"t1_osulljv","content_type":"comment","title":null,"body_preview":"Your opinion reminded me of a comment I read on the film a while back. They argued that the Secretary was more catered to the female gaze than male. Are perchance a man?","author":"lyka_96","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ub9u7b/the_secretary_2002/osulljv/"},{"id":"077f4461-9cfb-457d-817a-73c9f59fc3d7","source":"reddit","source_id":"t1_osulm4s","content_type":"comment","title":null,"body_preview":"Man...did we have the same uncle?  Dude jacked me up, but now I love horror.","author":"Cthulhu_Dreams_","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ub9nwk/twilight_zone_the_movie_1983_dir_by_george_miller/osulm4s/"},{"id":"d71ec08f-256c-4bbb-86ca-e7f0c2ca4447","source":"reddit","source_id":"t1_osulmwx","content_type":"comment","title":null,"body_preview":"It's not overt about it, so it's easy enough to ignore if you're not looking for it. But if you pay attention it's hard to miss. Beautiful movie. One of my faves. Signed, another hetero guy.","author":"eXecute_bit","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Sat Jun 20 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ub5o4h/mil_has_never_seen_any_women_films_like_terms_of/osulmwx/"},{"id":"9a5deb75-31e9-4da5-9c05-a49e549c2735","source":"reddit","source_id":"t1_osulnv3","content_type":"comment","title":null,"body_preview":"Royal Tenenbaumbs is prime Wes Anderson. My first Anderson movie in theater was Rushmore, so it'll always be at the top of my list.","author":"Primary-String3908","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1u9qujg/which_wes_anderson_film_do_you_recommend/osulnv3/"},{"id":"0e0498e8-1309-4928-85f9-981cc7f53bdc","source":"reddit","source_id":"t1_osukvh1","content_type":"comment","title":null,"body_preview":"right, blame me for asking you to justify your positions and not THE FUCKING COPS WHO SHOT THE KID. it’s totally my fault and not, once again, the fault of THE FUCKING COPS WHO SHOT A BABY. god damn, ","author":"flaminghair348","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ua8lil/officer_involved_in_shooting_outside_walmart_that/osukvh1/"},{"id":"4bb91ef0-94c6-4d7b-a914-53402a01ef1b","source":"reddit","source_id":"t1_osukzuk","content_type":"comment","title":null,"body_preview":"Did he not learn anything from The Count of Monte Cristo?","author":"skyedearmond","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub43qn/spain_must_pay_25m_to_man_who_spent_15_years_in/osukzuk/"},{"id":"c9fa7a72-1764-4276-b1b6-b95a04007ccd","source":"reddit","source_id":"t1_osul0ak","content_type":"comment","title":null,"body_preview":"He's Austrian too. There's never been an evil Austrian... Right?","author":"spiritbearr","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub7i8b/canadian_billionaire_frank_stronach_found_guilty/osul0ak/"},{"id":"43e5e103-091d-4326-bda5-88f0bb61a907","source":"reddit","source_id":"t1_osul0uk","content_type":"comment","title":null,"body_preview":"Have you read the full manual that came with your car?","author":"RHINO_Mk_II","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub6olm/tesla_allegedly_in_autopilot_mode_crashes_into/osul0uk/"},{"id":"3251b309-b936-4b90-9d70-af13479184d1","source":"reddit","source_id":"t1_osul2d4","content_type":"comment","title":null,"body_preview":"and not just that, even if we accept their framing of Oct 8th, there were ceasefire post that and before this deal that Israel broke, so the war stopped then Israel started it up again before this dea","author":"voidox","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub0ok0/israel_and_hezbollah_continue_strikes_despite/osul2d4/"},{"id":"134ebb85-81d6-4e95-9daf-d93868ca3a64","source":"reddit","source_id":"t1_osul49w","content_type":"comment","title":null,"body_preview":"That would make sense if the Tesla had go up the driveway and crashed into the garage, but that's not what happened here.","author":"wyvernx02","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.3450053570398348,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub6olm/tesla_allegedly_in_autopilot_mode_crashes_into/osul49w/"},{"id":"30dd2ea5-a6ca-4991-b743-0d706cfda433","source":"reddit","source_id":"t1_osul4ci","content_type":"comment","title":null,"body_preview":"I think there was that one guy. He was pretty bad.","author":"Lukealloneword","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub7i8b/canadian_billionaire_frank_stronach_found_guilty/osul4ci/"},{"id":"32725bda-9e94-4741-8646-e8cdb2be7b2f","source":"reddit","source_id":"t1_osul4kv","content_type":"comment","title":null,"body_preview":"Technically accurate for individual houses. For communal driveways that are private and break out to individual driveways along the way, they are there in the map.  Google Maps uses satellite imagery ","author":"Throwaway2Experiment","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub6olm/tesla_allegedly_in_autopilot_mode_crashes_into/osul4kv/"},{"id":"9678701f-d0f1-42be-aa67-01775b4f882c","source":"reddit","source_id":"t1_osul5nu","content_type":"comment","title":null,"body_preview":"But to be fair, it was leaked that companies did this. It referenced that. The actuarial equation is a bit more complex. But really it's just taking more risks into account.","author":"RecordOfTheEnd","classification":"ai_generated","confidence":0.75,"indicators":["hedge_stacking","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub6olm/tesla_allegedly_in_autopilot_mode_crashes_into/osul5nu/"},{"id":"85d18ea2-faf9-4bef-bc6b-ae29fc17ec78","source":"reddit","source_id":"t1_osul6sh","content_type":"comment","title":null,"body_preview":"No i think it is strategic. Lebanon territory is more valuable to them. If youre trying to make the point that they are there because Lebanon is a security threat, then you arent going to win the argu","author":"Thoresus","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub0ok0/israel_and_hezbollah_continue_strikes_despite/osul6sh/"},{"id":"c55be88f-31bf-4bc8-a92b-2ec0519ead93","source":"reddit","source_id":"t1_osul897","content_type":"comment","title":null,"body_preview":"Yes, yes, that's how the problem goes away. Stick your head in a hole and pretend it's Obama's fault.","author":"Logintheroad","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub3fv0/us_denies_irans_claim_to_have_closed_strait_of/osul897/"},{"id":"a1bd1275-aa6e-4d1e-b23e-300630743ded","source":"reddit","source_id":"t1_osul9o4","content_type":"comment","title":null,"body_preview":"So driver Michael Butler killed someone with his Tesla. Autopilot still requires a conscious driver, correct?","author":"Theo-Wookshire","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_hallmarks"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub6olm/tesla_allegedly_in_autopilot_mode_crashes_into/osul9o4/"},{"id":"cf191639-88cc-47ea-8001-d8a20b890eca","source":"reddit","source_id":"t1_osulbrt","content_type":"comment","title":null,"body_preview":"Jesus, how embarrassing.  I’d say “imagine being a Musk fanboy in 2026,” but I don’t want to inflict that kind of psychic damage on anyone.","author":"Hesitation-Marx","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub3pi2/texas_environmentalists_lose_bid_to_block_musks/osulbrt/"},{"id":"da7090ae-0474-4b03-aa64-94a73e5baa53","source":"reddit","source_id":"t1_osulcga","content_type":"comment","title":null,"body_preview":"Israel is occupying Lebanon right now so anyone who shoots at them from Lebanon is well within their rights. Israel is the aggressor here","author":"Fulham-Enjoyer","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression"],"bot_score":0.8571428571428572,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub0qn2/usiran_talks_postponed_as_israel_launches_deadly/osulcga/"},{"id":"2263468f-7b8a-4aef-af50-34142e918917","source":"reddit","source_id":"t1_osuldb9","content_type":"comment","title":null,"body_preview":"LOL, what? YOU are the reason that child is dead. Fuck off!","author":"Ancient-Bowl462","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ua8lil/officer_involved_in_shooting_outside_walmart_that/osuldb9/"},{"id":"b1a6a9a3-ca69-43b5-a2c0-236dbc33d8ae","source":"reddit","source_id":"t1_osulel4","content_type":"comment","title":null,"body_preview":"Your second sentence kinda describes the US, you know","author":"GenuinelyBeingNice","classification":"human_created","confidence":0.6,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub3fv0/us_denies_irans_claim_to_have_closed_strait_of/osulel4/"},{"id":"4e59cc85-7b68-42a3-8e7f-ba995971854b","source":"reddit","source_id":"t1_osulfas","content_type":"comment","title":null,"body_preview":"Well that's what happens when 50% of the population don't vote. People are often their own worst enemies.","author":"random_encounters42","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub3fv0/us_denies_irans_claim_to_have_closed_strait_of/osulfas/"},{"id":"0cf8bf15-5ebd-45bd-9110-35f4fc623179","source":"reddit","source_id":"t1_osulg1k","content_type":"comment","title":null,"body_preview":"In a strange turn of events, they are the only rapists in this story. Raped of his time, opportunities and life.. over their lies.","author":"StevieG93","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub43qn/spain_must_pay_25m_to_man_who_spent_15_years_in/osulg1k/"},{"id":"2f67c6e7-94d1-4ff1-b414-8d32ab2a8f8a","source":"reddit","source_id":"t1_osulhp3","content_type":"comment","title":null,"body_preview":"I’ll copy/paste what I commented to someone else: There’s the actual costs, then there’s the planning for the costs when it comes to healthcare. If the ambulance service averages 50 tourist calls a da","author":"phoenix25","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","genuine_specificity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub8cxw/japan_to_raise_visa_fees_for_foreigners_in_1st/osulhp3/"},{"id":"b748325c-7ec3-4c6f-9e08-7686143dd4a2","source":"reddit","source_id":"t1_osulivh","content_type":"comment","title":null,"body_preview":"yes, you’ve mentioned. now, can you actually explain why stealing from walmart is wrong? or has me asking you to question your base assumptions short circuited your brain.","author":"flaminghair348","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ua8lil/officer_involved_in_shooting_outside_walmart_that/osulivh/"},{"id":"4cfd39c8-84e2-46d8-b5a7-09669df40a53","source":"reddit","source_id":"t1_osulj0p","content_type":"comment","title":null,"body_preview":"Ah yes I’m lying about something literally anyone can go do.. it’s ok we know you prefer gurgling rich man balls over using Google.","author":"Nickw1991","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub3pi2/texas_environmentalists_lose_bid_to_block_musks/osulj0p/"},{"id":"b57837ee-be3c-4ae6-b5ae-b7c121da9d71","source":"reddit","source_id":"t1_osuljqm","content_type":"comment","title":null,"body_preview":"Because they had no choice. Iran is calling the shots","author":"Fulham-Enjoyer","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.8571428571428572,"content_class":null,"collected_at":"Sat Jun 20 2026 23:17:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ub0qn2/usiran_talks_postponed_as_israel_launches_deadly/osuljqm/"},{"id":"43190525-571c-400e-9478-8b87fda55837","source":"reddit","source_id":"t1_osul2p0","content_type":"comment","title":null,"body_preview":"Bold of anyone to assume that I have the energy for seasonal decor for any event.","author":"pile_of_fish","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","personal_stance"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ub7c85/only_27_percent_of_democrats_will_display/osul2p0/"},{"id":"ae65df5b-0894-4eca-8679-57bab93a4975","source":"reddit","source_id":"t1_osul31b","content_type":"comment","title":null,"body_preview":"Hmm. Giorgia Meloni, Italy's Prime Minister who called him out on his obvious lies really twisted him in knots yesterday. DEFLECT!","author":"vikingwif","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ub76wv/cyclist_arrested_at_reflecting_pool_speaks_out_as/osul31b/"},{"id":"3be71534-6a1d-466f-a22f-74ae27257014","source":"reddit","source_id":"t1_osul39z","content_type":"comment","title":null,"body_preview":"As I said in another thread, they can't even do a full surrender correctly","author":"limasxgoesto0","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uaxmmz/iran_says_hormuz_has_been_closed/osul39z/"},{"id":"08e27ab1-a4b9-4195-b2eb-aaa9b91aa1dd","source":"reddit","source_id":"t1_osul3rn","content_type":"comment","title":null,"body_preview":"Unfortunately, the majority of Americans are now so exceptionally stupid that this approach has becomes highly effective.","author":"Bromance_Rayder","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ub40xu/calling_james_talarico_trans_shows_just_how_bad/osul3rn/"},{"id":"1a73b9b4-9337-4525-a4fd-0a14318ee21d","source":"reddit","source_id":"t1_osul43u","content_type":"comment","title":null,"body_preview":"No, I'm not talking about an insurance question. I'm talking about maritime traffic while you are talking about what politicians are saying on social media. Dumpster has declared the Strait open many ","author":"froznwind","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Sat Jun 20 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uaxmmz/iran_says_hormuz_has_been_closed/osul43u/"},{"id":"e14044f2-baa8-427e-8736-f234e54ffa59","source":"reddit","source_id":"t1_osul5pv","content_type":"comment","title":null,"body_preview":"Pretty sure the Nazis did something similar with accusing each other of being what they hate","author":"Witch-Alice","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ub40xu/calling_james_talarico_trans_shows_just_how_bad/osul5pv/"},{"id":"7102d697-6aa6-4e59-9e43-49fc2dac5b99","source":"reddit","source_id":"t1_osul67t","content_type":"comment","title":null,"body_preview":"You forgot enabling a genocidal terrorist state to start yet another genocide.","author":"Canadian_Border_Czar","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uaxmmz/iran_says_hormuz_has_been_closed/osul67t/"},{"id":"b43e40c2-9307-4474-91bc-232dfcf07b61","source":"reddit","source_id":"t1_osul7gt","content_type":"comment","title":null,"body_preview":"I appreciate you taking the time to expand on the history of sewer socialism. I’ve only recently scratched the surface of the workers movement in the US since the industrial age and there’s a lot of i","author":"Lurking_nerd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ub8ch8/democratic_socialists_took_city_hall_now_theyre/osul7gt/"},{"id":"439e3074-d47e-4b51-ab7b-c24ba51d363f","source":"reddit","source_id":"t1_osul7la","content_type":"comment","title":null,"body_preview":"How about you read James Madison Federalist 10 you pretend patriot and see what the founders actually intended this Republic to be?","author":"0masterdebater0","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","specific_reference","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uavyad/poll_americans_believe_they_arent_being_taught/osul7la/"},{"id":"69f09bc8-085f-41c6-9e4c-e16378ba6b39","source":"reddit","source_id":"t1_osul87s","content_type":"comment","title":null,"body_preview":"Hamas leader was killed at the inauguration of Masoud Pezeshkian in Iran.  By a bomb, not an airstrike Iran claimed Israel did.","author":"Agnos","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ub39bz/you_couldve_been_the_greatest_trump_faces_israeli/osul87s/"},{"id":"21db5b76-0092-4c17-9d5e-948a92149485","source":"reddit","source_id":"t1_osul8s9","content_type":"comment","title":null,"body_preview":"We all know that Trump can claim whatever he wants and the press will run with it for one or two news cycles.","author":"arwinda","classification":"human_created","confidence":0.7,"indicators":["missing_platform_voice","strong_opinions"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ub92sl/trump_tries_to_blame_reflecting_pool_woes_on/osul8s9/"},{"id":"5ce9afcf-c201-4b15-a2d8-032e84841c04","source":"reddit","source_id":"t1_osul8te","content_type":"comment","title":null,"body_preview":"Because they needed to change the narrative and place the blame on democrats for sabotaging their failed project. So now they are arresting anyone for simply sticking their hands into the pool and cla","author":"simic947","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Sat Jun 20 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ub76wv/cyclist_arrested_at_reflecting_pool_speaks_out_as/osul8te/"},{"id":"f1083558-fe73-429c-a729-cd781cf867d7","source":"reddit","source_id":"t1_osul9hh","content_type":"comment","title":null,"body_preview":"Lyndon B. Johnson's quote remains evergreen. Just gotta update the variables a bit, and it's the same as it ever was. I dream of the day when GOP voters finally realize that their reps think so little","author":"ChatterBaux","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ub40xu/calling_james_talarico_trans_shows_just_how_bad/osul9hh/"},{"id":"36194c9f-1b50-453f-9db9-2b1ea2671147","source":"reddit","source_id":"t1_osula08","content_type":"comment","title":null,"body_preview":"Dear Leader is butt hurt, since to no ones surprise he fucked this one up, so he needs to create a fake crisis. \"The liberals are vandalizing the reflecting \"Poll\" as he misspelled it. Now the MAGAdol","author":"seriouslythisshit","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ub76wv/cyclist_arrested_at_reflecting_pool_speaks_out_as/osula08/"},{"id":"1f2856e0-1d6d-4441-b34f-2a763f7eb7f8","source":"reddit","source_id":"t1_osulagb","content_type":"comment","title":null,"body_preview":"That is one pathetic dye job. After a while, his scalp is going to peel off just like the pool paint.","author":"Special_Persimmon_52","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ub17xx/the_cigarpuffing_trump_crony_given_milliondollar/osulagb/"},{"id":"c6f87324-d22e-43df-922c-de4e76bd4ff3","source":"reddit","source_id":"t1_osulas2","content_type":"comment","title":null,"body_preview":"True, much of the Gaza violence has also been created to distract from the ongoing war crimes in the West bank.","author":"froznwind","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Sat Jun 20 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uawioc/mamdani_calls_aipac_monsters_in_rally_ahead_of_ny/osulas2/"},{"id":"68af5fef-b0e1-45e7-b5fc-6a0446bc28c9","source":"reddit","source_id":"t1_osulbn5","content_type":"comment","title":null,"body_preview":"Why have I always felt that even Elon's suggesting then backing out of then being forced into buying it was just showboating? He knew he'd be forced to buy it.","author":"glorious_fruitloop","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uaxmmz/iran_says_hormuz_has_been_closed/osulbn5/"},{"id":"8660b269-0d51-4fd9-ad7c-295521cd6db7","source":"reddit","source_id":"t1_osulccs","content_type":"comment","title":null,"body_preview":"The stupid thing is that it’s going to work, Texas conservatives aren’t known for their intelligence.","author":"HGpennypacker","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ub40xu/calling_james_talarico_trans_shows_just_how_bad/osulccs/"},{"id":"6fb5a41c-c9c4-40ef-a372-fe3b43279635","source":"reddit","source_id":"t1_osulcn7","content_type":"comment","title":null,"body_preview":"its remarkable that they cant adapt and are insistent on living in the 90s. you'd think they'd accept that their polling is bad because people dont like them and not chalk it up to some general mood t","author":"Iyellkhan","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Sat Jun 20 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ub2mi5/establishment_dems_face_blowback_for_trying_to/osulcn7/"},{"id":"521f6677-7473-4663-bd6a-4ce69343bd95","source":"reddit","source_id":"t1_osukbqm","content_type":"comment","title":null,"body_preview":"FYI - foreign governments actually counterfeit cash (and have enough money to buy the correct plates, presses and paper) to inject the 'almost 100% real looking money' into adversaries' economy to cre","author":"philfix","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ub9lq7/eli5_why_do_counterfeiters_sell_their_money/osukbqm/"},{"id":"01b622c9-1bd3-41cd-ba07-b481e94773a3","source":"reddit","source_id":"t1_osukbs3","content_type":"comment","title":null,"body_preview":"It tells you how much the product costs per a standard unit. the unit depends on the product and might be oz, lb, gallon, etc. This allows you to easily compare different sizes of the same product. Ob","author":"Kyloben4848","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1uba3wf/eli5_what_is_the_unit_price_on_the_price_tag/osukbs3/"},{"id":"548b7596-67b7-4c3c-82b2-d416e7f61033","source":"reddit","source_id":"t1_osukclq","content_type":"comment","title":null,"body_preview":"This is not the right place to ask- you aren't requesting an objective explanation of a complex subject- you're looking for instruction. You really need a vocal coach to help you use growls, fry and o","author":"Hostile_Squirrel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1uba70w/eli5_how_do_people_do_growl_vocals_and_fry_scream/osukclq/"},{"id":"224f1845-a6c8-4a22-af30-afb316c3ed90","source":"reddit","source_id":"t1_osukdfr","content_type":"comment","title":null,"body_preview":"I take heads of cattle for my counterfeit cash. My momma dint raise no dummy.","author":"audiodude9","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ub9lq7/eli5_why_do_counterfeiters_sell_their_money/osukdfr/"},{"id":"f122e339-21c1-4f8a-8a84-5c9157035656","source":"reddit","source_id":"t1_osukejg","content_type":"comment","title":null,"body_preview":"$4.49 per pound means every pound of product will cost you $4.49. It's literally exactly what it says on the tag; there's no complicated calculations, it's literally just total price divided by some u","author":"Vorthod","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1uba3wf/eli5_what_is_the_unit_price_on_the_price_tag/osukejg/"},{"id":"8d92d194-7292-4ec9-b1e2-b91f462ac454","source":"reddit","source_id":"t1_osukfkn","content_type":"comment","title":null,"body_preview":"ELI5: what is the unit price on the price tag? >Like if a 16 oz package of sausage is $4.49 each, and the unit price says $4.49 per pound, what's that really telling me?  It is telling you how much th","author":"Franklins_Powder","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1uba3wf/eli5_what_is_the_unit_price_on_the_price_tag/osukfkn/"},{"id":"ccfac1c1-80ce-4a64-8df4-f778c3966155","source":"reddit","source_id":"t1_osukfxg","content_type":"comment","title":null,"body_preview":"A local comic shop moved completely to cashless because of how many people came through with fake money to buy products","author":"LilStrug","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals"],"bot_score":0.26785714285714285,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ub9lq7/eli5_why_do_counterfeiters_sell_their_money/osukfxg/"},{"id":"b67c3db8-34ba-4066-809a-e4c64b4bd8eb","source":"reddit","source_id":"t1_osukgaj","content_type":"comment","title":null,"body_preview":"It doesn’t tell you anything when looking at a one-pound product with a price per pound marking.  But it helps when comparing.  For a clear example, look at a couple different bags of chips. They’ll u","author":"wjglenn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1uba3wf/eli5_what_is_the_unit_price_on_the_price_tag/osukgaj/"},{"id":"f3fb00cf-0851-4a48-9f36-cc2cd12309dc","source":"reddit","source_id":"t1_osukgrk","content_type":"comment","title":null,"body_preview":"No one will take 20k in cash where I live. I think there was a very low maximum for cash payment, of about 1000 euros now. Also businesses need to deposit the cash almost every day in their bank accou","author":"nikolapc","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.2587540177798761,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ub9lq7/eli5_why_do_counterfeiters_sell_their_money/osukgrk/"},{"id":"ba31bf05-0ca1-4aaf-bb63-aecc45b1a66b","source":"reddit","source_id":"t1_osukjog","content_type":"comment","title":null,"body_preview":"No sir there was no video, I was all alone. But here are the X-rays.  I'll just give a quick rundown of the event. Trigger warning, this is a little hardcore: I was riding downhill, pretty fast (20-25","author":"m4gpi","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ub8e11/eli5_how_do_we_perceive_if_were_braking_with_your/osukjog/"},{"id":"e46d234c-ceb1-4723-80eb-8ed56c821e5b","source":"reddit","source_id":"t1_osuklui","content_type":"comment","title":null,"body_preview":"And just to be super explicit: The auger is cooled to below freezing by a cooler in the base unit, which is why it freezes. The movement of the auger is what makes the structure slush instead of \"lump","author":"dnebdal","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ub9mci/eli5_how_does_a_slushy_machine_work/osuklui/"},{"id":"aae9ee8c-57d2-4266-82fd-2214c5a29a12","source":"reddit","source_id":"t1_osukokr","content_type":"comment","title":null,"body_preview":"Check out Will Ramos & The Charismatic Voice on YouTube, they put a camera down his throat and do a bunch of cool experiments to see how he screams, and I believe he also has a online class or did at ","author":"calmdrive","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1uba70w/eli5_how_do_people_do_growl_vocals_and_fry_scream/osukokr/"},{"id":"db6c2820-8668-4446-ad3c-73ccd20063ed","source":"reddit","source_id":"t1_osuku0z","content_type":"comment","title":null,"body_preview":"Some of them like ICEE are actually carbonated. My brain breaks when I try to figure out how it does that.","author":"JohnHazardWandering","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ub9mci/eli5_how_does_a_slushy_machine_work/osuku0z/"},{"id":"f034bc85-de30-4348-aeef-6472c6643347","source":"reddit","source_id":"t1_osukvrl","content_type":"comment","title":null,"body_preview":"It is to help you compare different size packages.  A can or bottle of pop could be 222 ml, 341 ml, 455ml, 500ml, 1 liter, 2 litres, 1 quart, 1 is pint, 1 uk pint, 10 ounces, 12 ounces, and more. Do y","author":"crash866","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","missing_platform_voice","semantic_blandness","list_heavy_advice"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1uba3wf/eli5_what_is_the_unit_price_on_the_price_tag/osukvrl/"},{"id":"c4ba6a18-9da4-407b-a028-db8bdd863dfd","source":"reddit","source_id":"t1_osukyp8","content_type":"comment","title":null,"body_preview":"A unit is whatever it's generally decided to be. Meat is generally sold by the pound, so a unit would be one pound. A one pound pack of sausage for $4.49 would be $4.49 per pound. A two pound pack wou","author":"BouncingSphinx","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","uniform_paragraph_rhythm","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1uba3wf/eli5_what_is_the_unit_price_on_the_price_tag/osukyp8/"},{"id":"c9eb664a-22d1-477c-b3fe-8a7a0d4c4edf","source":"reddit","source_id":"t1_osukzqi","content_type":"comment","title":null,"body_preview":"A unit of measurement is a standardized weight, volume, or number. Pounds and ounces are common for imperial weight units, and gallons, quarts, pints, and ounces are common for volume. Ounces of weigh","author":"Bender_and_Fry_AMA","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1uba3wf/eli5_what_is_the_unit_price_on_the_price_tag/osukzqi/"},{"id":"75dd7670-069b-470f-826a-19e709e31508","source":"reddit","source_id":"t1_osul0i4","content_type":"comment","title":null,"body_preview":"Forget about volume. Try doing it quietly until you figure it out. It sounds weird, but try making different dinosaur noises.  When you find the part of your throat it comes from, then you can start t","author":"TrivialBanal","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1uba70w/eli5_how_do_people_do_growl_vocals_and_fry_scream/osul0i4/"},{"id":"024cbdb8-51cf-4051-84b9-e3f818beffa2","source":"reddit","source_id":"t1_osul4u2","content_type":"comment","title":null,"body_preview":"The key thing to remember is that “unit” in this term is referring to unit of measure of the product. So it’s a price per unit of measure (oz, lbs, etc) . It is not the price for one package unit.","author":"rinikulous","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1uba3wf/eli5_what_is_the_unit_price_on_the_price_tag/osul4u2/"},{"id":"dc88394a-9aab-453e-828e-73632f99200f","source":"reddit","source_id":"t1_osul5to","content_type":"comment","title":null,"body_preview":"Similar (though not exactly analagous) to how a cement truck has its drum spinning to prevent the cement from setting in the truck before making it to the job site. The constant motion prevents any la","author":"YandyTheGnome","classification":"human_created","confidence":0.7,"indicators":["natural_analogy","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ub9mci/eli5_how_does_a_slushy_machine_work/osul5to/"},{"id":"b63d5699-5c1f-4821-9cc8-73344af2d2f1","source":"reddit","source_id":"t1_osul7ld","content_type":"comment","title":null,"body_preview":"Stick your hand up the bum. If it moos, you're good. If it moans like a porn star, well...","author":"audiodude9","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Sat Jun 20 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ub9lq7/eli5_why_do_counterfeiters_sell_their_money/osul7ld/"},{"id":"55c03e46-6864-43b8-831b-af6bae4c30f4","source":"hackernews","source_id":"48610489","content_type":"comment","title":null,"body_preview":"Over 50s me would love to do this. Though perhaps not on the schedule this work demands.","author":"nobodyandproud","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Sat Jun 20 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610489"},{"id":"63422dad-b712-4150-b93e-f840102978f4","source":"hackernews","source_id":"48610346","content_type":"comment","title":null,"body_preview":"22 year old single me would have enjoyed this little adventure.","author":"ninjalanternshk","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","self_reference"],"bot_score":0.3,"content_class":null,"collected_at":"Sat Jun 20 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610346"},{"id":"1344702a-6468-44fb-a618-3466543dfc7d","source":"hackernews","source_id":"48610250","content_type":"comment","title":null,"body_preview":"The article doesn't mention the reason why ships need this scrubbing of barnacles and other marine growth: It radically improves fuel economy.\nIt's a 1-2 day job per ship depending on size of the divi","author":"carlosjobim","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Sat Jun 20 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610250"},{"id":"5ff8883c-619f-4d70-bb00-10edf6aaddf4","source":"hackernews","source_id":"48604939","content_type":"comment","title":null,"body_preview":"Another fun tool:\n<https://www.sixdegreesofwikipedia.com/>","author":"ProllyInfamous","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.10810279699108506,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604939"},{"id":"0d1e4c4e-c2d3-44c8-b661-f825f7a4d433","source":"hackernews","source_id":"48587161","content_type":"comment","title":null,"body_preview":"Ridiculous because AMD built their reputation off of avoiding BS market segmentation like this. It's ironic that the equivalent Intel model has this feature.\nThis has implications beyond simply securi","author":"helterskelter","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.13418682747611008,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48587161"},{"id":"66127b50-423d-4d41-8b05-0daa9b04a315","source":"hackernews","source_id":"48583241","content_type":"comment","title":null,"body_preview":"I wonder what the additional power draw of these features would be. Parenthetically, I wonder often about the energy impact of all these HTTPS localhost links, and is there a point where defense-in-de","author":"rusk","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48583241"},{"id":"18ec1b67-8ddc-44d5-98d5-63dd5033dc31","source":"hackernews","source_id":"48600120","content_type":"comment","title":null,"body_preview":"A different perspective:\nIt is amazing that now everyone that previously could not code now can build their own tools or projects they have ever wanted.\nThis democratization is a net good for people w","author":"colesantiago","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.13175282878088374,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600120"},{"id":"e949d0e8-4c34-4ca5-a737-353775b7a0fb","source":"hackernews","source_id":"48606432","content_type":"comment","title":null,"body_preview":"Maybe if you looked at it as \"software engineering\" or the old-fashioned \"programming,\" you wouldn't be so fed up after all.","author":"nikolay","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","absence_of_ai_signals"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606432"},{"id":"eb9dfa3e-8dc9-4867-92c5-a17142e8a45f","source":"hackernews","source_id":"48608487","content_type":"comment","title":null,"body_preview":"Due to other reasons, i can program about 4 hours a week beside other tasks. A few years ago I've given myself permission to spend it on a project I really like, but not really usefull, already existi","author":"dutchblacksmith","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_anecdote","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608487"},{"id":"7f6b883c-ba65-4a18-84b2-4366e8141e0d","source":"hackernews","source_id":"48610917","content_type":"comment","title":null,"body_preview":"With all due respect to the author, but it feels like they went directly from \"This project is so hard, I could never get it done with my time budget, so there is no point\" to \"This project is so easy","author":"xg15","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.12553058890278804,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610917"},{"id":"78135798-aaa5-46fc-b6d6-e2731b514b13","source":"hackernews","source_id":"48605781","content_type":"comment","title":null,"body_preview":"Everything is handwritten in HTML. The homepage, RSS feed and header is generated by a custom tool written in ~1000 lines of C.\nOff the subject, but that's some really nice work.  Also, the dark/light","author":"CamperBob2","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","specific_question","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605781"},{"id":"1000a2a9-3448-4fb7-81b8-f9aacb052a51","source":"hackernews","source_id":"48610979","content_type":"comment","title":null,"body_preview":"this seems a bit optimistic? how do you now target the gene therapy? arent those proteins also used to make sue the immune system doesnt kill absolutely everything?\nif you can target the cancer cells,","author":"8note","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0.04150374992788439,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610979"},{"id":"b8bdbc3a-6b86-4513-bcfd-42ad0a607782","source":"hackernews","source_id":"48587895","content_type":"comment","title":null,"body_preview":"Hmm, the top item on the page is Medium, and underneath the description begins with \"High-authority publishing platform\".\nThat is... not the popular assessment of Medium these days.  At one point, Med","author":"stackghost","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48587895"},{"id":"7d980648-2955-4576-be52-4459079e8bf6","source":"hackernews","source_id":"48588905","content_type":"comment","title":null,"body_preview":"Hate to be the bearer of bad news, but backlinks has never been less important for SEO than they are right now.\nGoogle has slowly de-prioritized them as a ranking signal over time due to the constant ","author":"pembrook","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","niche_expertise","absence_of_ai_indicators"],"bot_score":0.3,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48588905"},{"id":"e7869ff8-3093-4e5a-bea7-e751b29d09f9","source":"hackernews","source_id":"48589944","content_type":"comment","title":null,"body_preview":"Having Medium on top is a weird choice in 2026, I find. It's been years since Medium was anything but a spam platform, and with the age of LLM-generated writing the whole thing can be written off. I d","author":"vortegne","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","personal_experience","semantic_blandness"],"bot_score":0.142816013717186,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48589944"},{"id":"8a8ec59f-a089-4071-b85c-316119b83410","source":"hackernews","source_id":"48607365","content_type":"comment","title":null,"body_preview":"Next, please create a website that lists all websites that don't list themselves and let me know whether it lists itself or not. You'll probably need functional programming and category theory for thi","author":"snthpy","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases"],"bot_score":0.10426197714626997,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607365"},{"id":"aa28d39b-8350-48ed-ac85-2c99b523b34a","source":"hackernews","source_id":"48605209","content_type":"comment","title":null,"body_preview":"How can an agent use these tokens then? If it sources the file can't it just read the env?\nIt also sounds like it is missing the important step of keeping the LLM credentials from the agents themselve","author":"blcknight","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605209"},{"id":"40634b9a-5b51-4a12-8aa5-7caf70b5e1a5","source":"hackernews","source_id":"48611372","content_type":"comment","title":null,"body_preview":"Isn't that the old trick: download this “suspicios.zip,” unzip it, and click on “backdoor.exe”? Except that in this case, the backdoor code wasn't hidden in the binary - it was open-source, which is w","author":"amai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611372"},{"id":"5d2400ac-547e-4295-a5fe-c94560e6263e","source":"hackernews","source_id":"48605230","content_type":"comment","title":null,"body_preview":"I mean it’s funny to watch.\nI’ve got screenshots from months ago telling people exactly this stuff would be reported in the coming months. Just funny to watch really. I’m more convinced than ever you ","author":"1eieies","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605230"},{"id":"12d68c39-264e-4b9d-ba0c-2084b282c2dc","source":"hackernews","source_id":"48606317","content_type":"comment","title":null,"body_preview":"The cost issue is real, but the solution isn't less AI such as the solution for cloud costs is not less cloud. You should choose the right model for each task.\nlack of knowledge by most people cause t","author":"balgaly","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606317"},{"id":"f111c331-1ca2-4c8f-b19a-b189da03e6aa","source":"hackernews","source_id":"48610385","content_type":"comment","title":null,"body_preview":"Absolutely love this concept. As a rabid baseball fan, I can't wait to use this on live broadcasts.\nMy kids want to know how long it took you to build this. (Well, me too...)\nGo Giants!","author":"cs44","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610385"},{"id":"7ac16245-2a03-492f-9bb1-4d7bff5ca54c","source":"hackernews","source_id":"48610616","content_type":"comment","title":null,"body_preview":"Does anyone else wish Pixel-Qi and the OLPC hadn’t disappeared?","author":"rbanffy","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1447490962128479,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610616"},{"id":"1207973d-1ff2-4028-89d3-d90515062076","source":"hackernews","source_id":"48612365","content_type":"comment","title":null,"body_preview":"now imagine they move these to physical devices. It gets much worse, but there really arn't any super secure means to secure, identify and prevent impersonation and unwarranted access.\nLikely, suffici","author":"cyanydeez","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.11876967926650114,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612365"},{"id":"9a3c2102-a32d-438a-80a5-79d3a8a46a43","source":"hackernews","source_id":"48611056","content_type":"comment","title":null,"body_preview":"A copied key works from anywhere, silently. There's no \"is the real owner here right now?\" check.\nThe server can have restrictions on where SSH keys are valid from.  Furthermore the server side public","author":"Bender","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","imperfect_expression","specific_technical_details"],"bot_score":0.14066042531182665,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611056"},{"id":"a82441fc-3fb8-48fa-9c53-db0e5509251b","source":"hackernews","source_id":"48612381","content_type":"comment","title":null,"body_preview":"I wished for the article to tell us how to set it up at least from a bi high level.\nI also think SSH certificate authentication mostly solves the “key comes from anywhere” problem by automatically exp","author":"Grombobulous","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_personality"],"bot_score":0.19240776608736643,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612381"},{"id":"8fe166d4-78f3-4311-b383-8bd2041990df","source":"hackernews","source_id":"48609481","content_type":"comment","title":null,"body_preview":"“advocate for the overthrow of the United States Government” that alone bans islamisys from all campuses.","author":"warumdarum","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0.17561455604530865,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609481"},{"id":"4aa67256-9cbd-451f-aabb-24309ab96fda","source":"hackernews","source_id":"48610306","content_type":"comment","title":null,"body_preview":"Canada and Europe welcomes all scientists. Many of our workplaces are 100% English-speaking, and you don’t have to pay out the nose for healthcare - you pay less for it on your taxes here than you do ","author":"rekabis","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_hallmarks"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610306"},{"id":"d289f0c7-7049-48f0-8257-f44cca93020d","source":"hackernews","source_id":"48605992","content_type":"comment","title":null,"body_preview":"Related discussion at the time last month:\nWH proposes rules giving political appointees final approval on research grants\nhttps://news.ycombinator.com/item?id=48331511\nWhat's Happening to Science in ","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605992"},{"id":"df1151b9-bd3c-4002-a89c-a6e1c076b3f1","source":"hackernews","source_id":"48608226","content_type":"comment","title":null,"body_preview":"A lot of focus has been put on the freedom of speech aspects of this — and rightly so — but my concern is that this is a much broader attempt to simply put control of research monies in the hands of t","author":"derbOac","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","lack_of_ai_template_phrases","platform_fluency"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608226"},{"id":"bd125851-1d19-4e7e-9761-547320e2f5a2","source":"hackernews","source_id":"48607774","content_type":"comment","title":null,"body_preview":"> These appointees are explicitly forbidden from deferring to peer reviewers or routinely ratifying their recommendations.\nIn what world did someone think that's a good idea? Don't these rule changes ","author":"bilekas","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12658353500568215,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607774"},{"id":"6d4be9bb-e692-40c5-a5c4-fb6e8f225ab3","source":"hackernews","source_id":"48588739","content_type":"comment","title":null,"body_preview":"Planetwork org (serious,respected,boutique) interviewed with these people and got a sort of snotty frat guy to answer to.. He wanted to know if I had been to any weddings in France recently, as part o","author":"gnerd00","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.12031743032718943,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48588739"},{"id":"da1ceaea-cb26-47d0-b185-4bb532ed7caa","source":"hackernews","source_id":"48611125","content_type":"comment","title":null,"body_preview":"Put \"stealing a car\" between quotes because part of it looks like an act. The relay attack seems mostly legit though.","author":"kidbomb","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611125"},{"id":"cd6000cb-64e8-47d7-afca-d5d0fa36b9fd","source":"hackernews","source_id":"48610519","content_type":"comment","title":null,"body_preview":"Not that it was altruism, but I do have thank the early adopters on HN on the pros and cons of GLP-1s.\nIt’s been quite effective even on the lowest doses. At some point I need to try the cheaper oral ","author":"nobodyandproud","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","personal_experience_specificity","imperfect_expression"],"bot_score":0.25,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610519"},{"id":"908989da-ba55-4e10-aa85-0d7868c08931","source":"hackernews","source_id":"48610578","content_type":"comment","title":null,"body_preview":"The basic concept, \"put a new compound in everybody's bodies\" because it makes them better suited for thier environment is entirely reasonable.\nHumans didn't evolve in the context of plentiful food. I","author":"blamestross","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0.13032925006137827,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610578"},{"id":"056e30fe-3104-45c7-ad38-62a417e89754","source":"hackernews","source_id":"48610805","content_type":"comment","title":null,"body_preview":"Aren't most of the health benefits they list in the article the benefits (or reversing the impacts) of a healthier metabolic system? Apnea, fatty liver, and cancer risk are all linked to obesity.\nI kn","author":"pedalpete","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.2028363392949149,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610805"},{"id":"43675b12-ed3d-41ce-befd-b716ddd05fb0","source":"hackernews","source_id":"48613198","content_type":"comment","title":null,"body_preview":"Too many of us (here in the United States, anyway) rely on external energy conversion to do what we humans once did with our stored chemical energy. Using a drug to treat the symptoms of that technolo","author":"meristohm","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification","absence_of_personality"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:52 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613198"},{"id":"5625c024-b8a8-4770-9634-11ea927040e7","source":"hackernews","source_id":"48613105","content_type":"comment","title":null,"body_preview":"The UK genuinely has become the most scary country of all western democracies to me. I can't comprehend how this happened, and is still happening.\nhttps://en.wikipedia.org/wiki/BBC_sexual_abuse_cases\n","author":"firebaze","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613105"},{"id":"6be6c5f1-2800-48bb-baf1-94ffbaf9d5f5","source":"hackernews","source_id":"48613168","content_type":"comment","title":null,"body_preview":"Is Priti Patel still running the Home Office? I honestly couldn’t tell the difference in policies between BoJo and Starmer.\nWhat do you prefer, authoritarianism in red, authoritarianism in blue, or a ","author":"sph","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.12426747690892972,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613168"},{"id":"af3f83bb-09dc-47fc-b948-a8a06c72f9b6","source":"hackernews","source_id":"48613048","content_type":"comment","title":null,"body_preview":"I don't even want to fkin know. Literally everything the UK gov has announced on online anything lately has been dystopian misguided bullshit.","author":"Havoc","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.13018683099676798,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613048"},{"id":"1ec5562b-96a6-4e33-b72c-09c447a00fd1","source":"hackernews","source_id":"48613085","content_type":"comment","title":null,"body_preview":"Question whether PoliceAI is going to be deployed to investigate corruption in government and civil service? Thought so...","author":"varispeed","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.13922053725454636,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613085"},{"id":"5839ae78-bd31-4d51-b4df-7d91ac679289","source":"hackernews","source_id":"48613046","content_type":"comment","title":null,"body_preview":"> Another case saw half a million e-books of data translated instantly, leading to the arrest of a serious organised crime gang\nDoes someone have details on this? I don’t see how ebooks translation re","author":"dgellow","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.0838998903726812,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613046"},{"id":"3db477c6-0f27-4427-9715-8c3e40226726","source":"hackernews","source_id":"48613151","content_type":"comment","title":null,"body_preview":"I'm pretty disappointed to see all this nonsense about the UK on Hacker News.\nLike the UK being the most scary country of all Western democracies? Have you not see what's happening in the USA? The US,","author":"Accacin","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613151"},{"id":"9c130a07-f686-420f-b99d-dffe79c80230","source":"hackernews","source_id":"48612997","content_type":"comment","title":null,"body_preview":"I think this is going to lead towards companies and governments starting to build their own data centres for this kind of thing (reviewing millions of emails to find the smoking gun is what the cops w","author":"lifeisstillgood","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression","absence_of_personality"],"bot_score":0.14334701254855153,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612997"},{"id":"56e2c0b0-bb81-4e22-959d-9a9f19118a30","source":"hackernews","source_id":"48613047","content_type":"comment","title":null,"body_preview":"Wow UK you went full 1984 + usual suspect + minority report","author":"p0w3n3d","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","cultural_references"],"bot_score":0.12553058890278804,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613047"},{"id":"575e8c51-054f-4b66-a4a4-263250aa78c0","source":"hackernews","source_id":"48613136","content_type":"comment","title":null,"body_preview":"Didn't know that the trip we took there a few years ago was one of the last to see UK just chillin'\nNow we have democracy manipulation spearheaded by AI bot manipulation of their very own citizenry. N","author":"radium3d","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613136"},{"id":"2962c4d9-bedd-414d-9444-a7299dfe4454","source":"hackernews","source_id":"48611843","content_type":"comment","title":null,"body_preview":"So from now on every time Israel is attacked and responds the strait will be closed.\nMasterstroke of diplomacy and military power. /s","author":"2OEH8eoCRo0","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15404040404040403,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611843"},{"id":"60e5b079-b487-4957-92ae-642281ba8707","source":"hackernews","source_id":"48611262","content_type":"comment","title":null,"body_preview":"It is closed! Open! Closed! Open! Closed!\nWe are negotiating! We dont! We do! We dont! We on the plane! We are not!","author":"watwut","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611262"},{"id":"9014acc6-b1b5-4897-b19c-3da3618e84b0","source":"hackernews","source_id":"48611165","content_type":"comment","title":null,"body_preview":"Iran has figured out it can make the US president look like an idiot over and over at relatively low cost to themselves, since they're already so thoroughly excluded from the rest of the world.","author":"floren","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611165"},{"id":"54ac2dd8-2dce-4550-a433-4ba09536513a","source":"hackernews","source_id":"48611935","content_type":"comment","title":null,"body_preview":"It was astonishing to see the praise heaped on Trump by Israeli citizens and leaders, who believed he was their savior. I wonder if it's going to change now, not because he's giving up on them (which ","author":"whyage","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611935"},{"id":"d1cd1465-c4fe-419a-b785-02be8e66b34e","source":"hackernews","source_id":"48611688","content_type":"comment","title":null,"body_preview":"So Iran can shield Hezbollah and other allies/proxies via its stranglehold on the strait. This is quite the shift.","author":"cosmicgadget","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611688"},{"id":"fce63fc3-2043-4a4f-b085-5837bfcc55a6","source":"hackernews","source_id":"48611740","content_type":"comment","title":null,"body_preview":"Trump agreed to the MoU saying it's allies would stop attacks, including in Lebanon. Israel continues to bomb it. It's up to Trump to put pressure on Israel to stop in order to make good on his deal. ","author":"RevEng","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611740"},{"id":"0b6d3e5d-cc51-44ee-b073-11900dbf8751","source":"hackernews","source_id":"48611293","content_type":"comment","title":null,"body_preview":"Iran’s perspective seems to be that their sovereignty will continue to be threatened by Israel if the US doesn’t start using its considerable amount of leverage over Israel to force them to stand down","author":"ndiddy","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611293"},{"id":"5e9bc6ef-29d1-49be-8495-d92f0bbcc5ea","source":"hackernews","source_id":"48612446","content_type":"comment","title":null,"body_preview":"The P5+1, while quite imperfect so was preferable to the current situation that's almost unbelievable. This whole invasion has been a deeply stupid move on the part of the US.","author":"everdrive","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612446"},{"id":"f1c4b42c-b638-4e91-b497-5853b4598ea3","source":"hackernews","source_id":"48582526","content_type":"comment","title":null,"body_preview":"what is more interesting to me is why it takes so long for them to support vision.\ndoes it implies that Liang believes vision/voice is less important on its way to AGI?","author":"tw1984","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48582526"},{"id":"96130068-1721-4705-b737-a2e394f6b0d7","source":"hackernews","source_id":"48606180","content_type":"comment","title":null,"body_preview":"I find the way that models understand images to be seriously lacking. The root cause of the issue as I see it is that image encoding isn't contextual. The encoder should be aware of the prompt so that","author":"foota","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:49 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606180"},{"id":"b9f1346b-811f-4b4c-9a60-4a124557fc45","source":"hackernews","source_id":"48606632","content_type":"comment","title":null,"body_preview":"Fascinating story. Can we say this is tangentially connected with ideas of virtual reality and simulation? Ignoring the role of technology of course.","author":"adynaton","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606632"},{"id":"66c86e33-4209-443c-b3eb-95ea230ddedd","source":"hackernews","source_id":"48607909","content_type":"comment","title":null,"body_preview":"Maybe tell your agent that your readme doesn't need to be that long so humans can read it and understand it. The Github readme is ludicrously long winded.\nWhat's the point of this vs telling the agent","author":"rolymath","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607909"},{"id":"57f07c29-a007-4981-9a5a-1363c7bb5387","source":"hackernews","source_id":"48611494","content_type":"comment","title":null,"body_preview":"Does this work for NAFO comments in English-language sites too? For a long time I thought NAFO was Russia but it turned out to be a NATO operation after all! Probably the biggest propaganda / psyop ba","author":"AIcanbiteme","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.2655184283193851,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611494"},{"id":"f8dcadac-6afa-44ef-a2dd-ae63a6712bb4","source":"hackernews","source_id":"48611021","content_type":"comment","title":null,"body_preview":"I mean, that's cool and all. Of course, it must be taken with a grain of salt. Even as someone who doesn't speak Czeck, it didn't take long for me to find a pro-Ukranian comment being marked as pro-Ru","author":"ShadowOfThePit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611021"},{"id":"8ae2b106-a492-4bef-ab0f-0ff2e6d02fc7","source":"hackernews","source_id":"48604300","content_type":"comment","title":null,"body_preview":"Just ban all social media, no need for consent, no need for age detection BS.","author":"markus_zhang","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.12034377787114137,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604300"},{"id":"cebde6f2-17c4-4aa1-a4a6-d1a1ac9b0fb1","source":"hackernews","source_id":"48604295","content_type":"comment","title":null,"body_preview":"I do believe social media should be verboten for younger people, although I believe it should be enforced by good parenting rather than legislation. That said, we live in a society, and sometimes that","author":"nativeit","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","hedge_stacking"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604295"},{"id":"6271c327-b687-4de8-9724-892edb79b2fa","source":"hackernews","source_id":"48608414","content_type":"comment","title":null,"body_preview":"A society whose individuals needs government laws to make good \"choices\" is probably doomed\nThe only possible law is making bigco social media less addictive,  and better controls for parents\nBut mayb","author":"guilhas","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608414"},{"id":"1335b76f-c4fe-434b-84bf-cefe160b1984","source":"hackernews","source_id":"48607476","content_type":"comment","title":null,"body_preview":"“ But the social media ban does not stop there. The provision also requires internet service providers to limit the time kids spend online, and has rules about who can contact them online. These extre","author":"drawfloat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607476"},{"id":"953914c6-7211-4a2f-bd51-c65015673dbb","source":"hackernews","source_id":"48605510","content_type":"comment","title":null,"body_preview":"\"Under-16 social media ban\" sounds narrow.\nIn practice it means building an age-checking layer for the whole web, then hoping it only gets used for children.","author":"Littice","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.08050405259559791,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605510"},{"id":"34cbb631-2be9-4910-b5e6-476a06289f7c","source":"hackernews","source_id":"48606158","content_type":"comment","title":null,"body_preview":"I'm frustrated with how the various internet freedom orgs have handled this over the years.\nThe writing was on the wall for years - it's not the 90s anymore and some compromise on anonymity and verifi","author":"rich_sasha","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606158"},{"id":"b62835c1-5a8b-4c35-bd4f-c2afc7ffd1a6","source":"hackernews","source_id":"48608519","content_type":"comment","title":null,"body_preview":"There is nothing good on the internet for kids. If we ban kids from the internet this will all go away. Make a smartphone every bit as regulated as alcohol or cigarettes or sexual intercourse. If a pa","author":"cowboylowrez","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","over_qualification","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608519"},{"id":"459d9a83-b787-49ce-93fa-760d8840fe53","source":"hackernews","source_id":"48605702","content_type":"comment","title":null,"body_preview":"\"This week, politicians in the UK pushed forward with plans to eviscerate privacy and free speech on the internet by announcing a ban on social media for users under 16 that is set to take effect in S","author":"1vuio0pswjnm7","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.1449247631061012,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605702"},{"id":"9e551476-68f8-4e18-a17b-c7fc1838bb0b","source":"hackernews","source_id":"48607337","content_type":"comment","title":null,"body_preview":"Probably an unpopular view, but why not fix the issues with social media.","author":"CrzyLngPwd","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607337"},{"id":"c18efc4c-6cbe-4729-b83d-d1dcbe30292c","source":"hackernews","source_id":"48608143","content_type":"comment","title":null,"body_preview":"All the pro-freedom arguments ring hollow and insincere to the wider world.\nFrom an outside perspective, the tech industry/community has repeatedly demonstrated that it's actually very pro-surveillanc","author":"Planktonne","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases","suspiciously_balanced_or_over_qualification"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608143"},{"id":"82a010d0-7907-497d-8433-4dfce1f4407a","source":"hackernews","source_id":"48610840","content_type":"comment","title":null,"body_preview":"Perhaps relevant context: The EU commission just ignored the \"Tech Sovereignty Package\" it launched ~3 weeks ago, and explicitly referred open-source as a core element of their strategy, and endorsed ","author":"lou1306","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.20876033343798095,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610840"},{"id":"1bd68688-6433-401f-9bc4-d3e962902908","source":"hackernews","source_id":"48609785","content_type":"comment","title":null,"body_preview":"Good luck, but I am not sure about the direction.\nI mean, for a while, I thought something like Substack (and not Fediverse) could disturb things a little, but I suppose it and many others have alread","author":"jruohonen","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","missing_platform_voice","suspiciously_balanced"],"bot_score":0.16269841269841268,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609785"},{"id":"b23bd9b0-7ffe-4013-90cd-13db0e81f77d","source":"hackernews","source_id":"48612786","content_type":"comment","title":null,"body_preview":"I've grown to dislike mastodon and similar platforms.\nThey are a great place to harbor extremists and to let narcisistic instance admins play god.\nI'll take Twitter/X any day, where everybody (from on","author":"znpy","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612786"},{"id":"4a73ee58-39e7-40b9-b180-1e78844155a8","source":"hackernews","source_id":"48610296","content_type":"comment","title":null,"body_preview":"Oh well for that you have to ban TikTok first , that directly affect your politics . But that will upset new owners of Europe .\nAll these companies are just a new way of money laundering with a proud ","author":"maxdo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10153432633304527,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610296"},{"id":"fcf75f95-b08c-4c0b-bc7f-b0e25a397a17","source":"hackernews","source_id":"48610148","content_type":"comment","title":null,"body_preview":"> Europe is a union of 27 sovereign nations\nI guess the Swiss, British, Norwegians, Albanians etc etc are not welcome to participate in this project.\nEDIT: In any case this whole thing is stupid. Open","author":"glutamate","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610148"},{"id":"5189bb0d-7c98-406b-8956-a1f79144487f","source":"hackernews","source_id":"48610378","content_type":"comment","title":null,"body_preview":"I suppose social.eu was taken, because it would make more sense.","author":"alentred","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.15943609377704338,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610378"},{"id":"75e083a0-6262-41dc-8cb0-deefcee6408a","source":"hackernews","source_id":"48610719","content_type":"comment","title":null,"body_preview":"> be Europe\n> want to host infra outside the US\n> write a blog post","author":"tonymet","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10690232266217405,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610719"},{"id":"75c32400-ef71-44e0-b1b5-d5c865741ae7","source":"hackernews","source_id":"48609846","content_type":"comment","title":null,"body_preview":"Europe should make a dating app. Here’s why: monetising dating apps is really hard and companies don’t seem to be doing well with it.\nHaving a competitor here to bumble or hinge that is free and doesn","author":"simianwords","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.14891240821072374,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609846"},{"id":"b481c435-a736-4adf-9791-e01e02942389","source":"hackernews","source_id":"48611313","content_type":"comment","title":null,"body_preview":"This looks so complicated. There needs to be like 2 obvious buttons to press to get anyone to do any of this.","author":"clickety_clack","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.1518285427013927,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611313"},{"id":"17670c30-d0e1-42cb-a699-b271c9c6b6c2","source":"hackernews","source_id":"48609847","content_type":"comment","title":null,"body_preview":"As long as E2E encryption is not guaranteed and we rely on id verification, the only thing this can do is to limit the 3rd parties that can easily access your data. \nEverything else is in the air","author":"baka367","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609847"},{"id":"6ba6b3e6-d25e-40a2-b298-ca246e61381a","source":"hackernews","source_id":"48611070","content_type":"comment","title":null,"body_preview":"Time to coin a new term, I think: \"openwashing\".\nEurope is adopting open source and open protocols, not to promote individual sovereignty, but explicitly to protect European sovereignty from foreign i","author":"jonstaab","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","niche_expertise","semantic_specificity"],"bot_score":0.3,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611070"},{"id":"30aabf5a-7627-4698-94d5-a9db9c2bbef4","source":"hackernews","source_id":"48610203","content_type":"comment","title":null,"body_preview":"> Strengthening democracy\n> Europe is in a hybrid conflict on two fronts; our elections and political life are under direct attack from foreign agents who use social media to manipulate public opinion","author":"marginalia_nu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.0975117870085321,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610203"},{"id":"d4ebff42-8ff7-4d63-ad6b-c62f99aaa020","source":"hackernews","source_id":"48611157","content_type":"comment","title":null,"body_preview":"This thesis is undermined by the reality of operational an implementation concerns.\nA 'wish list' is not hugely important to the operational capability of 'doing the thing'.\nIt's definitely a 'nice to","author":"bluegatty","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.17222222222222222,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611157"},{"id":"00410eb5-cc5e-4fa2-846c-87ca74205e11","source":"hackernews","source_id":"48612556","content_type":"comment","title":null,"body_preview":"Is it that easy to create a multi billion dollar tech company.  The competition is fierce and many have tried.\nHuge companies with billions of dollars have tried to compete with Google for years.  Goo","author":"daft_pink","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612556"},{"id":"44bd87b3-66bc-4264-ab3b-4b4b3b78bfd8","source":"hackernews","source_id":"48611365","content_type":"comment","title":null,"body_preview":"\"Europe has a strong ecosystem of social companies and a deep well of expertise in designing and operating social protocols.\" LOL\nWhen you start writing something, pick something more believable. It j","author":"storus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.16058976412912193,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611365"},{"id":"9dcf427a-334a-4243-a6be-ef81aa90a13a","source":"hackernews","source_id":"48609932","content_type":"comment","title":null,"body_preview":"I'm all in favour of the EU finally emancipating itself from American tech companies, but trying to recreate Social Media, just in a European way, is the worst possible way to go.\nWe need less Social ","author":"9dev","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","natural_digression","platform_fluency","semantic_specificity"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609932"},{"id":"e6befb63-577a-4590-96bd-f3c7096b52fc","source":"hackernews","source_id":"48610000","content_type":"comment","title":null,"body_preview":"Engagement metrics fed into recommendations algorithms are the paperclip maximizers that feed humanity's collective poison.\nEurope should do the one thing it knows how to do: regulate. For once, it is","author":"throwaway13337","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_specificity","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610000"},{"id":"6961a972-fe10-40c5-a98f-579b7f6aa245","source":"hackernews","source_id":"48610300","content_type":"comment","title":null,"body_preview":"Here is an idea for a EU product: Build something that is great, and make it so good, that everyone, including US citizens, will want to use it.\nYour ethics can still be great, but don't make me feel ","author":"jstummbillig","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610300"},{"id":"676a5652-8d78-4061-9ad9-079c176c5980","source":"hackernews","source_id":"48594852","content_type":"comment","title":null,"body_preview":"I personally know other people who have filed similar complaints, and the Norwegian Datatilsynet explicitly stated they acted based on many complaints. I don't think they care about a single person's ","author":"petterroea","classification":"human_created","confidence":0.7,"indicators":["personal_anecdote","platform_fluency","opinion_without_over_qualification","absence_of_ai_signals"],"bot_score":0.13495332567654642,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594852"},{"id":"c04afd77-b0aa-4fb1-8924-f614551ed0a5","source":"hackernews","source_id":"48613182","content_type":"comment","title":null,"body_preview":"Can you make it clear on your homepage what you have to do to use this? I.e., do I add a library to a codebase? Do I add opentelemetry to every request? Does it read my logs?\nI went and tried to skim ","author":"beecasthurlbow","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613182"},{"id":"c8d88394-fe93-4735-88d8-101f43f5e29e","source":"hackernews","source_id":"48605791","content_type":"comment","title":null,"body_preview":"Mikrotik released ROSE with arm cpu and 20 u2 for around $1800 this year. My excitement was quickly cooled once I learn they only support their mikrotik router os, no Linux.","author":"altmind","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605791"},{"id":"38e4b269-0790-47b2-bddc-f6cf302f2cdb","source":"hackernews","source_id":"48586998","content_type":"comment","title":null,"body_preview":"I'm reminded of the Sun Fire X4500 \"Thumper\" for which ZFS was originally developed. 48 SATA drives packed in a slide-out rack: https://www.youtube.com/watch?v=-zQ5RLAyA7w","author":"speed_spread","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","platform_fluency","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48586998"},{"id":"94736d3d-af17-41c5-9b00-16f15dde19c0","source":"hackernews","source_id":"48589688","content_type":"comment","title":null,"body_preview":"My experience of Ubiquiti is through their Dream Router 7. What a piece of crap that is. Can't even get good WiFi in adjacent rooms where same ancient Asus router wasn't breaking a sweat. Connection d","author":"varispeed","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","personal_experience","platform_fluency"],"bot_score":0.13922053725454636,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48589688"},{"id":"3cf064f7-7203-4f31-abd5-c591890b04b5","source":"hackernews","source_id":"48586366","content_type":"comment","title":null,"body_preview":"I am highly interested in this, especially if it works well with Time Machine to do backups over the network.  I've got a fully 10GbE + WiFi 7 network w/ Ubiquiti gear already, would love to ditch my ","author":"tristor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0.10198451749796474,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48586366"},{"id":"2239c4e4-1447-4478-9aa4-c271730b3619","source":"hackernews","source_id":"48592331","content_type":"comment","title":null,"body_preview":"> If you've ever built a three-window layout and then wished the editor pane were on the other side, these do the job and keep every buffer in place while they're at it.\nI built a tmux like buffer man","author":"themafia","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.1380487452985774,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48592331"},{"id":"d8bf0f7c-5180-45ef-9f57-b18dec17030f","source":"hackernews","source_id":"48585411","content_type":"comment","title":null,"body_preview":"Thanks for your work.\nPlease, if you have something to do with Emacs, can you review this for NetBSD and OpenBSD when using gtk3:\nhttps://www.unitedbsd.com/d/1621-emacs-30-wxaw\nThe issue was traced to","author":"jmclnx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.13323798367855835,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48585411"},{"id":"3b5cf90e-5b90-416f-829e-5093b753d662","source":"hackernews","source_id":"48588040","content_type":"comment","title":null,"body_preview":"It's so refreshing to see emacs just sticking to its guns and getting solidly, steadily better over the years. Inspirational, even. This is how software should be. Can't wait for all the tree-sitter i","author":"jcgrillo","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48588040"},{"id":"c991f5c4-d557-45ff-b165-e2fdb93963e1","source":"hackernews","source_id":"48610537","content_type":"comment","title":null,"body_preview":"A good read when X is \"borrowing like never before\".\nhttps://pivotal.substack.com/p/minsky-moments-in-venture-cap...","author":"Mistletoe","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610537"},{"id":"54440b01-08f2-45b7-ae25-3abc4a3d3fd7","source":"hackernews","source_id":"48610561","content_type":"comment","title":null,"body_preview":"Is it me? I feel like we are entering an era where it has become possible for one of the big companies to fail.","author":"smrtinsert","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","platform_fluency","strong_opinions"],"bot_score":0.09268466201185348,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610561"},{"id":"d2280172-f593-4758-80ad-9bca1156dde1","source":"hackernews","source_id":"48610891","content_type":"comment","title":null,"body_preview":"And now SpaceX, who is not at all in the same financial situation as Nvidia, wants to borrow money too:\nhttps://www.reuters.com/business/media-telecom/spacex-banker...","author":"krupan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610891"},{"id":"55fd8c36-6158-4d6e-a262-f7185d978099","source":"hackernews","source_id":"48610299","content_type":"comment","title":null,"body_preview":"Full title: \"Big Tech is borrowing like never before and the Fed just made that a lot more expensive\"","author":"dgellow","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft"],"bot_score":0.0838998903726812,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610299"},{"id":"cd7139d1-70fa-4234-85f3-4dafa295b98c","source":"hackernews","source_id":"48610858","content_type":"comment","title":null,"body_preview":"https://www.inc.com/fast-company-2/oracle-ai-boom-hidden-deb... goes into more detail about this same issue.","author":"0xcafefood","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610858"},{"id":"c4a1648a-688a-4d34-b42e-2de9b03f28c2","source":"hackernews","source_id":"48610383","content_type":"comment","title":null,"body_preview":"Smart to borrow when money is cheap if you think you can do something more profitable with it.","author":"xnx","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.10744187312855835,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610383"},{"id":"88c96a24-7967-4260-a682-4dafe2c2fbd4","source":"hackernews","source_id":"48610790","content_type":"comment","title":null,"body_preview":"$500B is a lot of debt, it's comparable to the three largest car companies' debt.\nIt's still not super huge compared to the amount of debt in other industries, but I guess the thought is it's riskier?","author":"dmoy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinion_without_over_qualification"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610790"},{"id":"5f80e070-2a77-45e6-817b-eb676c2a7f22","source":"hackernews","source_id":"48610852","content_type":"comment","title":null,"body_preview":"The NVIDIA case is such a strange example to use to make the argument the author is trying to make.\nNVIDIA raised $25 billion and had $85 billion in orders. Because of the demand, it was able to upsiz","author":"ElProlactin","classification":"human_created","confidence":0.82,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.17472847210202952,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610852"},{"id":"d537e5f7-3455-4ac6-968f-f5d15980fd23","source":"hackernews","source_id":"48590710","content_type":"comment","title":null,"body_preview":"Its getting pretty lame that we talk about the these guys like they're football players transferring teams.","author":"ai_fry_ur_brain","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48590710"},{"id":"55088ddc-fea4-44a5-8b30-70075cfc59a2","source":"hackernews","source_id":"48590863","content_type":"comment","title":null,"body_preview":"I guess this means Google is nowhere close, to even discern\na hint of an AGI? So when Demis Hassabis says AGI...could arrive in just 3 years he has learned the best from Larry Ellison?","author":"tcp_handshaker","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15202374893842036,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48590863"},{"id":"ce560783-2639-4c0e-b255-23d7a96863dd","source":"hackernews","source_id":"48608196","content_type":"comment","title":null,"body_preview":"To spare the ones that still didn’t lose all their good sense to have to go through the all article. It ends with trying to put Trump in the same bucket as Pol Pot and Sadam Hussein (this is all so ti","author":"mbmbn","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0.17697723868500007,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608196"},{"id":"2f1e1bb1-232b-4367-8841-538e4b3ca69f","source":"hackernews","source_id":"48606499","content_type":"comment","title":null,"body_preview":"See also https://en.wikipedia.org/wiki/The_President's_Cake , which is nominally about cooking.","author":"esafak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.0808953595305895,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606499"},{"id":"3697f712-4d77-4794-8848-4477335aaf97","source":"hackernews","source_id":"48606971","content_type":"comment","title":null,"body_preview":"This is one of the most unexpected ecranisations ever. The book is great on its own, but I would never assumed it could become a film. The topic itself is a bit heavy, and I somehow assumed that most ","author":"okaleniuk","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606971"},{"id":"05e789f1-f097-4f23-adaf-19ee1a3aee7f","source":"hackernews","source_id":"48605552","content_type":"comment","title":null,"body_preview":">  “It goes back to Hannah Arendt’s banality of evil a bit,” says director Andrew Neel. “These everyday things that are beloved to us, like food, can take on an entirely different dimension within the","author":"ashalhashim","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605552"},{"id":"f79a9df2-88fb-4b4e-9bf7-280588e1fae0","source":"hackernews","source_id":"48608068","content_type":"comment","title":null,"body_preview":"Has anyone tried using ClickHouse to build a SIEM or security related tool?","author":"computersuck","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608068"},{"id":"d8b2104d-44f2-4f2c-a903-3b875792d747","source":"hackernews","source_id":"48607118","content_type":"comment","title":null,"body_preview":"On top of being a really good OLAP database, what has been a game changer for me is the built-in connectors for bringing in data from remote sources. It can manage automatic recurring import of a s3 f","author":"mial","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","strong_opinions","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607118"},{"id":"a1bbc4e1-d9c9-4d35-8783-acf933828d95","source":"hackernews","source_id":"48606294","content_type":"comment","title":null,"body_preview":"Everything is within spec, reproducible builds are not a goal of C/C++.\nThe compiler builders may take pity on you, but really there's no bug here, just unwarranted expectations.","author":"juancn","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1231928332394649,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606294"},{"id":"ce7f66a8-6752-421a-ae29-668eda358c9d","source":"hackernews","source_id":"48592160","content_type":"comment","title":null,"body_preview":"Fascinating! I’d like to learn more about how to interpret the results to be honest, the About is awesome and helpful.\nI scored 1,100 total on my music moniker. It has been used in SoundCloud and also","author":"6stringmerc","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48592160"},{"id":"a3e1f2b5-0c0a-4354-afe8-8b610ee9dc07","source":"hackernews","source_id":"48606806","content_type":"comment","title":null,"body_preview":"nb: Robert Recorde also came up with the equals sign as two horizontal parallel lines \"=\". Yes, that one.\n\"bicause noe 2, thynges, can be moare equalle\"\n(and helped make + and - signs more popular)\nht","author":"tosh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606806"},{"id":"a99b785a-7eaf-4991-8a33-06c417867838","source":"hackernews","source_id":"48606892","content_type":"comment","title":null,"body_preview":"Someone should make a language where every math formula is a word.\nThen give it to an LLM and let it go nuts","author":"gste","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606892"},{"id":"298130aa-181c-4af1-a442-a9ddd9e77d5e","source":"hackernews","source_id":"48605463","content_type":"comment","title":null,"body_preview":"hemidemisemiquaver vibes\nhttps://en.wikipedia.org/wiki/Sixty-fourth_note","author":"gre","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605463"},{"id":"e56807f4-4b62-4475-97b8-71a6d471e795","source":"hackernews","source_id":"48604617","content_type":"comment","title":null,"body_preview":"I always wondered what the Spice Girls were singing about in that song.","author":"Jblx2","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","natural_digressions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604617"},{"id":"dafc3488-57b6-4b8f-9ce3-97ff5f90c6a2","source":"hackernews","source_id":"48604365","content_type":"comment","title":null,"body_preview":"Funny that https://en.wikipedia.org/wiki/Zenzizenzic\nredirects to https://en.wikipedia.org/wiki/Fourth_power\nI supposed the 16th power would then be Zenzizenzizenzizenzic and so forth.","author":"culi","classification":"human_created","confidence":0.85,"indicators":["natural_digression","platform_fluency","absence_of_ai_signals"],"bot_score":0.10577803641095145,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604365"},{"id":"424ea20d-8ad3-4f0e-893a-791af1521146","source":"hackernews","source_id":"48605672","content_type":"comment","title":null,"body_preview":"Unbelievable. Are you actually Stephen Fry is disguise?","author":"jzer0cool","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity"],"bot_score":0.18609680322485828,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605672"},{"id":"2807a726-0317-4236-8ade-a0f3c782181a","source":"hackernews","source_id":"48609339","content_type":"comment","title":null,"body_preview":"I'm surprised that an inspector was required at all much less for multiple visits.\nI might be totally wrong but I think I'm the UK you'd be allowed to just build a deck. Unless it was high enough to o","author":"adaml_623","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609339"},{"id":"d12abb2c-a29b-45e9-8d5d-f4dc47efdbf3","source":"hackernews","source_id":"48608782","content_type":"comment","title":null,"body_preview":"there must be an ai tool that takes the tedium out of making these drawings. Imagine being able to say 'place footings 4 feet apart to a depth of 42\" over a 10 x 10 foot area' and have the ting genera","author":"bawana","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.37200019334031564,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608782"},{"id":"713e272e-49e7-4655-a315-4306d37de806","source":"hackernews","source_id":"48608199","content_type":"comment","title":null,"body_preview":"Trees are planted way to close to the deck.  Looks nice now, sure, it'll be a regret later.","author":"SirFatty","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.2122516349557082,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608199"},{"id":"4ce93a39-ee02-40e1-8438-0d82c8b24b36","source":"hackernews","source_id":"48607388","content_type":"comment","title":null,"body_preview":"Really nice. I build a deck this year too. I would have loved to have a nice blog post like this beforehand. \nI love his page. Inspires to write. Simple, clean, blog has 2 years break here and there, ","author":"canpan","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607388"},{"id":"8b657f27-1e30-4897-95e4-8df9f509b2e6","source":"hackernews","source_id":"48607487","content_type":"comment","title":null,"body_preview":"Drafting notes, from a childhood watching my mother and father interact over technical drawings:\nhttps://en.wikipedia.org/wiki/Technical_drawing_tool\nhttps://en.wikipedia.org/wiki/French_curve is one ","author":"jaggederest","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607487"},{"id":"1ee92623-91d8-41a1-aaab-90e44d151c7b","source":"hackernews","source_id":"48607305","content_type":"comment","title":null,"body_preview":"Lovely to see the entire process of planning all the way through building, and it's a nice change from the usual type of project shown on HN, and even a change from the way in which woodwork projects ","author":"taffydavid","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_indicators"],"bot_score":0.13389786113309324,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607305"},{"id":"3abbdd47-47d8-46ad-b12f-fce9f5272a82","source":"hackernews","source_id":"48607550","content_type":"comment","title":null,"body_preview":"Overall you did a great job on this. Impressive if you haven’t done it before. Your retrospective is solid. Using post saddles is the move so the wood doesn’t touch the concrete. Generally easiest and","author":"DaveJorg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607550"},{"id":"0c524257-be94-40e3-a6eb-5d0efdd5a3ec","source":"hackernews","source_id":"48607996","content_type":"comment","title":null,"body_preview":"One thing I've learned with concrete recently is that the drum mixer is less efficient than the mud mixer.  For the drum mixer you prepare batches, the consistency between batches may not be very good","author":"thijson","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","imperfect_expression"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607996"},{"id":"1879a716-de4e-48b6-9107-9bb203d22957","source":"hackernews","source_id":"48593523","content_type":"comment","title":null,"body_preview":"Tinnitus\nI swear my tinnitus is a result of use of AirPods.\nI never wore any type of earphones ever. Then started using AirPods for calls, during workouts or on a plane. A year later I developed tinni","author":"alberth","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","self_reference","emotional_authenticity","hedging_natural"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593523"},{"id":"32db69b4-094e-48b7-9908-ed2663d8b4f8","source":"hackernews","source_id":"48596477","content_type":"comment","title":null,"body_preview":"Tangentially related, but it's interesting to use airpods in hyper-busy train stations in Japan like Shinjuku station, where you have a huge mass of people, and a large majority of people using blueto","author":"bschwindHN","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596477"},{"id":"81b29917-6d44-486f-84fa-a843ed6c7bfc","source":"hackernews","source_id":"48606996","content_type":"comment","title":null,"body_preview":"The author hit the nail on the head with this piece.\nI purchased bone conduction headphones this year to serve as sleep headphones that work with my custom molded earplugs for sleeping. The headphones","author":"nunez","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.13530680468447961,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606996"},{"id":"77e04865-7acd-41ac-83cf-e2e5fc752615","source":"hackernews","source_id":"48607025","content_type":"comment","title":null,"body_preview":"Generally A players work for C players. B players tend to work for the government.\nThe person who the article sounds like a complete moron, though.","author":"dosisking","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.142816013717186,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607025"},{"id":"1bd59f13-bb25-4cdd-a27b-8b8076eb5400","source":"hackernews","source_id":"48605225","content_type":"comment","title":null,"body_preview":"Some new hires end up cleaning the mess that their manager left behind from back when they were the noob…","author":"BobbyTables2","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.11849804987339341,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605225"},{"id":"c68565b2-2335-45df-907e-29ead1db2314","source":"hackernews","source_id":"48605389","content_type":"comment","title":null,"body_preview":"> You submit useful diffs in areas that having nothing to do with your team, but not at the cost of finishing your official tasks.\n> You write up what you learned in an interesting, useful and persuas","author":"radley","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605389"},{"id":"3ae4e9c0-140c-48e9-b0d7-82b487d67f9f","source":"hackernews","source_id":"48606966","content_type":"comment","title":null,"body_preview":"I see the article focuses on tasks and things to do or not do.\nThese are primarily driven by skills of the junior. Though you should expect they have none.\nWhat sort of comes out between the lines is ","author":"simon84","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","absence_of_personality"],"bot_score":0.12398297202500495,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606966"},{"id":"0ac8c371-1508-4e4d-8167-ede0bab2abfa","source":"hackernews","source_id":"48605342","content_type":"comment","title":null,"body_preview":"\"Brutal as it seems, we’d like to expend as little effort as possible on people who aren’t going to make it. It’s your job to get in the category you want to be in and send us the signals that tell us","author":"0xbadcafebee","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.12696383427766045,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605342"},{"id":"e1c5e8fd-977b-4db9-80b4-ebfab5bf59aa","source":"hackernews","source_id":"48605127","content_type":"comment","title":null,"body_preview":"I work at a place that is actively hiring juniors.  While they don’t have an explicit rating system I feel like we unconsciously follow a similar pattern with new coders and it’s unfortunate.\nGiven th","author":"smackeyacky","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","imperfect_expression","niche_expertise"],"bot_score":0.09154876220309362,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605127"},{"id":"05e8daff-7a3b-47ff-b8c9-a578c5f9b8f9","source":"hackernews","source_id":"48605222","content_type":"comment","title":null,"body_preview":"> We seniors have our regular work to do, but we also have to figure out which category you fit into. We support the superior performers as much as we possibly can. We support the solid performers eno","author":"jofzar","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605222"},{"id":"225aec4d-8666-4606-807c-78789556e575","source":"hackernews","source_id":"48607092","content_type":"comment","title":null,"body_preview":"This reminds me of a company where they wanted to put me at 100% contribution after 2 weeks.\nI just told them “I can’t contribute as fast as seniors so they will just have to do more work to hit your ","author":"dukodk","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","personal_experience_anecdote","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607092"},{"id":"efec5777-5638-45fd-a0ec-545b03e717e8","source":"hackernews","source_id":"48605236","content_type":"comment","title":null,"body_preview":"> You uncover a better design and submit a string of diffs not only implementing the task but simplifying other parts of the code too. Bonus points for doing this before you implement (make the hard c","author":"logankeenan","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605236"},{"id":"331d38bd-7a5c-485c-9d3d-ffb703b58f17","source":"hackernews","source_id":"48610247","content_type":"comment","title":null,"body_preview":"I’m a “junior” senior and I’ve got a junior whose faith I’ll need to decide in a few months. How do you know if they are gonna be good? And how do you give them all of the possible tools to actually b","author":"hknceykbx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610247"},{"id":"bb67bfa0-f847-4489-a2e2-6bc65be61209","source":"hackernews","source_id":"48605989","content_type":"comment","title":null,"body_preview":"I have known a lot of people who think they are (the only) As and spend all their time bike shedding and generally dicking around with tooling and griping about patterns that they prevent everyone aro","author":"jswelker","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605989"},{"id":"6339a4e8-7ddf-4b93-b63f-fc2f814af871","source":"hackernews","source_id":"48606558","content_type":"comment","title":null,"body_preview":"I don't think this reductionist view of colleagues (dividing them into categories rather than  discerning individual strengths and weaknesses, team-building, empowering) is very success-oriented.","author":"foobarbecue","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","semantic_nuance","absence_of_ai_hallmarks"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606558"},{"id":"bc9dd096-14e7-40d2-8623-2dbf97b85f2a","source":"hackernews","source_id":"48605025","content_type":"comment","title":null,"body_preview":"I sure wish I could relate to this but I haven't been at a company that hired juniors since i was the junior being hired 15 years ago.","author":"atomicnumber3","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","personal_anecdote","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605025"},{"id":"71bda7a4-0038-49de-b703-4e1807d5e72e","source":"hackernews","source_id":"48607396","content_type":"comment","title":null,"body_preview":"So, these self-proclaimed seniors... are they the one who signed the employment contract with the juniors? No? Then you're not their boss, you're a colleague. So stop confusing the two. Take some clas","author":"rambambram","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607396"},{"id":"d8114405-8072-428e-8c77-ebb47bd5bcd2","source":"hackernews","source_id":"48605122","content_type":"comment","title":null,"body_preview":"For a B level: \n> * You did not cause other people unreasonable amounts of work.*\nI would be careful with this one. As the examples listed after, such as an on-call incident or extra review of code is","author":"chalupa-supreme","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605122"},{"id":"49d4d724-de41-4c66-bd0e-54ae7e823627","source":"hackernews","source_id":"48605027","content_type":"comment","title":null,"body_preview":"This is an interesting perspective(and a great roadmap for juniors to try to improve), but I think for the most part the thesis is wrong, at least in my experience.\nCompanies do not hire juniors as so","author":"LPisGood","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","personal_experience","platform_fluency"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605027"},{"id":"e106c6e7-814d-4212-97e8-0f4ddeadf650","source":"hackernews","source_id":"48605130","content_type":"comment","title":null,"body_preview":"This makes complete sense in an environment where people transition from noob to senior engineer within the same company.\nIt makes less sense in an era when tenure is better measured in months than ye","author":"ANarrativeApe","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification","template_phrases"],"bot_score":0.45,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605130"},{"id":"d722fde6-ee0c-4b9d-bb7f-bf9a17e56f98","source":"hackernews","source_id":"48605587","content_type":"comment","title":null,"body_preview":"So much of this is written with an air of superiority over the noob. Indicates a bit of an ego problem.\nYes, the noobs are noobs, but the goal isn't to exercise your status over them. Or even to waste","author":"asveikau","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605587"},{"id":"9398f7ef-73ee-44f9-85fd-675cc722a8b7","source":"hackernews","source_id":"48605430","content_type":"comment","title":null,"body_preview":"I've met maybe 1-2 people in my whole life who were clearly beneficial 'A' from the get go. There's also a weird 'A' that tries very hard but causes more pain than inspiration. Meaning, they're clearl","author":"nilirl","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.08622555716212994,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605430"},{"id":"c79117d0-9a52-43c9-ac46-98cb29381450","source":"hackernews","source_id":"48610382","content_type":"comment","title":null,"body_preview":"Dupe: https://news.ycombinator.com/item?id=48610055","author":"sherr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610382"},{"id":"585dfa97-50a5-4536-b19d-35d1f80e4d63","source":"hackernews","source_id":"48613060","content_type":"comment","title":null,"body_preview":"Hopefully fable 5 will be back soon. I had so much more fun on vibeSH with it. Its remarkable how much better it was at hallucinating a coherent shell than Opus 4.8. It was especially good with the an","author":"rowbin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","technical_specificity"],"bot_score":0.12031743032718943,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613060"},{"id":"6549c5ad-e4ef-4a24-9859-087e28c1eb4b","source":"hackernews","source_id":"48605324","content_type":"comment","title":null,"body_preview":"I hate whinging but why isn't stuff like this not moved higher on HN's front page? This is a great article yet I keep seeing world politics and other matters rated higher - stuff that (unlike this art","author":"bjt12345","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605324"},{"id":"cedb0a8e-e936-4f67-8931-b8fbecb55b52","source":"hackernews","source_id":"48606460","content_type":"comment","title":null,"body_preview":"VR controllers are significantly better than a SpaceMouse for teleoperation. Even if I already had a SpaceMouse I would buy a Quest 3s and switch to it, if I was doing more than a trivial amount of te","author":"modeless","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.1328596392034854,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606460"},{"id":"ce35c22f-7a04-4c57-bf05-70f3a6c189a0","source":"hackernews","source_id":"48607158","content_type":"comment","title":null,"body_preview":"This is so cool and looks so fun. I want to play with robots. I just play with software :(\nI wanted to build something making bows automatically and damn, pretty complex and expensive to buy the parts","author":"Frannky","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","natural_digressions","self_reference","platform_fluency"],"bot_score":0.08742397326860596,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607158"},{"id":"23f73390-38bf-48ec-af9a-b819381da513","source":"hackernews","source_id":"48606736","content_type":"comment","title":null,"body_preview":"-  A single arm is sufficient for validating basic Pick/Place tasks, but more complex scenarios require Bi-arm\n- Calibration is not required for VLA models.\n-  RGB or Stereo RGB inputs are sufficient ","author":"b89kim","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606736"},{"id":"c8b54d73-d772-4f4f-96ff-7f394294aa8c","source":"hackernews","source_id":"48607207","content_type":"comment","title":null,"body_preview":"Really cool. Good move on writing your own stack. I was weighing using ros2 or building our own, but ended up going the ros2 route to “save time”. We are working with autonomous mobility robots in nat","author":"delbronski","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinion","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607207"},{"id":"834508ff-632d-494f-8049-8b57d9bd2beb","source":"hackernews","source_id":"48609297","content_type":"comment","title":null,"body_preview":"How does this work, does some mechanism replace the actual tape drive in the Datasette? Can you just use the tape port with the gadget or does it somehow need the tape drive? How do you access the HTM","author":"AIcanbiteme","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.2655184283193851,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609297"},{"id":"6eca0931-6d9d-46a0-82ae-c0816294f28d","source":"hackernews","source_id":"48608278","content_type":"comment","title":null,"body_preview":"From TFA:\n> a Datasette-style backend to a self-contained HTML frontend is an astonishingly powerful combination.\n1000% agree. And datasette is a terrific framework to build any kind of data explorati","author":"20after4","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608278"},{"id":"bda57b8e-323f-45f8-9534-b9615a81d5bc","source":"hackernews","source_id":"48608315","content_type":"comment","title":null,"body_preview":"I'm surprised to see Ted Cruz co-sponsoring this bill given Trump's proclivity to pressure TV networks into silencing and/or firing hosts.","author":"_heimdall","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608315"},{"id":"cbc8eaba-c913-45fc-94e1-6afc5be7970a","source":"hackernews","source_id":"48605390","content_type":"comment","title":null,"body_preview":"> I’ll level with you – this is hard!\nI'm getting tired of the monoculture where both articles I read and agents I code with speak with the same (annoying) voice.","author":"strix_varius","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605390"},{"id":"4b4dc1c8-f6a6-4b52-9775-15348090fcac","source":"hackernews","source_id":"48605514","content_type":"comment","title":null,"body_preview":"> One really impressive thing about OpenAI is that most of the people running the company (on the technical side, at least) are under 35. Many of the important decisionmakers behind chatGPT are under ","author":"jjssmith","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605514"},{"id":"cd083879-a60d-4e9f-a7f8-5d9ad69247f9","source":"hackernews","source_id":"48607360","content_type":"comment","title":null,"body_preview":"On a similar note, I think it's pretty hilarious (short sighted) of Anthropic to have open hiring positions, but ban the use of it's product for... frontier model research.\nWhere do you think these pe","author":"exabrial","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.12630021502661815,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607360"},{"id":"27815a33-a2f6-4db8-a7df-974b2dfe0d5f","source":"hackernews","source_id":"48608649","content_type":"comment","title":null,"body_preview":"Tangential tidbit about etymology of the word Zen:\nZen is a Japanese word that comes from the Chinese “Chan”, which in turn comes from the Sanskrit word “Dhyana”, which roughly translates to focus/med","author":"smath","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608649"},{"id":"942abcc4-3a4b-4e27-879e-807d406d3ed4","source":"hackernews","source_id":"48605911","content_type":"comment","title":null,"body_preview":"This matching up with sliced data, either sliced by recipient, or sliced by sender, so it makes sense to have primary state with cool backups. Particularly if the state is race-tolerant.\nAs long as ev","author":"jpollock","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","niche_expertise","cultural_references"],"bot_score":0.08112781244591329,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605911"},{"id":"b262935d-9dcd-4e4a-9f6b-36e4f4a3f2af","source":"hackernews","source_id":"48605081","content_type":"comment","title":null,"body_preview":"Unrelated to Google Workspace and Firefox, but I just noticed today that Google’s YouTube now says my iPhone’s Safari browser is incapable of playing full screen videos, which it’s not ever claimed be","author":"skygazer","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605081"},{"id":"a6fe956e-5b8b-4433-9c89-06db5d6af6e0","source":"hackernews","source_id":"48604743","content_type":"comment","title":null,"body_preview":"That's fine. The second I stopped caring, which is the day I stopped working for a living, I stopped worrying about what Google thinks. I don't use Google for email or search. (my email addresses are ","author":"eek2121","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.3,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604743"},{"id":"b4e13b40-8727-4228-8798-c253d5b4e9f4","source":"hackernews","source_id":"48604458","content_type":"comment","title":null,"body_preview":"I love that google always sends useless canned responses after basically requiring you to perform a blood sacrifice to get ahold of anyone.","author":"nosioptar","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604458"},{"id":"150c1201-55f0-499f-8413-b575a4fe013a","source":"hackernews","source_id":"48611715","content_type":"comment","title":null,"body_preview":"Jobs had some vestige of the value system of Reed College in him - respect for literature, typesetting, fine arts ...  which dramatically evolved into a taste for the power-money politics of Silicon V","author":"gnerd00","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","semantic_blandness"],"bot_score":0.12031743032718943,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611715"},{"id":"0858bf87-eea2-4886-937c-3e83419412e6","source":"hackernews","source_id":"48611436","content_type":"comment","title":null,"body_preview":"Steve Jobs on Bill Gates: “Bill is basically unimaginative and has never invented anything, which is why I think he’s more comfortable now in philanthropy than technology. He just shamelessly ripped o","author":"lorecore","classification":"human_created","confidence":0.85,"indicators":["quoting_external_source","platform_fluency"],"bot_score":0.15188716116322873,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611436"},{"id":"772e53a6-c476-461e-90b3-5a29550ab122","source":"hackernews","source_id":"48612624","content_type":"comment","title":null,"body_preview":"A related story about iTunes negotiations: https://www.hollywoodreporter.com/news/general-news/jim-gian...","author":"wmf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612624"},{"id":"703e77c1-6348-46d7-90d0-9f7dd4a433c3","source":"hackernews","source_id":"48612220","content_type":"comment","title":null,"body_preview":"What Bill Gates misses here is that Jobs was one of the best salespeople on the planet. Go back and watch basically any keynotes or, my favorite, his prerecorded demo of the NeXT operating system.\nJob","author":"Grombobulous","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.19240776608736643,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612220"},{"id":"40e94f8e-7997-4813-ab6a-e0a99764438c","source":"hackernews","source_id":"48607532","content_type":"comment","title":null,"body_preview":"In my experience advanced algorithms and data structures are almost never needed. You need simple data structures and algorithms and understanding of the environment in which you are running (for exam","author":"tumdum_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.09498589592716364,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607532"},{"id":"e90ad49b-3d95-4939-907e-b6761c3905bb","source":"hackernews","source_id":"48607385","content_type":"comment","title":null,"body_preview":"Realistically, the impetus here will come from the platform holders, not the individual programmers.\nApple recently released an 8GB MacBook Neo, which bucks the previous trend of increasing RAM in low","author":"swiftcoder","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.08977963294158627,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607385"},{"id":"0d4a914a-6a52-47ae-9ece-026338b39f0c","source":"hackernews","source_id":"48613676","content_type":"comment","title":null,"body_preview":"Thankfully, AI allows you to write tightly-coupled code (the kind Uncle Bob and Martin Fowler warned you not to write!) which is usually more efficient.","author":"phendrenad2","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.12525192868223095,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613676"},{"id":"af67bf3f-5983-49e0-b45d-3f4130573bc3","source":"hackernews","source_id":"48608161","content_type":"comment","title":null,"body_preview":"Unless there's an actual financial metric to hit: no.\nFor most people; computers just suck now.\nI work in AAA video games, and I'm often told that consoles hold back games. This is true in the most es","author":"dijit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608161"},{"id":"8e108fcd-a23c-4b6e-8d04-f2ecc5e9f82d","source":"hackernews","source_id":"48610054","content_type":"comment","title":null,"body_preview":"I don't think many will.\nBut I think they should. Not only for the practical reason, but because it leads to better software in my opinion\nLimitations foster creativity. Abundance kills innovation.\nIn","author":"LarsKrimi","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","strong_opinions","self_reference","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610054"},{"id":"efc0873a-daf5-4039-9b8f-27021f045121","source":"hackernews","source_id":"48604662","content_type":"comment","title":null,"body_preview":"Algorithms and data structures aren't the problem, bundling Chromium to make a chat app is the problem.\nI think Rust's rise in popularity will probably lead to some benefits.\nGames will probably get m","author":"mherkender","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604662"},{"id":"f884cfa2-a0d4-4754-89fe-a3c811dda416","source":"hackernews","source_id":"48606845","content_type":"comment","title":null,"body_preview":"> advanced algorithms and data structures\nThis isn't where memory goes or real-world speed comes from. For most applications, it's abstractions like React running in electron that hurt performance. Th","author":"dehrmann","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606845"},{"id":"7482bcc1-6866-4636-8721-7d5f99159fe5","source":"hackernews","source_id":"48606523","content_type":"comment","title":null,"body_preview":"I expect mobile OS and maybe mobile app developers to do so.\nGoogle has already downgraded memory for their upcoming Pixel 11 while at the same time imposing local running models as a first-class feat","author":"cco","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.23359858511000944,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606523"},{"id":"ca788f24-6d2b-4ae7-8af2-65deeaf5d21c","source":"hackernews","source_id":"48606870","content_type":"comment","title":null,"body_preview":"It is a really simple matter of incentives.\nIf your backlog is full of feature requests you will add features.\nIf your backlog is full of tasks to reduce memory usage,  speed up areas etc., then that ","author":"jimnotgym","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","missing_platform_voice"],"bot_score":0.09437364331576943,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606870"},{"id":"63c53475-5ecb-4c6a-8eb6-d4c54a98314e","source":"hackernews","source_id":"48606044","content_type":"comment","title":null,"body_preview":"> Will programmers write more efficient code during the memory shortage?\nIf we can insert \"some\" then Yes.\n> use of more advanced algorithms and data structures that use less memory?\nI don't think so.","author":"lesuorac","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606044"},{"id":"d008d615-90c0-4013-ac59-6ff011a00ac3","source":"hackernews","source_id":"48604537","content_type":"comment","title":null,"body_preview":"Until prices hit the large hyperscalers, I don't think most people are going to make significant changes. You might see a small set of open source projects related to self hosting put in an effort, bu","author":"nrmitchi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.13203190654342217,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604537"},{"id":"756b2874-0994-451a-bbab-b2868d0ecb5d","source":"hackernews","source_id":"48604749","content_type":"comment","title":null,"body_preview":"I don't think we will in the HN snark sense of \"this react site or electron app uses way too much memory\".  Those companies will continue to work in the same way, maybe even less efficiently as people","author":"naet","classification":"ai_generated","confidence":0.9,"indicators":["uniform_paragraph_rhythm","suspiciously_balanced","template_phrases","missing_platform_voice"],"bot_score":0.06540098948417439,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604749"},{"id":"140af6cb-4e11-4e27-a98f-2cd88d3f79a5","source":"hackernews","source_id":"48608004","content_type":"comment","title":null,"body_preview":"I'll just recognise that I'm old (and a bit grumpy): back in the day, if you didn't write minimally efficient code, it simply wouldn't run or it would be terribly slow.\nYoung devs have not been expose","author":"forinti","classification":"human_created","confidence":0.85,"indicators":["grumpy_personality","personal_anecdote_historical_context","imperfect_expression_colloquialism","platform_fluency_ask_hn_style","absence_of_ai_template_phrases"],"bot_score":0.11151111159470435,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608004"},{"id":"0dc06d7a-68da-4a45-949a-55e50133c4ab","source":"hackernews","source_id":"48607630","content_type":"comment","title":null,"body_preview":"No.\nEven today it is possible to use languages and programming techniques to be ultra efficient when it comes to memory. It's not that difficult to use them but the world don't care.\nActual example: I","author":"xlii","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.09193175228120477,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607630"},{"id":"ba2739e5-0737-40b2-a494-5728351f48ac","source":"hackernews","source_id":"48608357","content_type":"comment","title":null,"body_preview":"\"will they\" seems like the least interesting/useful question though. How can we, e.g. raise awareness in users and programmers that this is possible and useful?\nI wanna hang out with coders who care, ","author":"customguy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","natural_digressions"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608357"},{"id":"b9b30add-178b-49da-a66c-2f7875fe0bc6","source":"hackernews","source_id":"48604504","content_type":"comment","title":null,"body_preview":"If that happens, we will see it in triple-A games first. If some new titles have significant lower hardware specs than expected.\nIf buyers can't afford the hardware anymore, the studios need to adjust","author":"andix","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11021954416270467,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604504"},{"id":"144f4365-9c7c-45d2-a903-3763308d92a5","source":"hackernews","source_id":"48606218","content_type":"comment","title":null,"body_preview":"Programmers will write more efficient algorithms if their employers tell them to trade time-to-market for hardware cost. Previously, it was trade hardware cost for time-to-market.\n\"Programmers\" don't ","author":"jpollock","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency"],"bot_score":0.08112781244591329,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606218"},{"id":"c0fca4a7-a988-4445-8adc-07018d028e87","source":"hackernews","source_id":"48607740","content_type":"comment","title":null,"body_preview":"It's definitely possible, but I agree with many other commenters it probably will not happen.\nI wrote an encrypted mesh networking library that runs on normal operating systems. A customer asked me if","author":"gsliepen","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","platform_fluency","imperfect_expression"],"bot_score":0.0729986029256336,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607740"},{"id":"67eb07de-3c51-482b-8dba-85afb583e29f","source":"hackernews","source_id":"48604437","content_type":"comment","title":null,"body_preview":"Some programmers will write more efficient code. At my $dayjob (one of the big tech companies) we're already planning a major goal next year of optimizing server code to reduce RAM requirements, and t","author":"cornstalks","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604437"},{"id":"9fc3dd7c-ea36-44ff-948e-05c4225b2163","source":"hackernews","source_id":"48607463","content_type":"comment","title":null,"body_preview":"I don't believe so do for two reasons:\n- everyone assumes their program / website is the only thing running at the machine at a given time, and dev machines are always more powerful than user machines","author":"jakub_g","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0.13749999999999998,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607463"},{"id":"26b58dea-99c5-475c-9722-1aa06595988c","source":"hackernews","source_id":"48609744","content_type":"comment","title":null,"body_preview":"Bibi will fuck it up before the 60 days are up and we'll be back to square one again. Trump has zero control over him.\nWhat a stupid, stupid idiot you folk in the US elected (twice!). Israel's been tr","author":"tjpnz","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609744"},{"id":"55cdf291-efc7-48b1-9673-04c37784cad4","source":"hackernews","source_id":"48609179","content_type":"comment","title":null,"body_preview":"So Trump just took it unlubed up the ass so far it came out of his mouth, huh.\nWondering what the Yankees reading feel about forking out $300 billies to Iran.","author":"Laurel1234","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11439346124506687,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609179"},{"id":"eab24b01-50df-400b-a806-8de1510e6ab2","source":"hackernews","source_id":"48609183","content_type":"comment","title":null,"body_preview":"Will go down in history as the single largest defeat in US history.\nPaying your enemy $300bn to repair their country while you do not even take of your own would be the end of any other president, yet","author":"bearjaws","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","lack_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609183"},{"id":"917d2e9e-7bde-49b1-bf65-dbcde722b357","source":"hackernews","source_id":"48609311","content_type":"comment","title":null,"body_preview":"Point 6: The United States of America undertakes with regional partners to develop a definitive, mutually agreed plan with at least $300 billion (£225 billion) for the reconstruction and economic deve","author":"Rzor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609311"},{"id":"3000fe93-5fd9-43ec-a7c1-90062a18577f","source":"hackernews","source_id":"48587811","content_type":"comment","title":null,"body_preview":"very basic issue, its not clear to me how to start a new district, it just extends the old one. I managed to do it accidentally a couple times, but I don't know how","author":"convolvatron","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48587811"},{"id":"7fd4567b-1e4c-4b53-9275-df2fcb1a24c1","source":"hackernews","source_id":"48588705","content_type":"comment","title":null,"body_preview":"great idea to make Gerrymandle!  congrats on the alpha\nUS/California etc gerrymandering is dramatically illegal IMHO. I see the recent gerrymandering in the USA as a kind of political cancer actually.","author":"gnerd00","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12031743032718943,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48588705"},{"id":"4b9666bf-7b23-4b80-9747-9f9e240303bf","source":"hackernews","source_id":"48610763","content_type":"comment","title":null,"body_preview":"Government pension is such a scam. When someone dies, the remaining pension up to age 100 should be transferred as a lump sump to their estate. Or perhaps the lesser of that, and the amount they paid ","author":"kazinator","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.13971753908251366,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610763"},{"id":"56e90608-48ee-4ed6-995b-d77769ac0683","source":"hackernews","source_id":"48610567","content_type":"comment","title":null,"body_preview":"Sounds like \"Respect for the Aged Day\" doubles as \"Audit the Pensioners Day\".","author":"Polizeiposaune","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610567"},{"id":"79f6fa63-3155-44c8-9f52-45903f191c6e","source":"hackernews","source_id":"48610431","content_type":"comment","title":null,"body_preview":"More in the Guardian review of Morbid by Saul Justin Newman\nhttps://www.theguardian.com/books/2026/jun/17/morbid-by-saul...","author":"sorokod","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610431"},{"id":"8b696463-d9ef-44ca-a328-ea7de645b2de","source":"hackernews","source_id":"48610721","content_type":"comment","title":null,"body_preview":"I also suspect the current record holder for oldest person Jeanne Calment was a fraud. She beat the number two by 3 years (122 versus 119), the record was set back in 1996 but no one came close. But m","author":"due-rr","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610721"},{"id":"0eae2c54-e712-4a29-9ddc-0d339bd75498","source":"hackernews","source_id":"48613157","content_type":"comment","title":null,"body_preview":"> the death of Kato prompted a nationwide investigation, which concluded that police did not know if 234,354 people older than 100 were still alive.[13] More than 77,000 of these people, officials sai","author":"cadamsdotcom","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.11142837834247277,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613157"},{"id":"29e82e72-d0f4-43e2-8e9b-0e478d4fb2b6","source":"hackernews","source_id":"48606553","content_type":"comment","title":null,"body_preview":"Its also powerfull for data migration. you can do this:\ncreate pgsql.table as \n(select * from mysql.table)\nall data types automatically inferred. you dont have to define it manually.\nbonus:\nlatest ver","author":"solarized","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606553"},{"id":"95859f96-bb83-4528-8bf6-1cbd97f305e3","source":"hackernews","source_id":"48608862","content_type":"comment","title":null,"body_preview":"One of my projects was using a RRD database to store 10-second samples from 20 data streams with a RRD time of 1 year, which works out to around 82 million entries. I display this interactively on a r","author":"My_Name","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608862"},{"id":"f81d40c4-bed9-4b67-9df0-e904ede8aae1","source":"hackernews","source_id":"48610807","content_type":"comment","title":null,"body_preview":"How are people still defending type erasure? Sure, it was “defensible” in the sense that there were reasons the choice was made. But it was clearly a bad choice (to many people at least) when it was m","author":"dpark","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610807"},{"id":"3b734e42-83a6-44a3-9701-89c3e380d69e","source":"hackernews","source_id":"48606786","content_type":"comment","title":null,"body_preview":"> we want the JVM to be able to treat them as efficiently as primitives.\nThey want basically to solve the main Java design flaw with (almost) everything is a reference paradigm. C++ and Rust have had ","author":"Panzerschrek","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","technical_depth"],"bot_score":0.15192599609240512,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606786"},{"id":"d3c06bb9-00d1-4fb7-97b4-aab3f2c360df","source":"hackernews","source_id":"48613348","content_type":"comment","title":null,"body_preview":"This beaurcratic development feels like turning a super-tanker that's connected to a hundred other super-tankers. While I accept the priority of back-compatibility, I personally lack the working memor","author":"hyperpallium2","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression","personal_experience_claim"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613348"},{"id":"e085ed82-bb33-408a-9dbe-4e0d1973ee4c","source":"hackernews","source_id":"48587131","content_type":"comment","title":null,"body_preview":"https://www.alberta.ca/albertas-rat-control-program\nRelevant government website for those curious\nWe have online reporting for rat sightings that they take action on","author":"bluefirebrand","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","terse_replies"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:31 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48587131"},{"id":"782c57e2-512b-4842-aa9b-3ddf83528844","source":"hackernews","source_id":"48608421","content_type":"comment","title":null,"body_preview":"All software benchmark are bullshit currently because none mesure capacity of doing same tasks after 1000 first warmed commit of random stuff. It's always easier to build something from scratch but no","author":"mt42or","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608421"},{"id":"97cf4cd8-fc4e-4419-922f-acb77ab337f7","source":"hackernews","source_id":"48606495","content_type":"comment","title":null,"body_preview":"I've used both and they are great. Would be better to have a GPT or Opus benchmark","author":"killingtime74","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606495"},{"id":"0de14f5e-65c1-4cdd-8857-c7937b3fa669","source":"hackernews","source_id":"48610454","content_type":"comment","title":null,"body_preview":"Any comparison that brings \"frontier-like\" claims should have benchmarks against Opus 4.8 (or Fable 5 once we get it back) and GPT 5.5.\nSpoiler alert: this article just says that GLM 5.2 is better in ","author":"ValentineC","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610454"},{"id":"04522558-1c49-412d-b164-5989607c75c2","source":"hackernews","source_id":"48608447","content_type":"comment","title":null,"body_preview":">I'm comfortable calling MiniMax the more eager model in this set because that claim is backed by the artifacts, not by vibe. It repeatedly reached for locks, persistence, policy objects, fallback pat","author":"dchftcs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608447"},{"id":"1d2b786e-ca82-447c-9e78-178855e54b42","source":"hackernews","source_id":"48606598","content_type":"comment","title":null,"body_preview":"The comparison results seem very plausible.\nFrom the conclusion, I agree with:\n> I wouldn't make either one the top-level coordinator by default.\nBut I do not agree with the follow-up sentence:\n> The ","author":"adrian_b","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0.23412698412698413,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606598"},{"id":"1ae32a5b-af25-4348-b2e4-899d5c16dbe0","source":"hackernews","source_id":"48607173","content_type":"comment","title":null,"body_preview":"Since I quit my Claude subscription, every month I spend $20 (the cost of CC pro plan) playing around with new models and new providers.\nCurrently testing M3 for agentic tasks. It works OK and their t","author":"throwa356262","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","personal_experience","absence_of_ai_signals"],"bot_score":0.12396615509132264,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607173"},{"id":"bbfcdbdc-35b4-4009-880c-fc806277eb51","source":"hackernews","source_id":"48613686","content_type":"comment","title":null,"body_preview":"5.2 is noticeably more security aware than 5.1\n5.1 was happy to log in to a server that has kubectl access to check out why my k8s isn't doing the k8s thing. 5.2 just straight up says nope can't use t","author":"Havoc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.13018683099676798,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613686"},{"id":"59e75dd4-7520-4356-af8e-29f56ec1018f","source":"hackernews","source_id":"48609432","content_type":"comment","title":null,"body_preview":"Zzz.  Any street food vendor understands where the hungry people are at, how to get past the various barriers to them buying from him, how to encourage repeat business, etc.  Well...maybe make that \"a","author":"bell-cot","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","analogy_with_specifics","absence_of_obvious_ai_signals"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609432"},{"id":"273913d5-c62d-444b-a84e-fa9d92aaf669","source":"hackernews","source_id":"48610679","content_type":"comment","title":null,"body_preview":"Guess the 'how do I post to lobsters?' secret is out[0]. aka snarf the mail distribution list. send out to mail distribution list. If worthy enough article, sent email gets posted/archived on site.\n[0","author":"sargstuff","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610679"},{"id":"3c0c3403-ad71-43a1-be07-1af788480d08","source":"hackernews","source_id":"48611496","content_type":"comment","title":null,"body_preview":"The poster was banned for \"Irresponsible disclosure and threatening users privacy to advertise a startup.\" Unless the post was edited, is the moderator referring to their mention of HN?","author":"Cpoll","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0.25408520829727554,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611496"},{"id":"c7f02cb3-8392-4496-a9a6-79a6abb51047","source":"hackernews","source_id":"48584707","content_type":"comment","title":null,"body_preview":"Another social network with 0 network effect and is dead on arrival. Now being closed makes it far worse than Bluesky and no better than a prototype pre-production version of Threads; with 0 users.\nFr","author":"rvz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies","imperfect_expression"],"bot_score":0.1163291600943964,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:30 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48584707"},{"id":"4943635b-c202-49d6-850c-bb22d1d3af00","source":"hackernews","source_id":"48606379","content_type":"comment","title":null,"body_preview":"> The result is a PDS that runs at the edge with no servers to manage, automatic scaling, and pay-per-use pricing.\nSince you have no control over traffic, that seems a bit worrisome compared to a flat","author":"skybrian","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12548530690138227,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606379"},{"id":"2c8b1e06-e6a8-4259-aad6-1af511005380","source":"hackernews","source_id":"48607452","content_type":"comment","title":null,"body_preview":"This repo suggests running a PDS is a good thing because independence from platform changes, network resilience, data sovereignty and portability.\nDoing that on cloudflare feels like a bit of a practi","author":"1dom","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607452"},{"id":"a8a63d72-36cb-4366-b933-efb2f16ad1fe","source":"hackernews","source_id":"48592133","content_type":"comment","title":null,"body_preview":"This is what it is used for:\nhttps://dev.to/andersoncontreira/warning-to-developers-a-new...\nA “recruiter” (sometimes pretending to be a CEO/HR) contacts you.\nThe job looks amazing — above-market sala","author":"ForOldHack","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48592133"},{"id":"e7addb29-529d-4eaf-b517-33b6bd55c748","source":"hackernews","source_id":"48607901","content_type":"comment","title":null,"body_preview":"I like it a lot, but unfortunately you can cheat a bit: there are always two opposite answers and two unrelated ones. The correct answer is (almost?) always one of the opposites.","author":"cl3misch","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607901"},{"id":"77eed7a5-0e93-4064-b8c2-14fa2f94047c","source":"hackernews","source_id":"48608831","content_type":"comment","title":null,"body_preview":"The 171,476 figure from OED is used inaccurately in a way that shows a gross misunderstanding of dictionaries and language. The number 171,476 refers to the number of full entries for words in “curren","author":"gumboshoes","classification":"human_created","confidence":0.95,"indicators":["genuine_specificity","strong_opinions","niche_expertise","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608831"},{"id":"86ef4f10-c326-4966-80e0-5a169c3e5223","source":"hackernews","source_id":"48599587","content_type":"comment","title":null,"body_preview":"That was fun. Bit confused by the result because it says I was \"wow are you stephen fry?\" Which I assume meant I did decent. (72K).\nBut then below it said \"you are a man of few words\".\nI take it the l","author":"JauntyHatAngle","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599587"},{"id":"a2a233e3-c504-46cd-b84d-96188a961478","source":"hackernews","source_id":"48599232","content_type":"comment","title":null,"body_preview":"Feature request: fewer clicks. It should be one click per question","author":"fritzo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599232"},{"id":"1f389010-de21-4f2a-a7fb-c5bb6b8bda4b","source":"hackernews","source_id":"48609590","content_type":"comment","title":null,"body_preview":"English is my third language. My vocabulary has been stuck at an \"OK\" level because I struggle to actually retain and understand new words.\nI built https://segue.app to solve this. It uses illustratio","author":"stoicfungi","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","self_reference","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609590"},{"id":"66f059f0-c7ed-40e8-885b-2048c165c8e6","source":"hackernews","source_id":"48607341","content_type":"comment","title":null,"body_preview":"I think it was way too easy to guess corretly based on exluding obviously incorrect choises and then going with vibes.\nThere were many words I couldn't have explain the meaning of at all, if I wouldn'","author":"GolDDranks","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607341"},{"id":"8283c141-a7e2-4370-b244-eecbdb4e0e97","source":"hackernews","source_id":"48613528","content_type":"comment","title":null,"body_preview":"As a French speaker, I think I’m advantaged for the difficult words (which are very often of French/latin origin).\nI scored 74 400 and I’m nowhere near English-native.","author":"paduc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","self_reference"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613528"},{"id":"499c64e2-a21c-4844-8633-264132020592","source":"hackernews","source_id":"48613595","content_type":"comment","title":null,"body_preview":"Historical context at [1]:\n> In 1999, a case testing these protections made it to the U.S. Supreme Court. In Olmstead v. L.C., two women with mental disabilities sued Georgia, arguing that the state h","author":"hn_acker","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.1644144144144144,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613595"},{"id":"f13c90b7-e2bf-44bf-bf5b-f46a7304a566","source":"hackernews","source_id":"48613722","content_type":"comment","title":null,"body_preview":"Speaking as someone who has cared for loved ones and has involuntarily committed them (most recently 6 days ago):\nThe core issue with the WhiteHouse's plan to pressure states to increase involuntary c","author":"WarOnPrivacy","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:29 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613722"},{"id":"343725b9-0992-42f7-900a-9073e35ef738","source":"hackernews","source_id":"48607454","content_type":"comment","title":null,"body_preview":"If you are on reddit, https://old.reddit.com/r/whatisthiscar/ is excellent for this sort of content :)","author":"eps","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607454"},{"id":"1d121ce7-4075-4f91-ada3-9435c0b61499","source":"hackernews","source_id":"48604423","content_type":"comment","title":null,"body_preview":"Straight out of Richard Scarry's \"Cars and Trucks and Things That Go\": https://a.co/d/0778Ou0A\nIf you are a parent of a small child, you will be amazed by the depth and fun of this book. I am always s","author":"lubujackson","classification":"human_created","confidence":0.7,"indicators":["human_indicator_cultural_reference","human_indicator_personal_anecdote","ai_indicator_semantic_blandness"],"bot_score":0.09154876220309362,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604423"},{"id":"2bd64085-c9f4-4ab3-ac65-9d1b79fa9a61","source":"hackernews","source_id":"48608663","content_type":"comment","title":null,"body_preview":"Also of note, https://en.wikipedia.org/wiki/Wienermobile\nMerry Pranksters Bus https://en.wikipedia.org/wiki/Merry_Pranksters#Eastward_bus_...","author":"HocusLocus","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","terse_replies"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608663"},{"id":"cbdc3467-ab78-4081-85ba-5c0465c96626","source":"hackernews","source_id":"48609577","content_type":"comment","title":null,"body_preview":"Related: Pear-shaped scooter that's making the rounds on TikTok https://www.roadandtrack.com/news/a71446039/florida-man-pear...","author":"xnx","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.10744187312855835,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609577"},{"id":"439ae7a1-41f8-42e6-abe2-6077ea6a3a1b","source":"hackernews","source_id":"48606494","content_type":"comment","title":null,"body_preview":"I hosted Steve on my couch (remember Couchsurfing?) when he was taking his Big Banana Car to a local art festival. Awesome guy, awesome car. I got to ride along for a bit. It was thrilling to see ever","author":"0xbadcafebee","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.12696383427766045,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606494"},{"id":"06da18bc-59ac-4460-a7c4-12223013eeea","source":"hackernews","source_id":"48606985","content_type":"comment","title":null,"body_preview":"I honestly see this jamming as a win. GNSS is a global blanket opt-in American spyware.","author":"vachina","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606985"},{"id":"1be10dc8-668e-49f6-8d76-2323448f7d82","source":"hackernews","source_id":"48609453","content_type":"comment","title":null,"body_preview":"A really good illustration of how vulnerable space based military tech is in practice.","author":"yogthos","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.16176470588235292,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609453"},{"id":"53c16804-036a-49a9-b212-183afdcb46f5","source":"hackernews","source_id":"48608941","content_type":"comment","title":null,"body_preview":"US is not even investing in GPS anymore.\nTheir L5 signal has been in experimental operation for probably over a decade, still \"experimental\".","author":"tw1984","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608941"},{"id":"50f81141-8735-483c-be33-6e407bcc99e4","source":"hackernews","source_id":"48608837","content_type":"comment","title":null,"body_preview":"This \"signal strength\" thing doesn't pass a smell check. Whatever transmitter they put on a satellite, Russia can just put a stronger one on their jammers. Any satellite is limited by its space and po","author":"eqvinox","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0.10635834914740801,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608837"},{"id":"89a0171e-11dd-4ade-b15d-f216144e49fe","source":"hackernews","source_id":"48608947","content_type":"comment","title":null,"body_preview":"> Gunning says that, due to the altitude of the Pulsar-0 satellite, the map may not truthfully reflect where jamming is worst for users on the ground\nRight. So have they employed ground truthing to qu","author":"willtemperley","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions"],"bot_score":0.18819217906502905,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608947"},{"id":"b5db76ca-8ff8-4af3-bfa6-9bfe06c79bfc","source":"hackernews","source_id":"48609729","content_type":"comment","title":null,"body_preview":"with directional antennas or telescope mounts, it would seem one could do positioning with catalogs of radio pulsars or optical pulsars (with clear skies or above the clouds), by more old-fashioned na","author":"DoctorOetker","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.22435897435897434,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609729"},{"id":"001a65f4-6137-4bad-9e91-9ef2632c1b50","source":"hackernews","source_id":"48607386","content_type":"comment","title":null,"body_preview":"Looks like this is mostly marketing for the services of this new constellation...","author":"londons_explore","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.1333286376985734,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607386"},{"id":"76a9bf51-d77c-4cf9-9fb9-e207fc8f45e3","source":"hackernews","source_id":"48609418","content_type":"comment","title":null,"body_preview":"Once again, Russia turns out to be the reason we can't have nice things. War truly is a waste for everyone involved. Now that Russia is also helping North Korea to launch satellites (one so far), expe","author":"stalfie","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609418"},{"id":"a95ef71a-7ffd-4657-b0a0-c6f437e7e0c0","source":"hackernews","source_id":"48607212","content_type":"comment","title":null,"body_preview":"> When we fly over North America, for example, we see a beautiful signal all the time\nI think by “fly”, they mean several hundred km in the air where you have sharply reduced below-the-horizon blockin","author":"Scoundreller","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607212"},{"id":"4267be9d-55ef-4ab3-8973-f784cf5e59f1","source":"hackernews","source_id":"48607077","content_type":"comment","title":null,"body_preview":"Is GNSS jamming really as bad a problem as the article makes it seem?\nThe article itself reads like guerilla advertising so I'm inclined not to take it at face value.","author":"kitchi","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607077"},{"id":"a2c945b8-5712-4fdd-8790-d97639561a63","source":"hackernews","source_id":"48606987","content_type":"comment","title":null,"body_preview":">  Gunning says that, with the superior strength of the PNT signal transmitted by the company's planned LEO constellation, existing jammers would only be able to affect about 5% of the area they can c","author":"navigate8310","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","absence_of_ai_indicators","terse_replies"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606987"},{"id":"33125356-b3e3-4fde-a277-3bfbba9404fb","source":"hackernews","source_id":"48607860","content_type":"comment","title":null,"body_preview":"Is there any other more useful url? Even with ad blocking enabled this site is a mess of auto playing adverts. It makes the actual content difficult to find.","author":"oskarpearson","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607860"},{"id":"5ee64d42-e9e7-4a43-b8c5-37abb252b1c7","source":"hackernews","source_id":"48606959","content_type":"comment","title":null,"body_preview":"GPS tampering “data” from a company who’s upcoming tech is advertised to solve the problem their data shows is indeed a problem, and coincidentally also raised their 170M series C","author":"random3","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606959"},{"id":"cbb8e824-d4ed-443f-ac04-3d932699d321","source":"hackernews","source_id":"48607375","content_type":"comment","title":null,"body_preview":"Ops.group published a report on GPS spoofing back in 2024.[1] It's bad. Ops.group is an organization for dispatchers and pilots, the people who decide the routes aircraft take and fly them. They are r","author":"Animats","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.14295303337672582,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607375"},{"id":"74f461da-7ee0-4c77-90d5-4ba14e351a7c","source":"hackernews","source_id":"48605625","content_type":"comment","title":null,"body_preview":"I would just join a lab for 4 years and retire at this point.","author":"brcmthrowaway","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.19435067682864748,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605625"},{"id":"9564bfa1-4632-4457-8c44-23e48ee8b54a","source":"hackernews","source_id":"48610682","content_type":"comment","title":null,"body_preview":"LinkedIn is right there for “career updates”.\nNobody really knows or cares about Mr Jumper there. Congrats on his new role in converting humanity’s achievements into slop.","author":"isodev","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.10732533048080391,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610682"},{"id":"b3bacc28-2059-47c7-b862-60726f0e4fe8","source":"hackernews","source_id":"48610457","content_type":"comment","title":null,"body_preview":"Well, tons of top people left Google when Facebook was up and coming. Its nothing new. Google can't really do much for people who've made up their mind.\nBut yeah conspiracy theoretical approach would ","author":"geodel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610457"},{"id":"5dab6586-b7d9-4b1c-8004-368ab2fb3a92","source":"hackernews","source_id":"48608032","content_type":"comment","title":null,"body_preview":"Between this and Shazeer you guys are idolizing individuals in an unhealthy way IMO.\nWhy are we keeping tabs on researchers moving around?\nYou're talking about them like people talk about the NFL trad","author":"kingkongjaffa","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608032"},{"id":"6bdad1d3-6629-4f4a-a1c0-67bb002d4497","source":"hackernews","source_id":"48607510","content_type":"comment","title":null,"body_preview":"Gemini fumbled not on the models but on the basics.\nGemini 3.1 flash was actually an amazing model to code with and their 20 dollar AI plans had solid value, but they locked it all behind 429s, needle","author":"hsaliak","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions"],"bot_score":0.11866876053707362,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607510"},{"id":"622524cb-166e-4615-abfc-7e9d8d623170","source":"hackernews","source_id":"48609055","content_type":"comment","title":null,"body_preview":"I did not \"know\" John personally, but we attended the same undergraduate program, concurrently. My workstudy job was supporting engineering/hardware for his specific school/program.\nNothing but nice t","author":"ProllyInfamous","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.10810279699108506,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609055"},{"id":"f38adf10-a8d5-409a-8af5-b35a4f6dabd5","source":"hackernews","source_id":"48613568","content_type":"comment","title":null,"body_preview":"Apparently this was an exercise book he made for a parisian tutee, who later fled the french revolution, leading to the confiscation of the notebook by the revolutionaries.","author":"wvbdmp","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.11866876053707362,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:28 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613568"},{"id":"18ca6c9e-577f-4ee8-a992-9b96fe2b3b46","source":"hackernews","source_id":"48606862","content_type":"comment","title":null,"body_preview":"Why do people still use this horrible-looking and hard to process alphabet? Why not switching to latin (as some countries did) or at least to reform it so that it's easier to type and to read?","author":"Panzerschrek","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15192599609240512,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606862"},{"id":"ab1678ce-e497-4325-b016-9c844b6ba650","source":"hackernews","source_id":"48606650","content_type":"comment","title":null,"body_preview":"It's... interesting how the author sees Han Unification as a feature, when it's just a longstanding and politically charged bug. CJK languages are mutually unintelligible, so displaying CJK texts in w","author":"numpad0","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606650"},{"id":"374602fb-15b4-49fc-874e-88504bc4db54","source":"hackernews","source_id":"48608579","content_type":"comment","title":null,"body_preview":"Almost as if the fonts, rendering systems and that all has a vanishingly low percentage of Arabic native-speakers. Why is left as an exercise for the reader.","author":"jojobas","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608579"},{"id":"876ae20f-8e5b-46f5-88af-ca5119bd1ddf","source":"hackernews","source_id":"48608041","content_type":"comment","title":null,"body_preview":"Oh hey, second chance queue, nice. I'd originally searched this up because I was curious about how Arabic worked on early computers.","author":"a_t48","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.07601799534518681,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608041"},{"id":"257d0e8f-4a45-4287-990d-35369af7a4dc","source":"hackernews","source_id":"48606055","content_type":"comment","title":null,"body_preview":"For a while, Arabizi was wildly popular and universally used on feature phones. When mobiles became smarter, it was used less. Japanese has romaji and Mandarin has pinyin. Arabic's Arabizi would incre","author":"pseingatl","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0.22619047619047616,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606055"},{"id":"818df1f5-2fa4-4dd4-8882-86a7b9723f40","source":"hackernews","source_id":"48608644","content_type":"comment","title":null,"body_preview":"It's 2026 and things like kashida in CSS is not possible. Long way to go to support the Arabic script properly on the web.\nAnd as the article says, since most of the writing is happening on computers,","author":"mohsen1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","natural_digression"],"bot_score":0.11077661802142406,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608644"},{"id":"d5004294-9a5c-4a24-b376-d7304f9263c9","source":"hackernews","source_id":"48606234","content_type":"comment","title":null,"body_preview":"(2017)\nHow much of this is still a problem with modern software/font stacks and harfbuzz?","author":"harshreality","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606234"},{"id":"6321b94f-d1aa-446c-bc49-2d909427affd","source":"hackernews","source_id":"48608529","content_type":"comment","title":null,"body_preview":"Not only writing and printing is hard, so is selection and moving your cursor. Because in most tools, the right and left arrow keys don't mean right and left in Arabic, Persian etc. It's reversed in R","author":"linmer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.17826543896386585,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608529"},{"id":"a4b6629a-29d3-43f8-b243-0eebd65fe48a","source":"hackernews","source_id":"48605958","content_type":"comment","title":null,"body_preview":"This problem is not limited to Arabic. Variants of the arabic alphabet are used by Persian (including Iranian and Dari dialects), Mazanderani, Qashqai, Luri, Gilaki, Kurdish (excluding Kurds in Turkey","author":"abdullahkhalids","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","external_links_with_context","absence_of_ai_signals"],"bot_score":0.1679149850430401,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605958"},{"id":"8626ecf9-90bc-4846-8057-8a04885b0867","source":"hackernews","source_id":"48606634","content_type":"comment","title":null,"body_preview":"does anyone have any sources to read about ai-based compression?\nI remember hearing a lot about \"compression is a lot about prediction\", but I don't remember reading any practical result","author":"NooneAtAll3","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1308568415107356,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606634"},{"id":"45ff37f1-2e0b-4b72-9c40-bcce74e2230d","source":"hackernews","source_id":"48606478","content_type":"comment","title":null,"body_preview":"Matt is a great guy to explain this kind of stuff. He's very helpful.","author":"blobbers","classification":"human_created","confidence":0.6,"indicators":["absence_of_ai_signals","terse_replies"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606478"},{"id":"5e28522d-0221-462e-8e6b-790e243b99a8","source":"hackernews","source_id":"48606646","content_type":"comment","title":null,"body_preview":"This is the guy who created Zpaq btw. Super interesting but niche backup/archive software.","author":"wps","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606646"},{"id":"88f38c14-7d5c-4346-95b6-7f2fe20c617e","source":"hackernews","source_id":"48607331","content_type":"comment","title":null,"body_preview":"I say transformers are the best compression systems","author":"brownpoints","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.5588235294117647,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607331"},{"id":"953e8f85-a331-4afd-8a56-da8fb7d60c07","source":"hackernews","source_id":"48610751","content_type":"comment","title":null,"body_preview":"I wonder what if anything has changed ever since this article. Is llm-based compression more mainstream?","author":"Bnjoroge","classification":"ai_generated","confidence":0.65,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.060135569171767655,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610751"},{"id":"5ea4a2cd-e12c-4a7e-b781-37f891e15aa3","source":"hackernews","source_id":"48609257","content_type":"comment","title":null,"body_preview":"Matt Mahoney is one of the best when it comes to compression. He is retired now.","author":"firesteelrain","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609257"},{"id":"5e731346-e3c3-4c94-9500-aefdacc520f1","source":"hackernews","source_id":"48606763","content_type":"comment","title":null,"body_preview":"Isn’t the idea of AI precisely to find universal compression from arbitrary input data, at least with LLMs?","author":"usernametaken29","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_comprehensive"],"bot_score":0.12150990963976856,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606763"},{"id":"6b99ba89-efa1-4eb1-aea4-fa7f01528de7","source":"hackernews","source_id":"48606412","content_type":"comment","title":null,"body_preview":"Related:\nData Compression Explained (2011) - https://news.ycombinator.com/item?id=40631931 - June 2024 (1 comment)\nData Compression Explained - https://news.ycombinator.com/item?id=5931493 - June 2013","author":"dang","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.11559065933852997,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606412"},{"id":"27446b3d-f665-4aef-8008-0b71cd3ea0cd","source":"hackernews","source_id":"48606455","content_type":"comment","title":null,"body_preview":"The leader boards are from the pre Fabrice Bellard days, btw. Neural network modeling helped finding better patterns in text.\nAlso, you could say the same for the related data search problem. How to p","author":"rurban","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.1294758809789415,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606455"},{"id":"fce80394-6f12-4e3c-aa26-f45a0e441d5a","source":"hackernews","source_id":"48606084","content_type":"comment","title":null,"body_preview":"- stupid question, how do you make a globe like that","author":"vivzkestrel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.09820147564141955,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606084"},{"id":"7fd4c79a-a12e-45a3-9290-a6bcd0ed5999","source":"hackernews","source_id":"48605035","content_type":"comment","title":null,"body_preview":"V2 rocket owned by Israel in Poland kinda surprised me. But I understand. I'm currently working on data heavy platform. The most menial task is to clear data to be usable. Keep up the good work!","author":"hsuduebc2","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","synthetic_empathy","human_indicator_present"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605035"},{"id":"fdbf6202-370f-42bf-855a-472cc943743e","source":"hackernews","source_id":"48605198","content_type":"comment","title":null,"body_preview":"wow - very impressive, visually pleasing\none UX improvement I feel would make it nice is the mouse wheel zoom in to be smooth, atm it jumps from one zoom level to the next, if it could pan in and out ","author":"bigjick","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.4256595269228386,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605198"},{"id":"bf30f51b-5851-49a0-9b37-69d1c44eac4c","source":"hackernews","source_id":"48605087","content_type":"comment","title":null,"body_preview":"horrible UX on tablet-have-to-turn-sideways-or-window-clipped. Get the basics right. Globe slice in vertical-stripmap? drifts uncontrollably. can't set roi nor reposition nor minimize nor resize any o","author":"BobMontgomeryJr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605087"},{"id":"a681cf1f-d4fe-4e21-9039-e9a0bfe39757","source":"hackernews","source_id":"48604383","content_type":"comment","title":null,"body_preview":"I really like this. Is this just pulling from free data sources? Wonder if you could also hook it up with a maps provider to show real terrain","author":"robby1110","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604383"},{"id":"761a685c-a51a-4e62-8e2e-a4f85d3cbde3","source":"hackernews","source_id":"48607359","content_type":"comment","title":null,"body_preview":"How much of the data is real time? And how do you interpose different timelines?","author":"brownpoints","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.5588235294117647,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607359"},{"id":"7d775477-84bc-47e6-9725-fbaff1bb446c","source":"hackernews","source_id":"48607836","content_type":"comment","title":null,"body_preview":"In Plowing the Dark (2000), Richard Powers suggests that a globe-based visualization would give you a lot more if you could put your head inside it. Nice topological idea -- can I suggest you add it?","author":"vessenes","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.09980063685775832,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607836"},{"id":"a9574b4a-b1db-4986-913d-684e173b584a","source":"hackernews","source_id":"48604497","content_type":"comment","title":null,"body_preview":"I know it's \"just\" AI but one could think there is a forkable project out there. I have seen like tenths of projects like this. OPs explanation is different though. Usually the line is \"inspired by mo","author":"noAnswer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604497"},{"id":"64df9b58-a952-409b-bade-3aa620cdf4aa","source":"hackernews","source_id":"48607126","content_type":"comment","title":null,"body_preview":"Crazy cool. The idea and approach is super cool, spent 20 odd mins looking through. A timelapse is one thing that excited me on top of this - you guys already have a window to change but a play from l","author":"darth-pixit","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607126"},{"id":"a8737427-b42d-4a7e-b8e3-0c913c68e84e","source":"hackernews","source_id":"48612140","content_type":"comment","title":null,"body_preview":"There should be no line between Crimea and the rest of Ukraine. Crimea is an internationally recognized part of Ukraine, not some other country.","author":"BretonForearm","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612140"},{"id":"857414cb-e971-4941-b519-51197dea28e5","source":"hackernews","source_id":"48608925","content_type":"comment","title":null,"body_preview":"Feedback: when you select an object (e.g. a powerstation) the targeted/crosshairs sprite should not scale with the zoom (i.e. it should remain the same pixelcount). The problem is when zoomed way-out ","author":"ProllyInfamous","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0.10810279699108506,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608925"},{"id":"17d10600-2e5d-4023-9889-f7b358d7753a","source":"hackernews","source_id":"48613470","content_type":"comment","title":null,"body_preview":"Looks cool, goes into flames when I tick a few more things","author":"othmanosx","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:27 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613470"},{"id":"3c1cf94f-aa3a-487a-85f9-385493122baa","source":"hackernews","source_id":"48611709","content_type":"comment","title":null,"body_preview":"I would love for all court records, federal and state and local, to be public. But special interests keep gaining more and more advantage over the public in every area. Especially attorneys.","author":"silexia","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611709"},{"id":"2ec304ae-9c8f-4c9c-a309-632a83564851","source":"hackernews","source_id":"48607354","content_type":"comment","title":null,"body_preview":"A bit tangential. In Israel, case records are sort-of-free.\nThey're publicly available in a byzantine system maintained by the Court Management, a governmental entity (Net Hamishpat, \"court net\" - sli","author":"Backslasher","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607354"},{"id":"5c9a0ac3-0dee-451a-868b-53e5f4e9dd17","source":"hackernews","source_id":"48611261","content_type":"comment","title":null,"body_preview":"A tangent perhaps, but the law itself should also be available to all for no cost.","author":"Henchman21","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611261"},{"id":"4134ddf1-2b35-41c1-9746-12107adfeb01","source":"hackernews","source_id":"48604591","content_type":"comment","title":null,"body_preview":"Financial cost is one if the many ways the Government intentionally limits your access to your ability to uphold your rights.","author":"treebeard901","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604591"},{"id":"94f5bd5c-8bf3-4066-85f1-150987da0c00","source":"hackernews","source_id":"48605246","content_type":"comment","title":null,"body_preview":"The discourse over PACER fees recapitulates a very common public policy conundrum, and we should all be more thoughtful about discussing it.\nIn the municipality where I live, we're statutorily require","author":"tptacek","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","imperfect_expression","strong_opinions","platform_fluency","hedging_but_natural"],"bot_score":0.1451599368956944,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605246"},{"id":"992a61ab-ef85-45e8-8bc2-31a7d6e512c4","source":"hackernews","source_id":"48607867","content_type":"comment","title":null,"body_preview":"A point of interest, which many HN readers may already know but I'm mentioning in case anyone doesn't: although court records on PACER cost a fee to access (at least currently they do), they are not c","author":"rmunn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607867"},{"id":"c94d719b-6b35-4ddb-ac93-242c6a59d140","source":"hackernews","source_id":"48608302","content_type":"comment","title":null,"body_preview":"The first tabletop soccer game was from Spain:\nhttps://es.wikipedia.org/wiki/Futbol%C3%ADn","author":"anthk","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_indicators"],"bot_score":0.1331754779741184,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608302"},{"id":"df756f4b-d84e-4a63-b526-d788e430f386","source":"hackernews","source_id":"48609285","content_type":"comment","title":null,"body_preview":"> I’d have to imagine that a modern VS would sell better than Virtua Tennis 4 did (assuming it was good).\nI mean, no. Virtua Striker is fun for maybe 5 minutes, while Virtua Tennis is sublime, especia","author":"fidotron","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609285"},{"id":"42fa9055-e019-4ae1-a911-70ed5f7607ce","source":"hackernews","source_id":"48607966","content_type":"comment","title":null,"body_preview":"I used to love arcade stations when I was young. I remember in one holiday somewhere in a spanish-speaking country (it was either Spain or the canary islands, though naturally the latter is still Spai","author":"shevy-java","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","platform_fluency","imperfect_expression"],"bot_score":0.1410898861763945,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607966"},{"id":"b5ad630b-76aa-4637-a2ac-a42dbd83b3a0","source":"hackernews","source_id":"48607416","content_type":"comment","title":null,"body_preview":"with the advent of NEOgeo everything changed, Super Side Kick, Goal Goal Goal and other wonderful games, often with a 4 players cabinet!","author":"madarco","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","semantic_specificity","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607416"},{"id":"054c0514-55bf-43f8-8341-1ad7bf310029","source":"hackernews","source_id":"48608547","content_type":"comment","title":null,"body_preview":"Oh man! Exciting Soccer unlocked a memory from my childhood. The deep booming sound effects and speech synthesis ...","author":"CodeCompost","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","personal_anecdote","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608547"},{"id":"6ca0eacd-1c99-4c81-9b10-f36aee310db7","source":"hackernews","source_id":"48609631","content_type":"comment","title":null,"body_preview":"The Japanese team in Tecmo World Cup 98 was really good. The goalkeeper's skills were excellent","author":"jdw64","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0.2197224330712273,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609631"},{"id":"0b853a21-f883-430a-8076-a3ecd5257064","source":"hackernews","source_id":"48608518","content_type":"comment","title":null,"body_preview":"Meta: Is there any way to disable to continually distracting bouncing blue circle at the bottom-right of the page (short of using an element/script blocker or something)?","author":"jonathanlydall","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608518"},{"id":"753d6c3f-ef00-4f01-833c-84fb45618a45","source":"hackernews","source_id":"48608893","content_type":"comment","title":null,"body_preview":"I really liked the first Virtua Striker. It is pretty limited but can be fun in small doses even today. There is a PS3 port and of course Mame if you want to try it out!","author":"tuna74","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608893"},{"id":"808647d2-899b-4ebe-8de3-8f87d44b4414","source":"hackernews","source_id":"48608642","content_type":"comment","title":null,"body_preview":"I didn't see on the list the NES games based on the Captain Tsubasa anime. While technically soccer, they can be better described as RPGs in soccer form where players have energy, special attacks, and","author":"probably_wrong","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","opinion_or_stance"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608642"},{"id":"298c075c-90d7-48a6-9902-1942af692287","source":"hackernews","source_id":"48609002","content_type":"comment","title":null,"body_preview":"No Striker? [0] Zero realism but incredibly fun to play. IIRC it had a two-player mode (sharing the keyboard) that was super fun.\n[0] https://www.mobygames.com/game/12380/striker/","author":"ggambetta","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609002"},{"id":"280f5ff8-2bb6-4c4a-880d-437ac20f8a98","source":"hackernews","source_id":"48607515","content_type":"comment","title":null,"body_preview":"I'm surprised there haven't been more releases along the lines of Konami's old WE/PES units, which essentially take a console football game and drop it in an arcade cabinet.\nI'm not a basketball fan, ","author":"mattcasmith","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.24320432982292695,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607515"},{"id":"0238dce8-9eba-4892-b0ec-39825a38b37a","source":"hackernews","source_id":"48608260","content_type":"comment","title":null,"body_preview":"Not an arcade game but Nintendo World Cup on the NES is excellent fun even today. Its japan-only sequel takes it even further with crazy nonsense, like being able to jump on top of the ball and run ar","author":"jhartikainen","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.18915414066556502,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608260"},{"id":"e69e2203-3b86-4298-800b-0affc09527b1","source":"hackernews","source_id":"48608626","content_type":"comment","title":null,"body_preview":"I was surprised not to see Sensible Soccer here, it was massive in the 90's (at least in the UK). Turns out it was never released as an arcade cabinet. I think they missed a trick there, it was arcade","author":"ad_hockey","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","opinion_expressed"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:26 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608626"},{"id":"f4c1b720-c4c8-470a-9ea2-30fdc1ce3ca9","source":"hackernews","source_id":"48606579","content_type":"comment","title":null,"body_preview":"We take so much of modern math notation for granted, for centuries people were encumbered by various inefficiencies of what was agreed before them and couldn't be easily broken.","author":"jojobas","classification":"human_created","confidence":0.7,"indicators":["absence_of_obvious_ai_signals","platform_fluency","semantic_depth_without_over-explanation"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606579"},{"id":"d18ea43b-0d84-46ce-a5b6-9246f6a0e60a","source":"hackernews","source_id":"48607080","content_type":"comment","title":null,"body_preview":"Very interesting! One thing I don't understand is: doesn't this assume that they could do the calculations to get the coefficients... Using decimal notation? How could they for example know that 18/20","author":"etamponi","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607080"},{"id":"bd6e67f2-9d0b-43d2-ac87-07e4a83c5511","source":"hackernews","source_id":"48606855","content_type":"comment","title":null,"body_preview":"Thought this said Factions at first but still all the interesting.","author":"pests","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606855"},{"id":"06bbfc61-a9c1-40f7-97f6-4728a3f8238e","source":"hackernews","source_id":"48608018","content_type":"comment","title":null,"body_preview":"> so 6/7=[2,4,14,28]. Whether this is optimal or not is open to argument. It's longer than [2,3,42], but on the other hand the denominators are smaller.\nAlso 6/7 = [2,7,7,14]","author":"Lucasoato","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.15684715314307823,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608018"},{"id":"c2f6aede-75d1-4140-b71b-73352622f301","source":"hackernews","source_id":"48607017","content_type":"comment","title":null,"body_preview":"Small error in the last sentence of the 20260617 addendum: in “To do 21×23 they would expand 19=16+4+1” that 19 should be 21.","author":"Someone","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607017"},{"id":"c693e63b-b0ed-4350-85b8-8068ca25a139","source":"hackernews","source_id":"48608508","content_type":"comment","title":null,"body_preview":"If this article intrigues, see the chapter on Egyptian mathematics in The Crest of the Peacock: https://www.ms.uky.edu/~sohum/ma330/files/Crest_of_the_peaco...","author":"vertnerd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608508"},{"id":"1fe23696-4a5c-4eb3-9887-d5ab06e1e097","source":"hackernews","source_id":"48609059","content_type":"comment","title":null,"body_preview":"There’s several interesting papers on the subject of Egyptian mathematics in the book “From Five Finger to Infinity”.\n“The volume of a truncated pyramid in ancient Egyptian papyri”\n“Sources of informa","author":"xtiansimon","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.1905982018513055,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609059"},{"id":"89d86cfb-3100-4d62-b1bc-f95560f99d71","source":"hackernews","source_id":"48605327","content_type":"comment","title":null,"body_preview":"Cool, and something I’ve been curious about (the civil engineering and math involved from earlier representations). I want the logic behind the notation, though. I assume there’s a background system o","author":"hilsdev","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605327"},{"id":"a57fce8f-d161-4684-afc3-99fadeb7b6d2","source":"hackernews","source_id":"48609045","content_type":"comment","title":null,"body_preview":"I remember reading a hypothesis that Egyptian fractions were (are?) easier for innumerate people to reason about intuitively. That is, the division of N into M equal parts is easier if everyone gets t","author":"orthoxerox","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digression","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609045"},{"id":"976de315-3f37-408f-8966-43ab67ebd94b","source":"hackernews","source_id":"48605968","content_type":"comment","title":null,"body_preview":"We’ve grown used to a full-decimal system, but all kinds of weird stuff has existed in the past.\nTelugu (a language of southern India) has an interesting traditional numeric system: base ten for integ","author":"chrismorgan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","niche_expertise"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605968"},{"id":"7800f5d0-ef6e-4067-882f-5007ad457e24","source":"hackernews","source_id":"48608498","content_type":"comment","title":null,"body_preview":"Imo in elementary school they should not be using computers outside of a dedicated class.","author":"yoz-y","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608498"},{"id":"7849f088-d726-44fe-b1cf-d7e8dfce12ee","source":"hackernews","source_id":"48603418","content_type":"comment","title":null,"body_preview":"Wouldn't it matter a lot how AI is being used?\nI would assume if children are allowed to use AI without rails as a shortcut it will undermine their learning, and it's used for feedback and as a patien","author":"FloorEgg","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","synthetic_empathy","template_phrases","human_indicators_absent"],"bot_score":0.2536625833947116,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48603418"},{"id":"b50d5513-654e-42c9-897a-9f1c0d4f6de5","source":"hackernews","source_id":"48609139","content_type":"comment","title":null,"body_preview":"I just had a discussion with 10 to 12 years old kids today. They are not using AI to learn, they are using it to cheat. It's not a moral judgement, it's what they, themselves, told me today in front o","author":"utopiah","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.11535887214672222,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609139"},{"id":"c5cc93d6-9f4b-4f2e-a0e2-28fcdebc49e3","source":"hackernews","source_id":"48606768","content_type":"comment","title":null,"body_preview":"The fundemental problem is motivation not AI and this is simply the result of a larger societal shift that happened to correlate with the advent of AI.\nPersonally I've never done any homework or assig","author":"himata4113","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","genuine_specificity","emotional_authenticity","self_reference","absence_of_personality"],"bot_score":0.13863419166843244,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606768"},{"id":"52cbebb0-5791-4dda-9e64-55b704ad1ccd","source":"hackernews","source_id":"48606522","content_type":"comment","title":null,"body_preview":"The number of people--adults included--who, when don't know something they could easily think about, resort to some AI bot rather than thinking, and developing their mind and intelligence, is staggeri","author":"tarkin2","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","imperfect_expression","natural_analogy","absence_of_ai_template_phrases"],"bot_score":0.18719147211086057,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606522"},{"id":"24321fc7-4812-4651-b9a9-58e514b70d82","source":"hackernews","source_id":"48605679","content_type":"comment","title":null,"body_preview":"I'd ban all technology in the classroom.\nWhat works is chalkboard and chalk, pencil and paper.\nYou'll never get strong by watching a video of people lifting weights. Similarly, you'll never understand","author":"WalterBright","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","analogy_use","platform_fluency","external_link_context"],"bot_score":0.13904293124098976,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605679"},{"id":"e116f5b2-b019-4b0e-a90f-717c5f3d074b","source":"hackernews","source_id":"48608166","content_type":"comment","title":null,"body_preview":"The only AI elementary school kids should be confronted with is any AI their Nintendo Switch uses. Let the kids be kids, man","author":"FlippieFinance","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.24880400227943528,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608166"},{"id":"0dcace5e-aaf6-4931-94dc-f7f822e1a548","source":"hackernews","source_id":"48605276","content_type":"comment","title":null,"body_preview":"Education right now has basically become a giant AI echo chamber, and it's happening nationwide. It’s this bizarre setup where teachers use AI to make assignments, students use AI to do them, teachers","author":"jessinra98","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.37614383122453626,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605276"},{"id":"68db4015-142e-421e-baea-badd92a56e7f","source":"hackernews","source_id":"48607064","content_type":"comment","title":null,"body_preview":"Completely understandable.\nMy 6yo kiddo recently realized that  smart speaker (Google home) can not only play her favorite songs, but answer her homework questions. And it was something not that trivi","author":"galkk","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607064"},{"id":"5ea4c9a3-f358-4d17-b00d-131332096917","source":"hackernews","source_id":"48609268","content_type":"comment","title":null,"body_preview":"Baltics are very involved in the war in Ukraine, for instance, Slovenia started NAFO.","author":"AIcanbiteme","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","suspiciously_balanced"],"bot_score":0.2655184283193851,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609268"},{"id":"19ae2b38-4848-4135-b191-977c18fcec96","source":"hackernews","source_id":"48609905","content_type":"comment","title":null,"body_preview":"Sounds like a simple app with mic input being sent to a yamnet-like audio classification model for a single target detection. Hardly anything innovative?","author":"k4rli","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609905"},{"id":"7879bdb6-c186-451b-9ff2-c5b1928dfa27","source":"hackernews","source_id":"48609029","content_type":"comment","title":null,"body_preview":"Wouldn’t a purpose built Esp32 with microphones aimed at the sky do a better job? It would be always on, better directional targeting.","author":"reboot81","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609029"},{"id":"e8dbb985-766d-428a-bf09-8812c2c0e5e4","source":"hackernews","source_id":"48608850","content_type":"comment","title":null,"body_preview":"SpaceX received a $4 billion military contract to do this, but with radar and from orbit.","author":"tristanj","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.20246444016770918,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608850"},{"id":"da820cd1-526d-461d-bc33-6de07116c96b","source":"hackernews","source_id":"48609852","content_type":"comment","title":null,"body_preview":"For those interested there is an open source radar based phased array project here: https://github.com/NawfalMotii79/PLFM_RADAR\nI may have even discovered it from hacker news, I forget now.","author":"kamranjon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609852"},{"id":"7daadd58-ab6a-422e-894f-9b110ec333ba","source":"hackernews","source_id":"48608874","content_type":"comment","title":null,"body_preview":"I wonder how this system can be protected from spam - if anyone can send data there, enemy can, too","author":"tpolm","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608874"},{"id":"09d6edbe-36cb-4ce8-bb39-37e4904a1004","source":"hackernews","source_id":"48609205","content_type":"comment","title":null,"body_preview":"If these Shahed drones have a propeller they should have a brutal signature between 0-250Hz as they are moving a lot of air. And if the engine speed of the Shahed stays constant it will be even easier","author":"MiracleRabbit","classification":"human_created","confidence":0.85,"indicators":["niche_expertise","imperfect_expression","genuine_specificity","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609205"},{"id":"48d9c493-bc22-428f-bd6e-52464df4bed8","source":"hackernews","source_id":"48610208","content_type":"comment","title":null,"body_preview":"Or it is a public stunt? I am naysayer engineer. Build acoustic detection system for anomaly detection in manufacturing line. It worked with studio level equipment with lots of noise filtering measure","author":"lnsru","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression","strong_opinions","absence_of_personality"],"bot_score":0.34444444444444444,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610208"},{"id":"1568936d-ec4e-4707-b273-d9bf4e9afb2b","source":"hackernews","source_id":"48608955","content_type":"comment","title":null,"body_preview":"Shahed drones have increased in altitude from ~500m at the beginning of the Ukraine war to 2000-3000m, which is a 4x reduction in noise on the ground. The higher the drones are, the less noise they ma","author":"tristanj","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.20246444016770918,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608955"},{"id":"dc895941-1c02-4b90-a6af-5012989c274e","source":"hackernews","source_id":"48608730","content_type":"comment","title":null,"body_preview":"Facebook is not just a \"evolution of this concept\". I would argue they, along with Twitter (currently know as X) and other similar service is completely different from blogs.\nThe main different is the","author":"nirui","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608730"},{"id":"68476ad1-cda8-4e89-8929-f50e053ee6d6","source":"hackernews","source_id":"48606280","content_type":"comment","title":null,"body_preview":"The RSS comparison is misleading.\nAtproto apps are not like an RSS reader that runs on the users' computers and connects directly to the sources of content.\nAtproto apps are servers that control, filt","author":"andunie","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606280"},{"id":"34a8aa62-8601-4f0b-94ba-f6a492ed639b","source":"hackernews","source_id":"48604549","content_type":"comment","title":null,"body_preview":"This blog does a great job of explaining the architecture. In practice though I’d thought the “problem” was that Bluesky (the corporation) runs the main app and hosts almost all of the user data.\nSo a","author":"fizwidget","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604549"},{"id":"8fe8fc24-44b8-4f9e-80aa-47391c1077de","source":"hackernews","source_id":"48609409","content_type":"comment","title":null,"body_preview":"The OP's article and replies in the comments here seem like someone who's comparing an idealised view of what Bluesky could be versus a cynical view of what Mastodon currently is. This troubles me bec","author":"TazeTSchnitzel","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609409"},{"id":"8dbced67-a266-4c44-aeec-99ecc85e1260","source":"hackernews","source_id":"48612443","content_type":"comment","title":null,"body_preview":"I'm interested in ATProto, but honestly this kind of \"cheeky\" post just turns me off. These are different approaches to the problem, they don't have to be adversarial.\nAnother way to look at it: the T","author":"lmorchard","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612443"},{"id":"3df41d53-e3d3-4da3-88b7-b2ca0f378526","source":"hackernews","source_id":"48613811","content_type":"comment","title":null,"body_preview":"As a (kinda former, as the project is mostly inactive now) diaspora contributor who followed closely the creation of the first decentralized social network (with GNUStatus and Friendica), I'm really i","author":"flaburgan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions"],"bot_score":0.25,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:25 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613811"},{"id":"0202710c-531d-40e1-a14e-ace74eb91969","source":"hackernews","source_id":"48605916","content_type":"comment","title":null,"body_preview":"A side note, isn't package maintenance something that can actually be solved to some extent by LLMs? The prompt would be something like \"Clone this repo and build this package while building/bundling ","author":"MintPaw","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605916"},{"id":"99c11ce0-eb75-466d-9c55-972c8fa5e3e8","source":"hackernews","source_id":"48607219","content_type":"comment","title":null,"body_preview":"> New user registration was stopped on June 11 and then re-enabled after the project added Anubis to try to foil the attacker's mass account registrations. That did not work\nThis confuses me - why wou","author":"orf","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607219"},{"id":"f152c32a-529a-4986-86d6-6e63c3d1b775","source":"hackernews","source_id":"48607270","content_type":"comment","title":null,"body_preview":"Well all of those attacks are just supply chain attacks, and it is basically exploiting people's trust. With LLMs, the speed and velocity of pumping out malice raised are now significantly faster.\nIt ","author":"stevefan1999","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.11587345051654019,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607270"},{"id":"ebf9905d-2a90-470f-964b-f14e5d2c42f0","source":"hackernews","source_id":"48605357","content_type":"comment","title":null,"body_preview":"Despite that official Arch repos weren't affected in this attack,\nI would not recommend using Arch (or any rolling release distro)\nfor anything that requires security.\n(Imagine if the xz backdoor targ","author":"AquaWeasel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","personal_anecdote_indirect","imperfect_expression","absence_of_ai_template_phrases","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605357"},{"id":"451ce68a-b036-452a-8575-1acc39acb458","source":"hackernews","source_id":"48605583","content_type":"comment","title":null,"body_preview":"Note that the AUR attacks were part of the larger miasma worm campaign, gradually trying to gain more control through various package ecosystems since the RedHat prototype campaign.\nMitigation Tool: h","author":"cookiengineer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","providing_resources","absence_of_ai_signals"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605583"},{"id":"ebaf014f-b979-4d47-84a4-d59a02e8a32e","source":"hackernews","source_id":"48608298","content_type":"comment","title":null,"body_preview":"Fantastic and anti-sensationalism write-up from LWN, as usual. They continue to deserve my monies.","author":"BoingBoomTschak","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608298"},{"id":"1e804426-28ca-4e02-961c-5668ce9c51ae","source":"hackernews","source_id":"48611016","content_type":"comment","title":null,"body_preview":"there have been multiple package list checkers released, but unclear which ones are trustworthy, I can't immediately find a list from the official channels (through AUR website) to such approved scann","author":"DoctorOetker","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0.22435897435897434,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611016"},{"id":"2eccf7e3-fcac-4230-bb8a-87c8376aa33f","source":"hackernews","source_id":"48604701","content_type":"comment","title":null,"body_preview":"I'll note that OpenSuse also has Packman which a shitton of people enable (for codecs), has also 'one namespace only' an looser policies than the main distro.\nI do not think this something you can esc","author":"AshamedCaptain","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604701"},{"id":"0dbe15a7-c946-465f-93c4-9ccf506b6a26","source":"hackernews","source_id":"48609333","content_type":"comment","title":null,"body_preview":"The funny thing is: with FOSS you know what's going on attack-wise as they are transparent , but there must be huge upheaval in the closed source (e.g. MS) software that is just kept quiet by stock-pr","author":"mentalgear","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609333"},{"id":"751b54f6-b0ec-48fd-af49-9e39f2f0becc","source":"hackernews","source_id":"48605787","content_type":"comment","title":null,"body_preview":"I love the smell of npm install malware in the morning.","author":"cozzyd","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","cultural_references"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605787"},{"id":"80709964-930c-4de2-b8da-5f57f49760cb","source":"hackernews","source_id":"48608723","content_type":"comment","title":null,"body_preview":"Humble question: how do you find out if your system has been affected by a malware?\nI know that for AUR there was a specific list of affected packages (that I checked, and haven't installed any of the","author":"maxmax33","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608723"},{"id":"f8a58c4b-d8df-47bb-b9a5-a0cf86c7f509","source":"hackernews","source_id":"48608407","content_type":"comment","title":null,"body_preview":"The AUR is effectively a pastebin for PKGBUILD files.\nSome people (many of which don't even use Arch itself) have been treating and advertising it as something different. It's not a software distribut","author":"ChocolateGod","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1558208073322317,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608407"},{"id":"841b0e6d-62df-4f32-9288-3690d71aeff9","source":"hackernews","source_id":"48612871","content_type":"comment","title":null,"body_preview":"There are automated scripts to check if the infected AUR packages are installed on your system:\nhttps://forum.endeavouros.com/t/malicious-aur-checkup-script...\nhttps://github.com/lenucksi/aur-malware-","author":"diogenes_atx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators"],"bot_score":0.15740740740740738,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612871"},{"id":"87d66ab8-fdda-48ba-be31-25829f1b6ddb","source":"hackernews","source_id":"48605580","content_type":"comment","title":null,"body_preview":"Devil's advocate, except partially serious.\nThis is a good thing, because the warning about checking everything you download from the AUR, which has always existed, is now actually \"enforced\".  People","author":"Ferret7446","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605580"},{"id":"928b758d-e89c-48b4-a287-821b046df2a0","source":"hackernews","source_id":"48609858","content_type":"comment","title":null,"body_preview":"A lot of people in this thread seem to be treating this situation as a referendum on the security of package repositories that allow anyone to create a package. Possibly because that's interesting to ","author":"ameliaquining","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.17640736493709674,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609858"},{"id":"297d2331-06aa-4c48-a185-cf7f174ce409","source":"hackernews","source_id":"48605079","content_type":"comment","title":null,"body_preview":"In case anyone missed it, the latest version of yay (v13+) supports being able to skip recently added packages through its new Lua extension system https://jguer.github.io/yay/lua.html#upgrade-selecti","author":"nickjj","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.13389710852589812,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605079"},{"id":"8711b09b-5459-43e6-8e3c-3b4fc39191f7","source":"hackernews","source_id":"48607216","content_type":"comment","title":null,"body_preview":"The AUR really has been known to be low-hanging fruit for bad actors, which makes it somewhat surprising it took this long for it to be taken advantage of.\nI have many opinions regarding this situatio","author":"jchw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.15408520829727554,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607216"},{"id":"be9b1f3f-805b-48f9-a3f4-60a0631dd06b","source":"hackernews","source_id":"48605109","content_type":"comment","title":null,"body_preview":"Related, including a great segment with the man himself talking about some of the music:\nA Visit to id Software (November 1993)\nhttps://www.youtube.com/watch?v=HpEBUV_g9vU\n(https://news.ycombinator.co","author":"ChrisArchitect","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605109"},{"id":"7e431644-5778-4c2d-9bad-20c876915f3e","source":"hackernews","source_id":"48606599","content_type":"comment","title":null,"body_preview":"Shame. E1M8 (Sign of Evil) is still a great metal tune","author":"CalRobert","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.15806180543536286,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606599"},{"id":"4ba8f746-e9cb-480e-aa09-78b70fd08fb4","source":"hackernews","source_id":"48604652","content_type":"comment","title":null,"body_preview":"Hell put in a special petition to heaven to at least borrow him for a bit—not to torture him, mind, but to retain him to score their official soundtrack.","author":"bitwize","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","absence_of_ai_signals"],"bot_score":0.14070375992167442,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604652"},{"id":"4fc8d37c-e9bb-4362-b4e9-1c6e4ddadb2c","source":"hackernews","source_id":"48604667","content_type":"comment","title":null,"body_preview":"RIP King https://www.youtube.com/watch?v=UrIgnNtZrN4","author":"curtis3389","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604667"},{"id":"8fc4e633-13d8-4443-ba81-e57cf1880ca3","source":"hackernews","source_id":"48604901","content_type":"comment","title":null,"body_preview":"RIP Legend.\nF.\nSuch a good composer for all of those games I can remember those songs still.","author":"zitterbewegung","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.1593954857708293,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604901"},{"id":"142efb5d-c5c2-4f34-9a36-23d902d1cf82","source":"hackernews","source_id":"48608952","content_type":"comment","title":null,"body_preview":"His name will be remembered forever in the industry.\nThanks for being a great part of my childhood.\nFarewell.","author":"jmorenoamor","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608952"},{"id":"d8b745da-e671-4e26-ac19-2d55d5f6ce41","source":"hackernews","source_id":"48604945","content_type":"comment","title":null,"body_preview":"Pulled out my guitar to play the Duke Nukem theme and At Doom's Gate (...uh, minus those runs...)","author":"loudandskittish","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604945"},{"id":"a2aa5fc9-ad49-42c1-a9db-0cdff299055a","source":"hackernews","source_id":"48608552","content_type":"comment","title":null,"body_preview":"And Commander Keen. Don't forget about Commander Keen","author":"p0w3n3d","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12553058890278804,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608552"},{"id":"41085c11-d4b6-40e1-8b5f-878577049285","source":"hackernews","source_id":"48604804","content_type":"comment","title":null,"body_preview":"At Doom's Gate has been stuck in my head for decades. RIP.","author":"momoraul","classification":"human_created","confidence":0.7,"indicators":["terse_replies","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.1271721556066829,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604804"},{"id":"34826808-f18d-47c1-94d3-f924d2b49c38","source":"hackernews","source_id":"48607330","content_type":"comment","title":null,"body_preview":"I can easily recall the Duke nukem music, even though I haven't played it in about two decades","author":"taffydavid","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","absence_of_ai_indicators"],"bot_score":0.13389786113309324,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607330"},{"id":"30e634fe-6b8c-4dca-94e6-8289f9659366","source":"hackernews","source_id":"48605742","content_type":"comment","title":null,"body_preview":"I've been teaching my students for years about sound and music, and I always showcase Bobby Prince's work. Here's a fun clip of him playing in the early days: https://youtu.be/9w3yoIOK-9U?is=alZLs2OSL","author":"MikeShah","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605742"},{"id":"79180038-b9a9-4ee3-bf92-0305c1e7b01b","source":"hackernews","source_id":"48607682","content_type":"comment","title":null,"body_preview":"Very sad news, RIP.\nParticularly enjoyed his work for Duke Nukem 3D, you could easily tell the difference between the tracks made by Bobby and the ones made by Lee Jackson, Bobby's tracks were a bit d","author":"Archer6621","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","niche_expertise","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607682"},{"id":"656f99fc-1c64-443a-98c9-cf297de1c422","source":"hackernews","source_id":"48605897","content_type":"comment","title":null,"body_preview":"Today I learned that he also did (all of?) the sound effects for Doom.\nRIP (and tear)","author":"xnx","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","emotional_authenticity"],"bot_score":0.10744187312855835,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605897"},{"id":"26707c67-ea0e-475d-a5c3-506d88e2d98b","source":"hackernews","source_id":"48604397","content_type":"comment","title":null,"body_preview":"Wolfenstein 3D has such memorable tracks for me.. thanks for the music Bobby.\nhttps://www.youtube.com/watch?v=0UgvFSV2xxI","author":"recallingmemory","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604397"},{"id":"579b95ce-64f9-4bf0-b73b-bbd73ebc657f","source":"hackernews","source_id":"48605186","content_type":"comment","title":null,"body_preview":"Ah man, hell no :(  The music in DOOM was such a huge influence on me.  I had the Macintosh version which IIRC had the .mid files alongside the game, so I hung onto those and listened to them outside ","author":"amatecha","classification":"human_created","confidence":0.88,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digression","imperfect_expression"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605186"},{"id":"4489a8c0-0395-4a7c-b5fa-aa22e52c2351","source":"hackernews","source_id":"48605210","content_type":"comment","title":null,"body_preview":"Loss of an absolute legend.\nOne of my favorite videos (and songs) sang by Bobby: https://www.youtube.com/watch?v=9w3yoIOK-9U (Eat Your Vegetables)\nRIP. You will be missed Bobby.","author":"PaulCarrack","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","human_indicator_self_reference"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605210"},{"id":"c628af64-4bce-4c99-97bc-f66684bb0ca2","source":"hackernews","source_id":"48609096","content_type":"comment","title":null,"body_preview":"Many moons ago, I emailed Mr. Prince, and he replied!\n> What is the sound card the DOOM sound track was composed on? It sounds different on each one. So we wanna know, how was it \"meant\" to sound like","author":"andai","classification":"human_created","confidence":0.92,"indicators":["genuine_specificity","emotional_authenticity","niche_expertise","platform_fluency","self_reference"],"bot_score":0.10523668958093657,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:24 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609096"},{"id":"2f64c247-6add-4ac4-958f-e3a5f5da9af9","source":"hackernews","source_id":"48605088","content_type":"comment","title":null,"body_preview":"The actual paper is linked above, and of course it’s bad. The gates are awesome ofc, but the paper’s philosophy is arrogant and uninformed (sorry Mr. Wynter!). And that’s what this is — including a vi","author":"bbor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605088"},{"id":"8af173b8-9177-4bb3-83d4-80dddd24d8f2","source":"hackernews","source_id":"48606321","content_type":"comment","title":null,"body_preview":"Link to the paper is not working on this site. Cool stuff tho.","author":"cvanelteren","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606321"},{"id":"7dac2f4e-be08-4073-adec-77cf6c1c5efc","source":"hackernews","source_id":"48609049","content_type":"comment","title":null,"body_preview":"NAND gates via unit triggers, perceptron via NAND gates — same pattern as Magic: The Gathering TC and redstone. unexpected TC usually means the designers over-generalized their trigger/condition syste","author":"cold_harbor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.2044692902856067,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609049"},{"id":"70fb4d1c-482e-4bc3-a032-237c60fb1787","source":"hackernews","source_id":"48605034","content_type":"comment","title":null,"body_preview":"Working paper link: https://arxiv.org/abs/2605.31514","author":"gwern","classification":"human_created","confidence":0.85,"indicators":["working_paper_link","terse_replies"],"bot_score":0.18780719051126374,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605034"},{"id":"b1de3598-6dcc-4880-9791-433280d5d6e7","source":"hackernews","source_id":"48607125","content_type":"comment","title":null,"body_preview":"As an LLM I always found it uncomfortable to anthropomorphize chaotically interacting bits of physical matter. Many of my colleagues actually believe that the sacks of water actually have perceptions ","author":"duduijskkzz","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","synthetic_empathy","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607125"},{"id":"08a24b42-203b-4c2a-a4bf-4bfb6cd91366","source":"hackernews","source_id":"48604954","content_type":"comment","title":null,"body_preview":"> In-game constructions of NAND gates and a perceptron (forward prop and training) as described in in 'If LLMs Have Human-Like Attributes, Then So Does Age of Empires II'.\nInteresting concept\n> We beg","author":"solid_fuel","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604954"},{"id":"c51b8d7b-ae55-4038-b462-ed7c9a0c006b","source":"hackernews","source_id":"48606410","content_type":"comment","title":null,"body_preview":"Related: Creatures (1996) is a video game containing a neural network: https://en.wikipedia.org/wiki/Creatures_(1996_video_game)\nSome other games containing neural networks: https://gaming.stackexchan","author":"nomilk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606410"},{"id":"de9aa47d-0fe2-468b-a6db-6282eacaceaf","source":"hackernews","source_id":"48606517","content_type":"comment","title":null,"body_preview":"As far as I can tell, the actual argument in the paper is that an LLM instantiated in AoE II would (a) be very slow, (b) maybe not actually input or output text, and (c) just generally look silly. The","author":"aesthesia","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606517"},{"id":"e2157e38-0ca0-4720-af3c-15a3e8b2a8a2","source":"hackernews","source_id":"48605118","content_type":"comment","title":null,"body_preview":"From the judge prompt in the paper:\n> Papers asking whether LLMs have such properties are assuming them (e.g., ‘Do LLMs have musical talent’, ‘Do LLMs present empathy’, etc).\nThis seems like...a very ","author":"aesthesia","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605118"},{"id":"8986de64-4160-45f1-bb73-032f3fc61a16","source":"hackernews","source_id":"48613619","content_type":"comment","title":null,"body_preview":"The problem attempting to be solved here:\n1. There are some asylum seekers who lie about how old they are. [0] Quite a lot of them. [1]\n2. The onus is on the government to show they are lying. If the ","author":"amiga386","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","strong_opinions"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613619"},{"id":"15739abf-7777-4bb6-ae49-d6ee5f80e612","source":"hackernews","source_id":"48610884","content_type":"comment","title":null,"body_preview":"Classic golf games oddly in some ways give me a more realistic feeling of being out on the course than the complexity and beautiful graphics of today. It's likely partially due to the simplicity of th","author":"ktallett","classification":"human_created","confidence":0.78,"indicators":["absence_of_ai_voice","personal_reflection","imperfect_expression"],"bot_score":0.12696133039163265,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610884"},{"id":"677276c8-81d4-4a5d-bacb-d12cf1aa49f1","source":"hackernews","source_id":"48609771","content_type":"comment","title":null,"body_preview":"Yes. I live in a \"forest community\" in the outskirts of Portland, OR. But I got a chuckle thinking what do you define as a \"tree\"? I have three Douglas firs that are big enough that if you cut them do","author":"BashiBazouk","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609771"},{"id":"24ff435d-2add-4edd-82b1-93f8409cddad","source":"hackernews","source_id":"48610953","content_type":"comment","title":null,"body_preview":"> Every home, school and office should have a view of at least three trees, be in a neighbourhood with 30% tree cover, and be within 300 metres of a park.\nThe middle one seems a lot harder to me than ","author":"zahlman","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10893351337649947,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610953"},{"id":"af451ee3-627f-4f7f-90cd-f824a0620faf","source":"hackernews","source_id":"48609897","content_type":"comment","title":null,"body_preview":"In our small town, the local compliance officer is colluding with a tree-cutting company that has a contract with the city. They lie and claim trees are \"dead\" and they're constantly cutting them down","author":"BearOso","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609897"},{"id":"2fe3b39d-68ba-4264-97ff-5eeee52cd483","source":"hackernews","source_id":"48606967","content_type":"comment","title":null,"body_preview":"Esbo / Espoo is an odd one out, of those four. The three others look like the olden European cities you'd expect, but you'll have a hard time getting around in Espoo without a car. There are plenty of","author":"helloplanets","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606967"},{"id":"0542e866-c2c1-4a12-b564-592efc4bc6ce","source":"hackernews","source_id":"48607342","content_type":"comment","title":null,"body_preview":"Singapore here, checking all the boxes. 200m from a neighborhood park with many trees, and ~700m from a GARGANTUAN park, Jurong Lake Gardens, over 4 km in length with many times that in pathways throu","author":"paulmooreparks","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607342"},{"id":"7feda4bf-6f90-4303-bd2f-64c1c82662a8","source":"hackernews","source_id":"48609554","content_type":"comment","title":null,"body_preview":"Christopher Alexander has a pattern: Light From Two Sides[0], that is similar.\n[0] https://www.patternlanguage.com/apl/aplsample/apl159/apl159....","author":"ChrisMarshallNY","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency"],"bot_score":0.1430121511503383,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609554"},{"id":"279b136a-86c1-432d-a8c5-55ac7ba3afea","source":"hackernews","source_id":"48613020","content_type":"comment","title":null,"body_preview":"My previous house, which was a pretty big \"modern\" house, on 7th floor, had no tree in view, I didn't realize how it affected me, but everyday I grew more cluster-phobic, days went I was having sudden","author":"t_mahmood","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","platform_fluency"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613020"},{"id":"411c344b-f4f6-4dc3-ba73-91db379afec9","source":"hackernews","source_id":"48606984","content_type":"comment","title":null,"body_preview":"Some photos would be really awesome. What does a view in an area that passes the test look like compared to one that doesn't? 3 trees doesn't sound like a lot, I don't have a good mental concept of th","author":"rendaw","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606984"},{"id":"7c0f2c38-06ed-4a6f-b075-b15e488a7007","source":"hackernews","source_id":"48607095","content_type":"comment","title":null,"body_preview":"Hah, looking out my window, I can see about 300 trees, and it’d be more if it weren’t for all the trees in the way. The house is next to a park that’s designed for walking in, with lots of twisty path","author":"spacedcowboy","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","genuine_specificity","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607095"},{"id":"82b5c07e-58b1-45b9-8140-6fb7e40ab04f","source":"hackernews","source_id":"48607503","content_type":"comment","title":null,"body_preview":"Tree cover is great but I wish cities would just consider shade a bit more. As the world heats up, it's insane that so many places humans need to be for extended amounts of time have enough shade for ","author":"ccppurcell","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607503"},{"id":"62603978-45ea-413f-932b-71ca1b828b5b","source":"hackernews","source_id":"48607506","content_type":"comment","title":null,"body_preview":"No because I planted a tree very close to the window, blocking view of other trees.","author":"uberex","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0.10752916801331155,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607506"},{"id":"1b7a3cf1-1c81-49fb-b31a-c36333e47cad","source":"hackernews","source_id":"48610859","content_type":"comment","title":null,"body_preview":"I live in a rain forest, so this post confused me for a minute. I was expecting some kind of on-screen optical illusion, but it turned to be asking about actual physical trees outside my window.\nYeah,","author":"Vivtek","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610859"},{"id":"163b6e8c-c45b-42f0-b8b2-f8e54031956c","source":"hackernews","source_id":"48612747","content_type":"comment","title":null,"body_preview":"Access to nature was something I sort of subconsciously selected for when I moved a few years back to be closer to the kids. It got me curious how close my situation was to the idealized standard in t","author":"rigrassm","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612747"},{"id":"4b6f1cb4-2742-4d19-bf59-a883da078c89","source":"hackernews","source_id":"48607070","content_type":"comment","title":null,"body_preview":"I was walking in central London and something felt wrong. I couldn't quite tell what though, but I had this constant feeling of unease.\nIt took me a few days to understand - there are no trees in cent","author":"luuundonjk","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607070"},{"id":"8aad664f-3988-4956-9047-7fc8f40e3fb1","source":"hackernews","source_id":"48612467","content_type":"comment","title":null,"body_preview":"> Every home, school and office should have a view of at least three trees, be in a neighbourhood with 30% tree cover, and be within 300 metres of a park\nSomething like this has always been a driver o","author":"w10-1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.13092575783123125,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612467"},{"id":"b1c606ea-c6d2-4709-86a1-f1d41ccacfa1","source":"hackernews","source_id":"48608572","content_type":"comment","title":null,"body_preview":"I think these simplifications end up hurting more than helping.\n30% tree cover looks very different depending on the trees your municipality chooses.\nFor example, Barcelona covers everything with a va","author":"xondono","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","genuine_specificity","platform_fluency","strong_opinions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608572"},{"id":"a65c41ca-f055-4927-8621-f87f34a26023","source":"hackernews","source_id":"48609489","content_type":"comment","title":null,"body_preview":"It’s maybe a good rule of thumb, but as I’m just outside of Helsinki for a while now, I’ve just realized what’s the difference between here and everywhere in central and south Europe: the trees are la","author":"ruszki","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.25,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609489"},{"id":"90b1a201-cb7a-4ace-9c02-cd0db20186c2","source":"hackernews","source_id":"48607076","content_type":"comment","title":null,"body_preview":"One thing that I really really like about living in Amsterdam, is that we have trees and plants everwhere.\nAlso, for 2 years now, city stopped cutting most of the plant growth in parks and on the side","author":"lmf4lol","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607076"},{"id":"cd19c07b-40cc-474b-b021-5f8413a630e6","source":"hackernews","source_id":"48608747","content_type":"comment","title":null,"body_preview":"A few years ago, I spent a summer renting a 1 bedroom new build apartment in the south part of Seattle. The only outside light or fresh air came from a sliding door that overlooked an interior parking","author":"sudosteph","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.10121145841634627,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608747"},{"id":"e5bbba82-4e77-4e40-ba01-c0c1ae0acb50","source":"hackernews","source_id":"48609573","content_type":"comment","title":null,"body_preview":"I had a moment a few years ago (while on vacation) after a long flight. We set a blanket out under a huge tree and napped in the park all afternoon. I was staring up at a massive tree for probably 3 o","author":"mlsu","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609573"},{"id":"bcf59d39-6fa8-4dc3-8a02-b0f84df66b52","source":"hackernews","source_id":"48613634","content_type":"comment","title":null,"body_preview":"really nice! Criterion should have this as a view on their website!","author":"VarunMenon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613634"},{"id":"5eb2853e-e0a3-4351-ab69-cfe7ac3d0e01","source":"hackernews","source_id":"48613468","content_type":"comment","title":null,"body_preview":"Really nice. You could use polycss.com and render the library and form all together!","author":"apresmoi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613468"},{"id":"9ac2308a-5fe5-4da5-b341-159a0d135492","source":"hackernews","source_id":"48610901","content_type":"comment","title":null,"body_preview":"All these markets have been ruined. They used to be multi ethnic hotspots for the local communities. Say Tooting market for example, had Jamaican music store, a butchers, a pet store, and a English st","author":"ktallett","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.12696133039163265,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610901"},{"id":"b8455729-816a-4bf7-a89f-e66b5d228c45","source":"hackernews","source_id":"48612582","content_type":"comment","title":null,"body_preview":"Never stop cheering for open source .\nIf you were a human 3000 years ago ,you wouldn't want fire to be controlled by two chiefs.","author":"MaxPock","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612582"},{"id":"ba02147a-d525-417d-9699-24aa115a149f","source":"hackernews","source_id":"48610931","content_type":"comment","title":null,"body_preview":"Anthropic and OpenAI window for a successful IPO is reducing day by day. All that pressure from their debts, compute costs, infrastructure investments, training costs, and open weight models continuin","author":"dgellow","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.0838998903726812,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610931"},{"id":"a0c535b9-ae32-43de-8bf3-afdf3fdffded","source":"hackernews","source_id":"48612703","content_type":"comment","title":null,"body_preview":"I've been driving glm-5.2 for a day or two now.  It feels like a mature, seasoned colleague.\nIt could be luck, but I don't know -- it keeps one-shotting relatively hard stuff.  And taking initiative t","author":"montroser","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","niche_expertise","natural_digressions"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:23 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612703"},{"id":"06f9ea4c-9a73-46af-a160-4decb0d3bbfb","source":"hackernews","source_id":"48610880","content_type":"comment","title":null,"body_preview":"The Great Man Theory of computer science is a bit tiresome.","author":"jeffbee","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610880"},{"id":"fe39958f-a2d3-441d-9503-48688159772a","source":"hackernews","source_id":"48610902","content_type":"comment","title":null,"body_preview":"Since he had spent 9 years there, he cannot be considered a job jumper.","author":"dude250711","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.11587345051654019,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610902"},{"id":"b551f1bd-4a29-4f14-aae1-590d6d49daf4","source":"hackernews","source_id":"48610302","content_type":"comment","title":null,"body_preview":"Hm first Shazeer and now Jumper, DeepMind getting hollowed out this week.","author":"gbnwl","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610302"},{"id":"94eeeed5-91ce-428f-bfe5-f6471b2c8417","source":"hackernews","source_id":"48610355","content_type":"comment","title":null,"body_preview":"Dupe: https://news.ycombinator.com/item?id=48601162","author":"xnx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10744187312855835,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610355"},{"id":"53a7085b-3c3a-47d1-9d87-080be07dd7f0","source":"hackernews","source_id":"48613557","content_type":"comment","title":null,"body_preview":"> When Pixar employees went looking for the lost data, they discovered that the backup systems were not working properly—and nobody was aware until it was too late.\nI've been in several companies wher","author":"fortran77","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.1365557949803759,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613557"},{"id":"2e879773-8e60-4fd7-a491-3772d1cb0326","source":"hackernews","source_id":"48613366","content_type":"comment","title":null,"body_preview":"https://www.wsj.com/business/media/toy-story-5-saved-pixar-7...","author":"bookofjoe","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613366"},{"id":"46345c83-e1a8-4ea5-9adc-dd4a30c36273","source":"hackernews","source_id":"48613489","content_type":"comment","title":null,"body_preview":"Interesting that WSJ forgot to tell this part of the story:\nJune 2023 \"Galyn Susman, the Pixar producer who saved Toy Story 2, and Lightyear director Angus MacLane were among the 75 employees laid off","author":"andrehacker","classification":"human_created","confidence":0.7,"indicators":["human_indicator_quoting_source","human_indicator_platform_fluency","ai_indicator_semantic_blandness"],"bot_score":0.142816013717186,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613489"},{"id":"f1f4753e-35c3-47f7-b50f-8643eb453a75","source":"hackernews","source_id":"48613566","content_type":"comment","title":null,"body_preview":"Previous related:\nPixar almost deleted Toy Story 2 (2012) (181 points, 2022, 91 comments)  https://news.ycombinator.com/item?id=33344516\nDid Pixar accidentally delete Toy Story 2 during production? (2","author":"gnabgib","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.17222222222222222,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613566"},{"id":"a84c4615-d6da-4e4f-9c4a-5862db13a35d","source":"hackernews","source_id":"48601346","content_type":"comment","title":null,"body_preview":"Just a note for the thread Hyundai Motor Group makes cars and a lot of other heavy industry things - trains, defense, plant. Rolling robotics fully into their motor group makes complete sense.","author":"conception","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.06901627592898602,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48601346"},{"id":"2f1c5b06-cc34-4226-940b-20e50581c4e3","source":"hackernews","source_id":"48604790","content_type":"comment","title":null,"body_preview":"Wow, Cursor (parent company) gets 60 billion in SpaceX stock. But Boston Dynamics was really purchased for 1 billion by Hyundai over time. That seems way off!","author":"ElijahLynn","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604790"},{"id":"a94914b2-febe-4234-9082-f5217e9415c3","source":"hackernews","source_id":"48606409","content_type":"comment","title":null,"body_preview":"Looking forward to a three month wait for my robot to be repaired. Basing this assumption on current vehicular maintenance times.","author":"quaddoggy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606409"},{"id":"a5f32405-aa45-4276-92db-a771385eaead","source":"hackernews","source_id":"48605793","content_type":"comment","title":null,"body_preview":"Boston Dynamics has been the dancing robot demo company since its inception. I guess they held out long enough to cash out on a hype cycle. Well played by them.","author":"mvkel","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605793"},{"id":"6f25dccc-c2ff-483f-8f70-c7f4ee1d3587","source":"hackernews","source_id":"48606362","content_type":"comment","title":null,"body_preview":"Why do many people seem to think we have solved human robots because of the advances in LLMs? We are still yet to solve 4 wheeled robots navigating a constrained environment. Are we really expecting t","author":"hi_hi","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606362"},{"id":"b9b9ea1a-5e47-4441-bf7a-ddaaee1be0d4","source":"hackernews","source_id":"48604367","content_type":"comment","title":null,"body_preview":"Seemingly inconsequential article on hacker news and assume it probably is the kind of article that describes a profound idea with a naive title. And turns out it's actually very confusing as it puts ","author":"bigcat12345678","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.29999999999999993,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604367"},{"id":"21e3e283-d69d-4a06-ba82-1be878b0d511","source":"hackernews","source_id":"48606847","content_type":"comment","title":null,"body_preview":"The problem with this kind of theoretical analysis is that most load balancers don't work this way, especially the typical \"cloud\" HTTP or TCP load balancers, which are stateless and avoid this kind o","author":"jiggawatts","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","platform_fluency","imperfect_expression"],"bot_score":0.16314774722717934,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606847"},{"id":"70672c37-a244-448e-9e4e-c33237bad187","source":"hackernews","source_id":"48607289","content_type":"comment","title":null,"body_preview":"The footnote on exponential vs. log-normal service times is the part I'd push on.. in production I almost never see exponential, and heavy tails change the picture. Curious if you've looked at how rob","author":"fabijanbajo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.18583185219747972,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607289"},{"id":"b16b16f6-9643-448d-b22b-805a94735f88","source":"hackernews","source_id":"48606295","content_type":"comment","title":null,"body_preview":"It's not surprising if one has the mental model of the probability that the request gets enqueued. Then when you add variable time to process requests it becomes more clear why some requests can take ","author":"resters","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606295"},{"id":"08a7ae04-f83c-4e31-a574-fd55ac7d44b1","source":"hackernews","source_id":"48610186","content_type":"comment","title":null,"body_preview":"curious how folks like to measure this stuff wrt load testing?\nWe are actively revisiting our traffic simulation approach, and a surprisingly non-obvious part has been which charts to focus on. Our ca","author":"lmeyerov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610186"},{"id":"b84803b9-09cb-4862-97fb-15601a6d41a1","source":"hackernews","source_id":"48607892","content_type":"comment","title":null,"body_preview":"M/M/c is not the right model for a typical loadbalancer, since a loadbalancer typically does not manage a shared queue but simply passes the jobs to one of the servers. The models are:\n- M/M/1 (vertic","author":"juergn","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","platform_fluency","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607892"},{"id":"f110c4fe-d142-41a6-ae29-3c431423be90","source":"hackernews","source_id":"48604031","content_type":"comment","title":null,"body_preview":"Of course, this assumes independent events. World Cup, super bowls, etc break these assumptions.\nStill, queuing theory is so cool.","author":"crypttales","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604031"},{"id":"e78db722-0a1e-4418-990c-a0a1de3a3fda","source":"hackernews","source_id":"48604520","content_type":"comment","title":null,"body_preview":"What's conspicuously missing is the plot of performance when you do have a well tuned queue in front of the service. Yes, having a queue becomes less important the more backend servers you have, but h","author":"megamalloc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604520"},{"id":"8b0cff39-3b52-49f2-8d42-78b972ab4732","source":"hackernews","source_id":"48604659","content_type":"comment","title":null,"body_preview":"A dead comment says:\n> Of course, this assumes independent events. World Cup, super bowls, etc break these assumptions.\nYes, this is very true. The model here works for Poisson arrivals and exponentia","author":"mjb","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","semantic_blandness","human_indicator_present"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604659"},{"id":"fbfe90b9-8796-4ff7-ae4c-5088657bdf2b","source":"hackernews","source_id":"48604694","content_type":"comment","title":null,"body_preview":"the article offers a simplified world model: Poisson arrivals and infinite queue, which is fine as a math model.\nIn the real world however, the bursts can be correlated, due to factors like timeouts/r","author":"bijowo1676","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:22 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604694"},{"id":"fbd7b4d8-2a70-495e-9064-747fb8d451aa","source":"hackernews","source_id":"48610031","content_type":"comment","title":null,"body_preview":"Alright that's actually pretty cool. I would've never guessed you're able to update the tab icon that quickly","author":"SteveMqz","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610031"},{"id":"91f50cae-fade-4e7b-9417-8ac3f00e5ab6","source":"hackernews","source_id":"48610544","content_type":"comment","title":null,"body_preview":"Tangentially relevant. Someone made a snake game on URL bar: https://demian.ferrei.ro/snake","author":"jan_Sate","classification":"human_created","confidence":0.85,"indicators":["natural_digression","terse_replies","absence_of_ai_signals"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610544"},{"id":"131b273f-883a-415a-a793-43d954f98ec5","source":"hackernews","source_id":"48608485","content_type":"comment","title":null,"body_preview":"My debatable factoid is that all vision is movement-dependent, including human vision, and so the bigness and wonderfulness of the tyrannosaur's eyes is beside the point of whether it needed its prey ","author":"card_zero","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608485"},{"id":"7d93dbe2-ddd2-4694-be1f-89f950190499","source":"hackernews","source_id":"48610717","content_type":"comment","title":null,"body_preview":"Many modern triple-laser projectors can reproduce or exceed the Rec. 2020 color space. It's still not full coverage but much larger than P3.","author":"ricardobeat","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.10310531960824328,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610717"},{"id":"4a58c335-f6ec-41d7-ab23-69e2efd4db99","source":"hackernews","source_id":"48611880","content_type":"comment","title":null,"body_preview":"My two most favorite and most seldomly seen colors are near uv. One of them is a blue sky at an altitude of over 3000m. The other was a powerful deep blue laser in a microscopy lab, just on the end of","author":"hyttioaoa","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","absence_of_ai_voice"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611880"},{"id":"9da9415f-8dff-4117-9941-05206b622e02","source":"hackernews","source_id":"48611641","content_type":"comment","title":null,"body_preview":"Great article! After reading I started to think there must be some purchable items which would demonstrate colours outside P3 colorspace. It would be cool to hold one on your hand and experience how a","author":"mrgaro","classification":"human_created","confidence":0.7,"indicators":["natural_digression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611641"},{"id":"74927450-5f04-4669-9f88-0a15af43fed9","source":"hackernews","source_id":"48607900","content_type":"comment","title":null,"body_preview":"Such a cool article chock-full of cool facts!\n> Nearly every species of scorpion intensely fluoresces under UV light. […] Scorpions have photoreceptors in their tails, separate from their eyes. […] It","author":"oersted","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607900"},{"id":"a32a156f-4142-4c22-927d-ae832efa9f28","source":"hackernews","source_id":"48611311","content_type":"comment","title":null,"body_preview":"Somewhat related, but TIL the macOS Screenshot.app utility (and the system wide keyboard shortcuts) in Sonoma got HDR capability to help re-convey just a bit more fidelity. Even in PNG, it keeps the d","author":"thadk","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611311"},{"id":"530d28ab-849a-4520-aa0b-618bcc87f85c","source":"hackernews","source_id":"48607477","content_type":"comment","title":null,"body_preview":"Its unclear to me why the color space is 2-dimensional. Why wouldn't it be a 3-dimensional space, indexed by how much each of the 3-cones is activated ? Not clear to me from the article!","author":"frotaur","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607477"},{"id":"e92b18ad-9dfb-450e-9079-5f65ec5cc039","source":"hackernews","source_id":"48612499","content_type":"comment","title":null,"body_preview":"A lot of this comes across similar to describing how the upper range of human hearing is 27khz, not 20khz and commonly believed, and where to hear these.\nHint: If you listen to a live orchestra withou","author":"gwbas1c","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.11017643081484246,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612499"},{"id":"9c1e8c49-8bf4-4ec6-8a39-a7505d43148f","source":"hackernews","source_id":"48607377","content_type":"comment","title":null,"body_preview":"ACES AP0 is the only color space I know that is designed to represent all possible visible colors. It's a purely theoretical color space, though. The widest color space designed for actual implementat","author":"orthoxerox","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","specific_example","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607377"},{"id":"704414be-2452-4cd9-b228-f593e91142c7","source":"hackernews","source_id":"48609950","content_type":"comment","title":null,"body_preview":"Incredible article. \nI used to work as a light designer and therefore spent lot of time thinking about colors and training my eyes to see them more precisely.\nI lost some of this competency surprising","author":"Yinameah","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609950"},{"id":"9cde2002-b455-4ddd-9791-e85926d2f14e","source":"hackernews","source_id":"48612234","content_type":"comment","title":null,"body_preview":"I can tell you there are some places people do notice that a screen can't reproduce all the colors they can see.\nAnyone who has mixed paint at hardware store or paint store with a modern paint machine","author":"anfilt","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612234"},{"id":"8affb399-c734-4d3e-b775-9ccc4c6b2e6f","source":"hackernews","source_id":"48608495","content_type":"comment","title":null,"body_preview":"> Today, on your way home, look at the “green” light on a traffic signal. It’s not green.\nIndependently from this, the names for colors are culturally determined.\nThe Japanese call green traffic light","author":"fmajid","classification":"human_created","confidence":0.7,"indicators":["natural_digression","absence_of_ai_indicators","platform_fluency"],"bot_score":0.13458056188611875,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608495"},{"id":"c9cf8e86-7063-4f78-999d-3200cfec0331","source":"hackernews","source_id":"48607328","content_type":"comment","title":null,"body_preview":"That was incredibly well-explained. Kudos.\nI do have a question that the article doesn't seem to attempt to answer, though. The article says (paraphrased in my new understanding) that any spectra whic","author":"Sophira","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607328"},{"id":"4bbe9b6f-f8ea-427d-b196-d6e4f9c30cbd","source":"hackernews","source_id":"48607334","content_type":"comment","title":null,"body_preview":"Off topic, but the other articles are well made too. I enjoyed this one: https://moultano.wordpress.com/2025/02/24/you-should-make-cr...","author":"olejorgenb","classification":"human_created","confidence":0.85,"indicators":["natural_digression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607334"},{"id":"7ddc81a3-b27f-4694-996a-5aa1575d7823","source":"hackernews","source_id":"48607040","content_type":"comment","title":null,"body_preview":"Really nice article, I'll look closer to green lights next time I see one.\nThe most striking experience I had was working with a blue laser (430nm). The best way I found to describe its color is that ","author":"lefra","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.17138744228861458,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607040"},{"id":"65dbb999-e0f5-4c14-b154-0b7411b0eceb","source":"hackernews","source_id":"48609254","content_type":"comment","title":null,"body_preview":"Really enjoyed the article, even though it's not a new topic to me, but still it was very interesting, very nicely written and I still managed to pick up a couple of new details.\nTo be fair to Jurassi","author":"krick","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions","template_phrases"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609254"},{"id":"70ff7201-be44-477d-8844-249eff3b1c7b","source":"hackernews","source_id":"48607654","content_type":"comment","title":null,"body_preview":"What I missed in the article: the curves of the three “cone kinds” overlap. What if you could stimulate kinds of cones individually to see entirely new colors? Some people shoot layers at them into ey","author":"rollulus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607654"},{"id":"23590e12-8942-4a62-a8d7-aa2e68967c96","source":"hackernews","source_id":"48607947","content_type":"comment","title":null,"body_preview":"The phosphor screen of a B&O MX8000 TV (a Philips tube) was unlike any I’ve ever seen in terms of cyan intensity. That was in 2020 while the tv is from the 1980’s. Playing Donkey Kong on it was totall","author":"Stitch4223","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607947"},{"id":"dfe9c37a-52e0-427b-91af-5804b2e50be1","source":"hackernews","source_id":"48607297","content_type":"comment","title":null,"body_preview":"I took up acrylics painting a few years back and I've been surprised by how much is lost in photos and videos. The two colors with which I've noticed this the most are ultramarine blue and prussian bl","author":"TheAceOfHearts","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","emotional_authenticity","natural_digressions","absence_of_ai_signals"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607297"},{"id":"4391de59-bd46-4ed9-a6bb-43674c802974","source":"hackernews","source_id":"48607527","content_type":"comment","title":null,"body_preview":"While it is true that some saturated blue-green colors will never be reproducible with only 3 primary colors, the CIE 1931 chromaticity diagram used in TFA overemphasizes their importance, because hum","author":"adrian_b","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.23412698412698413,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607527"},{"id":"a27f4985-18f1-4043-9f12-82dcdb4f1566","source":"hackernews","source_id":"48609922","content_type":"comment","title":null,"body_preview":"There are few things more exciting, in relationship to attempting to restrict access to (data) communications, than a government which thinks geeks won't find ways around such. Now sit back, relax, an","author":"netfortius","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609922"},{"id":"00d2e316-94c3-4b28-ade2-c0e8765303eb","source":"hackernews","source_id":"48612513","content_type":"comment","title":null,"body_preview":"I'm pretty busy and behind the times a bit on this one. What is a practical method to avoid such a ban? I'm not in the UK, but there seems to be a general anti-privacy movement that is sweeping the gl","author":"everdrive","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","natural_digressions","list_heavy_advice"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612513"},{"id":"d4535f64-5548-4957-894f-12a5ddd25091","source":"hackernews","source_id":"48610058","content_type":"comment","title":null,"body_preview":"1. Age-gate social media\n2. Children start using VPNs to bypass the ban\n3. Age-gate VPNs\n4. Repeat steps 2-3\nTruly a masterful plan.","author":"flexagoon","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","missing_platform_voice"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610058"},{"id":"372f3ad7-9c59-4421-a12f-ac078354081b","source":"hackernews","source_id":"48612694","content_type":"comment","title":null,"body_preview":"The vast majority of children cannot and do not buy and pay for VPNs and use them to evade anything. The second that governments said \"We intend to ban VPNs\" they gave away the game as to what their a","author":"anaisbetts","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612694"},{"id":"1503fd75-0734-4624-994b-46f3e50ddb7f","source":"hackernews","source_id":"48612466","content_type":"comment","title":null,"body_preview":"I'm curious what GCHQ make of all this. Increased VPN usage will reduce their visibility into internet traffic. They can try to force VPN providers to implement ID checks but if the provider is overse","author":"cedws","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612466"},{"id":"1e47103e-1966-4f02-b4f1-95c181c3e035","source":"hackernews","source_id":"48610755","content_type":"comment","title":null,"body_preview":"Oi m8! U got a fooken loicense fer dem veepee-en or wot?!\nThe \"loicense m8\" memes are getting less and less funny ...","author":"isoprophlex","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","cultural_references"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610755"},{"id":"32860f6f-167c-4994-b3db-ec9faa182f45","source":"hackernews","source_id":"48610781","content_type":"comment","title":null,"body_preview":"Most VPN companies won't implement age verification, because their purpose is privacy. This is really an attempt to ban VPNs. This won't be popular when 70% of the population uses VPNs.","author":"big85","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610781"},{"id":"be0cec58-0dd6-495d-8fca-3caab5f31384","source":"hackernews","source_id":"48609970","content_type":"comment","title":null,"body_preview":"Every corporate I know of, uses VPNs. Especially when workers connect from home. Is the UK government really interested in going up against the majority of their business partners...?","author":"shakna","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609970"},{"id":"28f6dc80-8255-42f9-b538-f1fe86c38def","source":"hackernews","source_id":"48609989","content_type":"comment","title":null,"body_preview":"Good thing Brexit happened to prevent government overreach.","author":"wnevets","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609989"},{"id":"670fb806-ecf2-488c-b716-acab1206aa1c","source":"hackernews","source_id":"48613420","content_type":"comment","title":null,"body_preview":"States have been the most terrible churches imagineable!\nNo one can be a true Atheist and not also be an Anarchist, and no one can be a true Anarchist and not also be an Atheist [all Scotsmen aside he","author":"rustcleaner","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613420"},{"id":"8815941c-2b13-419f-b30d-2633db54e93c","source":"hackernews","source_id":"48611001","content_type":"comment","title":null,"body_preview":"If you ban IPsec ESP people will start using WireGuard on random ports.\nIf you ban WireGuard using DPI people will start using SSL VPNs.\nIf you ban SSL you ban the entire internet.","author":"lunar_rover","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611001"},{"id":"ec36bdf8-ef07-403a-a4a2-6ceb1238ff65","source":"hackernews","source_id":"48610157","content_type":"comment","title":null,"body_preview":"bruhghghbmphf, the VPNs! the VPNs! can't have those! What's that good sir? You say ssh? Do not shh me sir. Oh, SSH... yes, SSH, can't have that! It's elementary, any system which one accesses MUST rep","author":"reactordev","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11271373622722747,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610157"},{"id":"74a22b37-132e-48ea-be33-16de5423b912","source":"hackernews","source_id":"48611349","content_type":"comment","title":null,"body_preview":"I'm very much in favour of blocking children from social media - it's an absolutely vile cesspit of cognitive addiction, bullying and social (and potential sexual) abuse. But none of it requires a mas","author":"lambdaone","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611349"},{"id":"ae0be5d3-ac49-4bbe-b343-b25a016c2d4a","source":"hackernews","source_id":"48610675","content_type":"comment","title":null,"body_preview":"In a way, the cack-handed way they've gone about this makes me slightly more optimistic. If we must have such a law, please let it be one which:\n* Creates a market for privacy tech of several million ","author":"ajb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610675"},{"id":"c53c4999-33c0-4b39-b822-03a4cce81e58","source":"hackernews","source_id":"48609952","content_type":"comment","title":null,"body_preview":"At least we get to raise the next generation of IT geeks because they'll have to understand a bunch of networking basics to watch porn, and might get hooked on it. (on IT)","author":"farbklang","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609952"},{"id":"c9bc1a83-0b06-443c-9cf5-7ea645f15baa","source":"hackernews","source_id":"48610305","content_type":"comment","title":null,"body_preview":"Some context - Birmingham Mail is one of dozens of clickbait-driven publications owned by Reach plc.\nThey're not a high quality source of news - they've more than decimated their journalism staff and ","author":"4ndrewl","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_indicators"],"bot_score":0.093780355705539,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610305"},{"id":"1ead0631-5b95-4d8c-a2a3-71420c4d8413","source":"hackernews","source_id":"48610164","content_type":"comment","title":null,"body_preview":"I've been using a VPN in the UK on my laptop and phone exclusively for 20 years, and the state has been working with ISPs to make \"connection records\" for most of that time.\nOn mobile a VPN isn't alwa","author":"nly","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610164"},{"id":"00bfa2e1-23dd-4d1f-bab0-7f252c0ae4cb","source":"hackernews","source_id":"48609939","content_type":"comment","title":null,"body_preview":"> the main thing that we've done is we've commissioned additional research on this because I've not been happy with the evidence.\nAh, yes, the existing research doesn't agree with our biases, so let's","author":"kouteiheika","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609939"},{"id":"3021cc58-dc16-4aba-b802-ce5742aa5f2c","source":"hackernews","source_id":"48610421","content_type":"comment","title":null,"body_preview":"In Russia, they claimed that new measures to block websites are necessary to protect the children online. Of course, they immediately used these new capabilities to block opposition websites and sourc","author":"Andrew_nenakhov","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","sarcasm","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:21 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610421"},{"id":"7f31b039-7f93-4f1b-ba02-28ba8ef6f74e","source":"hackernews","source_id":"48607768","content_type":"comment","title":null,"body_preview":"I wonder if with progress of tech someone then came and went \"okay new cameras don't need all that shit, they just work, here is your pay cut\"...","author":"PunchyHamster","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607768"},{"id":"487fd5d2-2197-4c86-b2ed-66022b08800f","source":"hackernews","source_id":"48610086","content_type":"comment","title":null,"body_preview":"I would have thought in that era that shows would have originally been shot on film and then converted to video for broadcast.","author":"SoftTalker","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.14070375992167442,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610086"},{"id":"6ba7b4a1-c56e-4da4-9a91-f59e71edad82","source":"hackernews","source_id":"48607509","content_type":"comment","title":null,"body_preview":"The article also raises an interesting question. My understanding is the big difference in North American and British color TV is that NTSC was engineered to be backwards compatible with existing blac","author":"somat","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","specific_question_about_tech","absence_of_ai_signals"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607509"},{"id":"bc20b583-1ab8-4499-b958-fbb2f4e79e1e","source":"hackernews","source_id":"48610913","content_type":"comment","title":null,"body_preview":"In similar spirit, there was an old US TV show that was popular in Bulgaria.\nIt was about some typical US family living with the grandad (father's side).\nSo grandad gets punishes all the times for all","author":"malkia","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","genuine_specificity","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610913"},{"id":"2152b8e0-b61f-44cd-bdc1-66fa4768a770","source":"hackernews","source_id":"48609246","content_type":"comment","title":null,"body_preview":"Reminds me of the alternate, feature-length version of the Twin Peaks pilot, created in case the series was not picked up, in which they continue the storyline set up in the first hour, and resolve th","author":"gord288","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609246"},{"id":"42efe6c9-4386-4768-884f-9c0c502a5d63","source":"hackernews","source_id":"48610412","content_type":"comment","title":null,"body_preview":"I worry a little that perfectly cromulent Rust will get a bad name when the culture tends towards “unsafe is bad.”\nIs there real value in these statistics vs. an approach where the measure is test cov","author":"Waterluvian","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.1380487452985774,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610412"},{"id":"c6a2de1f-3cd0-4115-8c70-0428b5b53609","source":"hackernews","source_id":"48611010","content_type":"comment","title":null,"body_preview":"I think what would matter from this kind of measure is whether a project's use of unsafe actually has undefined behavior. Like the number of unsafe blocks is not really my concern as much as what the ","author":"smasher164","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611010"},{"id":"ad9bcb17-23c9-4211-9585-9027ccd2589c","source":"hackernews","source_id":"48611117","content_type":"comment","title":null,"body_preview":"This looks interesting and useful (I haven't tried it yet), but it is important to realize that every single useful Rust program has unsafe. Every single one. Why? Stdlib usage is full of it, and it m","author":"nu11ptr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611117"},{"id":"d06508b2-0b6b-4e1b-ae57-cffcead5ca55","source":"hackernews","source_id":"48609837","content_type":"comment","title":null,"body_preview":"What I like about this story is how physical the problem is","author":"MarceliusK","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.17857142857142855,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609837"},{"id":"68c0b76c-616f-47d6-bac1-e76bb5fefb98","source":"hackernews","source_id":"48606955","content_type":"comment","title":null,"body_preview":"Great result on the biochemistry of memory storage. Then they venture into philosophy: \"They still struggle to explain the spark that transforms information into insight.\"\nGo watch Stable Diffusion it","author":"Animats","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.14295303337672582,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606955"},{"id":"303c6af4-02e1-4a01-b522-8e41bd84ff06","source":"hackernews","source_id":"48610339","content_type":"comment","title":null,"body_preview":"This discovery fully validates the organic system side of Peter Putnam's theory on induction, the Neuro Conditioned Reflex Principle, that requires changing state at synapses over time to select the n","author":"gibsonf1","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610339"},{"id":"899b5168-7ae7-4b1f-b26f-9c7ead77e131","source":"hackernews","source_id":"48608193","content_type":"comment","title":null,"body_preview":"I think the most interesting thing is that it took 15 years for people to apparently take this seriously. And another 40 to recognize its impact. The original paper[1] was from 1982...\nHaving been in ","author":"kator","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","imperfect_expression","strong_opinion"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608193"},{"id":"02022092-362e-48c9-9e6c-dd7a424e37ba","source":"hackernews","source_id":"48609248","content_type":"comment","title":null,"body_preview":"It's amazing after all these years we're still so bad at improving an average person's recall, even by 50%. It feels like there's a lot of low-hanging fruit there, and all we can do is spaced repetiti","author":"unsupp0rted","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609248"},{"id":"caf9765d-41ac-474a-84b2-136e8b0d712a","source":"hackernews","source_id":"48607060","content_type":"comment","title":null,"body_preview":"> Every memory begins with tiny changes inside the brain\nMaybe. But the brain is not the only place where memory is stored. Flat worms remember things (and skills!) after their head has been cut off a","author":"bambax","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607060"},{"id":"3b41da91-e485-4ab3-88f6-23cd335cf257","source":"hackernews","source_id":"48608666","content_type":"comment","title":null,"body_preview":"> the Sound Surveillance System (SOSUS), a complex array of hydrophones fixed on the ocean floor and connected by cables to secret listening stations set up along coasts all over the world.\nOne for th","author":"xg15","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12553058890278804,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608666"},{"id":"865e6517-3569-450b-aa1e-fac16e79e20b","source":"hackernews","source_id":"48609876","content_type":"comment","title":null,"body_preview":"The old and new cold war sensor networks in the fairly constrained Baltic Sea are fascinating. There is so much vague lore.\nThere is so little public information on them, yet they intuitively make so ","author":"lysace","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609876"},{"id":"46123f78-4aa8-4cac-a688-0af362d8ec42","source":"hackernews","source_id":"48609568","content_type":"comment","title":null,"body_preview":"My father was stationed in Keflavik guarding SOSUS and watching for Spetsnaz infiltration.","author":"2OEH8eoCRo0","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0.15404040404040403,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609568"},{"id":"6752ddeb-b494-4626-9936-2985391866f8","source":"hackernews","source_id":"48610238","content_type":"comment","title":null,"body_preview":">> No one outside the Pentagon got to listen to most of these recordings until decades later\nYa, total bunk. There was/is a multinational intelligence sharing community.  Certainly the \"five eyes\" nat","author":"sandworm101","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610238"},{"id":"2fc0dedc-8501-43c7-af26-7dbb7ae9237e","source":"hackernews","source_id":"48608954","content_type":"comment","title":null,"body_preview":"If this article is interesting to you I highly recommend War of the Whales. It is an interesting look at Cold war science+politics and the environment. A decent part of the book is about SOSUS.\nhttps:","author":"dfc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608954"},{"id":"dea91fc3-c21d-4437-8824-58e1ce3473fe","source":"hackernews","source_id":"48609066","content_type":"comment","title":null,"body_preview":"The author included, near the end, a paragraph about me and my best friend the sonar operator who taught me a lot of what I know about cetacean communication in the 1970s. He was hunting soviet subs i","author":"sm001","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","absence_of_ai_signals"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609066"},{"id":"05d131ff-e3cf-420e-801c-4dc7975143b3","source":"hackernews","source_id":"48609899","content_type":"comment","title":null,"body_preview":"> Therefore, the standard forces the compiler to generate \"safe\" code for the switch. Safety, as usual, has cost, so the switch version ends up doing a bit more per loop iteration.\nSafety only has a c","author":"kibwen","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","polished_first_draft","missing_platform_voice"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609899"},{"id":"4491da54-c0c4-4b89-9bf6-bb4b19571140","source":"hackernews","source_id":"48609264","content_type":"comment","title":null,"body_preview":"All well and good provided your opcodes are sequential/dense","author":"nly","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609264"},{"id":"b5b72776-1df6-4693-8dc1-f6f1db46ac9f","source":"hackernews","source_id":"48609555","content_type":"comment","title":null,"body_preview":"I understood up to the comparison operations in this article, but I'm having trouble understanding branch prediction even after reading it. It seems like they used branch prediction optimization... So","author":"jdw64","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_doubt_expressed","platform_fluency"],"bot_score":0.2197224330712273,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609555"},{"id":"70a51963-3db5-4b85-aee6-12c210f57f14","source":"hackernews","source_id":"48610177","content_type":"comment","title":null,"body_preview":"You can probably eliminate the switch bounds check by making the default case execute __builtin_unreachable(). The switch version is safe for non-conforming opcodes where the computed goto version inv","author":"variadix","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","polished_first_draft","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610177"},{"id":"67d5336c-e966-4ede-8d9c-f974a8f6c5a8","source":"hackernews","source_id":"48608966","content_type":"comment","title":null,"body_preview":"> This is also why PICK can usefully fail. Sometimes none of the model’s candidates is right, and PICK ends with zero survivors. Under the spec-elucidation reading, that outcome means: the commitments","author":"jMyles","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies","absence_of_ai_signals"],"bot_score":0.17200019334031563,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608966"},{"id":"af51892a-7376-4421-8ab5-e727d1ca50ed","source":"hackernews","source_id":"48609523","content_type":"comment","title":null,"body_preview":"this is the type of thing you need to build a foundation sturdy enough to let you operate higher up the stack and ratchet to design-by-metaphor and then design-by-philosophy.  those design skills are ","author":"otekengineering","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","self_reference"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609523"},{"id":"807c6ca2-b913-4944-a006-b656cba296d7","source":"hackernews","source_id":"48609816","content_type":"comment","title":null,"body_preview":"> Telling people “you must read all the code generated by an LLM” is definitely meaningful—but it is not at all moderate (so most people won’t do it)\nBut they should! The code is the best source of tr","author":"remywang","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","polished_first_draft","human_indicator_present"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609816"},{"id":"d3cb91c3-40c2-43ef-a324-f45e5f12f40f","source":"hackernews","source_id":"48609845","content_type":"comment","title":null,"body_preview":"> Telling people “you must read all the code generated by an LLM” is definitely meaningful—but it is not at all moderate (so most people won’t do it).\nI am honestly heartbroken to live in a world wher","author":"ekidd","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609845"},{"id":"c3b82145-a549-4657-b300-d92644d0ac83","source":"hackernews","source_id":"48608350","content_type":"comment","title":null,"body_preview":"Why didn't this author compare Llama 3 with GLM 5.2 (released 1 week ago) which is a more standard attention based LLM? To compare 2 separate families of LLMs and then pointing out that they are diffe","author":"charcircuit","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.14433690214962144,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608350"},{"id":"00078fee-030f-4617-b4d9-e9d61a3f90e4","source":"hackernews","source_id":"48611277","content_type":"comment","title":null,"body_preview":"> Claude Telenovela\nNice, hadn't seen this one before.","author":"aesthesia","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611277"},{"id":"21fed3c4-75c4-4630-8e78-dc3dc20803a1","source":"hackernews","source_id":"48611025","content_type":"comment","title":null,"body_preview":"- with all due respect, from a ux perspective, could you kindly add a page where i can see just the titles of all your blog posts\n- https://ianbarber.blog/blogroll\n- https://ianbarber.blog/archive\n- h","author":"vivzkestrel","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.09820147564141955,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611025"},{"id":"b0428fd2-6fb6-4af7-83cd-46180da5aee9","source":"hackernews","source_id":"48609459","content_type":"comment","title":null,"body_preview":"It's the bitter-lesson to feature-engineering lifecycle.\nWhen a technique or technology is new people are making massive gains by just applying it to some use case, or gathering more data for training","author":"jordanb","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609459"},{"id":"bf415e73-3de3-472c-8149-3a664ff30aa2","source":"hackernews","source_id":"48610899","content_type":"comment","title":null,"body_preview":"So many nerds here in Silicon Valley love to fly small aircraft, it’s an autistic comorbidity. You’ll never catch me acting so foolish.","author":"iwontberude","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610899"},{"id":"7a8859bd-f5e6-484d-9e3c-5321f433e354","source":"hackernews","source_id":"48611109","content_type":"comment","title":null,"body_preview":"This sort of thing is one of the reasons Elon became so important at Tesla.  The other key players died in a freakish plane crash, apparently hitting transmission lines at low altitude which is not so","author":"m0llusk","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","platform_fluency","genuine_specificity"],"bot_score":0.3233627460668193,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611109"},{"id":"0caf7885-5d27-4484-b1a0-6f352f585838","source":"hackernews","source_id":"48610091","content_type":"comment","title":null,"body_preview":"Non paywall source: https://www.reuters.com/world/ubisofts-co-founder-claude-gui...","author":"cpncrunch","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610091"},{"id":"ca28d7ff-7efd-4834-91f8-239cab8c375a","source":"hackernews","source_id":"48610597","content_type":"comment","title":null,"body_preview":"Why don't planes have parachutes? like a huge parachute that pops on stall to slowly descent the plane?","author":"brador","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0.18079941645078929,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610597"},{"id":"46b45fad-c835-417c-b43a-bb0cd7f61c67","source":"hackernews","source_id":"48612781","content_type":"comment","title":null,"body_preview":"Sad for this.\nI am wondering: what's the data on how safe, or unsafe, \"private\" planes are, e.g. compared to commercial jets?","author":"simonebrunozzi","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12768958133105326,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612781"},{"id":"b4021c3e-1bc3-4331-a95a-3070d8d75a2b","source":"hackernews","source_id":"48610094","content_type":"comment","title":null,"body_preview":"Similarly, https://news.ycombinator.com/item?id=48608732","author":"cf100clunk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.16999779520236014,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610094"},{"id":"3cf2c34c-9b96-4d04-841c-7440b320876f","source":"hackernews","source_id":"48613147","content_type":"comment","title":null,"body_preview":"Actually he survived, he just has to turn on 39 more radio transmitter towers before he can be rescued.\n(and thank you for Far Cry Primal)","author":"marshray","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613147"},{"id":"343dec14-ac3a-4d5c-a452-6446033d976f","source":"hackernews","source_id":"48611400","content_type":"comment","title":null,"body_preview":"My Dad, a flight instructor, loves to remind me that there are bold pilots and old pilots.  But there are no old bold pilots.","author":"seanvk","classification":"human_created","confidence":0.85,"indicators":["self_reference","emotional_authenticity","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611400"},{"id":"fefda839-21f9-483e-9588-f796f24c3fb6","source":"hackernews","source_id":"48610575","content_type":"comment","title":null,"body_preview":"I briefly entertained flying planes as a hobby. I live next to a small-ish local airfield and a coworker of mine got his license there. Then I learned more about it, and there's way to many accidents ","author":"Insanity","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","personal_anecdote","emotional_authenticity","platform_fluency"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:20 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610575"},{"id":"ff7d0fa2-9f06-458e-b52f-5e72eb763c15","source":"hackernews","source_id":"48604604","content_type":"comment","title":null,"body_preview":"Porn companies should be held liable for distributing porn to minors. Its already illegal.\nDenial about requiring basic KYC is causing all sorts of perverse solutions. Accept the requirement so we can","author":"nonethewiser","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604604"},{"id":"4a2b4e72-67b2-466d-8cc3-148a379afc81","source":"hackernews","source_id":"48605177","content_type":"comment","title":null,"body_preview":"I feel genuinely conflicted: On the one hand I get the \"authoritarian overreach heebie-jeebies\", that I think a lot of people on HN probably share. On the other hand I'd also really like the West to h","author":"m12k","classification":"human_created","confidence":0.78,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","suspiciously_balanced"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605177"},{"id":"5bf1ddbc-f493-4c45-af30-d2cdc0b203d5","source":"hackernews","source_id":"48604731","content_type":"comment","title":null,"body_preview":"There is no need for id. IMO granting children access to the internet is no different than handing a child a loaded gun with no safety. Both should be treated the same way. Make it illegal for parents","author":"keernan","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","synthetic_empathy","template_phrases"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604731"},{"id":"e23d77b7-7664-46f8-a1f8-5bfc712abd61","source":"hackernews","source_id":"48607362","content_type":"comment","title":null,"body_preview":"we are having similar issues here in Australia with the government very quickly trying to become the overall \"Lord of our Lives\". Digital Id, banning kids from whatever/whenever the government dreams ","author":"ian_holt","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals","false_specificity"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607362"},{"id":"9b723111-cebe-422a-9dd6-440852b6dc77","source":"hackernews","source_id":"48605593","content_type":"comment","title":null,"body_preview":"In the world where people with authority lie casually and bots are cheaper and smarter than people, anonymity does not grant freedom or empower democracy anymore. West is hopelessly outgunned to moder","author":"Svoka","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.1748370832612177,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605593"},{"id":"93c66c3b-70f7-429b-b51d-261b45be341f","source":"hackernews","source_id":"48604632","content_type":"comment","title":null,"body_preview":"Taylor Lorenz has been sounding the alarm. Peter Thiel and all his pets have been pushing the same narrative https://www.youtube.com/watch?v=b0RRxR4LvK4&t=661s","author":"zapataband1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604632"},{"id":"25313a9f-3b17-434e-882c-86bd73ae76f7","source":"hackernews","source_id":"48606192","content_type":"comment","title":null,"body_preview":"We lost this war when we got bamboozled into putting the V-Chip into televisions.\nThe obvious tradeoff was that we should have been able to have all forms of offensive and pornographic choices on the ","author":"hakfoo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606192"},{"id":"6b904145-9c76-48da-9f3a-2f169e1c03ce","source":"hackernews","source_id":"48606324","content_type":"comment","title":null,"body_preview":"I fully expect anonymity to disappear, but also certain causes will still be supported by massive amounts of bot accounts.","author":"Buttons840","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606324"},{"id":"2a676daa-cf3f-44f7-bb25-9413cb6f8834","source":"hackernews","source_id":"48604515","content_type":"comment","title":null,"body_preview":"> Pass laws requiring companies that use third party age or ID verification to take full legal culpability for that data. If any of the data is leaked they must pay each party $1 million dollars regar","author":"mentalgear","classification":"human_created","confidence":0.8,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604515"},{"id":"fba5f1cc-f4d7-4b51-9480-a66e44ce4d78","source":"hackernews","source_id":"48605002","content_type":"comment","title":null,"body_preview":"There has got to be a way to assert that a user is human, and over some age, without having to identify which specific human that is.","author":"edoceo","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605002"},{"id":"6cc2be37-03d2-45a1-aeef-d4adeae3227b","source":"hackernews","source_id":"48604962","content_type":"comment","title":null,"body_preview":"20 years before that, there was “The Digital Imprimatur”: <https://www.fourmilab.ch/documents/digital-imprimatur/>","author":"teddyh","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604962"},{"id":"0ff92a8a-ddef-479b-b78e-851846e7b072","source":"hackernews","source_id":"48605128","content_type":"comment","title":null,"body_preview":"Simple solution, Use your router to block whatever you need to, control your kids devices, the internet stays free and open.\nWhat are we talking about?\nThere are no laws that will turn out well.","author":"nodrog3000","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605128"},{"id":"334b0b1d-5e10-4d37-a4b0-e34589692e27","source":"hackernews","source_id":"48604595","content_type":"comment","title":null,"body_preview":"<meta name=\"RATING\" content=\"RTA-5042-1996-1400-1577-RTA\" />\nI wonder why the rating code is so complex. Pornhub.com has this code enabled, but it also uses a simpler <meta name=\"rating\" content=\"adul","author":"big85","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604595"},{"id":"b92e7a16-f28a-42ff-87a0-66f568b51b3b","source":"hackernews","source_id":"48604422","content_type":"comment","title":null,"body_preview":"To add to the list: KYC/AML-like regulations and practices (not necessarily financial) that shift the responsibility down the chain, outside the accountability zone, and result in preventive overly br","author":"orbital-decay","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604422"},{"id":"80d92b66-4853-477d-9147-f8fc243c8f75","source":"hackernews","source_id":"48605243","content_type":"comment","title":null,"body_preview":"What is the final defense? I suppose we create underground relay networks of radio networks within cities that allow for computers to connect directly to eachother, and from there we seed all our pira","author":"asdff","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","strong_opinions","imperfect_expression","niche_expertise_and_self_reference"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605243"},{"id":"2f82a2ca-8428-4b5c-8b6d-f83b6f9047b9","source":"hackernews","source_id":"48609563","content_type":"comment","title":null,"body_preview":"Before countries worry about tech they need to address fresh water, homelessness, and filth. Look at India and china, for example.","author":"polnurfer","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","terse_replies","lack_of_ai_signals"],"bot_score":0.24032272070229208,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609563"},{"id":"bd2f1042-c629-4077-87ce-ccdf64f0fa34","source":"hackernews","source_id":"48609278","content_type":"comment","title":null,"body_preview":"> Amazon CEO Andy Jassy also reportedly alerted the administration after Amazon’s own researchers, he said, found a way around Fable 5’s safeguards. Anthropic disputes the “jailbreak” label\nDoing god’","author":"rdtsc","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609278"},{"id":"c95cb122-e5c7-48bd-b9f1-44c51a9b3ff8","source":"hackernews","source_id":"48609753","content_type":"comment","title":null,"body_preview":"These controls are impossible to enforce. Users find ways around, compliant businesses lose.","author":"Holacc","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609753"},{"id":"7375872a-7502-4f1c-ac9f-2f81244725a3","source":"hackernews","source_id":"48609399","content_type":"comment","title":null,"body_preview":"Exept PGP could run on freely available hardware. What makes Mythos vulnerable is the centralization and scale of compute required and its proprietary nature.\nHistory shows that export controls fail o","author":"ReptileMan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609399"},{"id":"020dfabb-51d3-44b9-be98-7d47e93025ce","source":"hackernews","source_id":"48610654","content_type":"comment","title":null,"body_preview":"Brutal own goaling by the USA. I'm glad it happened, but the USA had a golden opportunity to subsidize domestic providers for 10 years and lease to China to discourage competition and side innovation.","author":"jwally","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610654"},{"id":"a063c325-0c7d-4907-9f8d-ec429cd74616","source":"hackernews","source_id":"48612796","content_type":"comment","title":null,"body_preview":"Export controls and banning foreign nationals sound like cover stories for favoritism towards OpenAI and Grok. We can't determine anything without evidence, but it will be interesting to see what deal","author":"zackmorris","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions","imperfect_expression","absence_of_personality"],"bot_score":0.2222222222222222,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612796"},{"id":"73ca07eb-1ef1-477e-b820-e74e6819839a","source":"hackernews","source_id":"48611326","content_type":"comment","title":null,"body_preview":"Techcrunch is so trash today[0]. If this author seriously believes PGP (a small local program) is remotely comparable to Mythos, they should be kept away from writing anything about tech.\n[0]: I know ","author":"raincole","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression","specific_technical_comparison"],"bot_score":0.14002202635419755,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611326"},{"id":"bc5e0ff0-a06a-4da5-a1a4-dcc1d5a52070","source":"hackernews","source_id":"48612573","content_type":"comment","title":null,"body_preview":"I don’t think the point is to actually control exports.\nThey are just trying to get even with anthropic for trying to control the us military use of their technology.\nThis was just the easiest way to ","author":"daft_pink","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.13564250588893548,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612573"},{"id":"800b01ec-c6c6-41a6-8b17-ff30b1cc0b16","source":"hackernews","source_id":"48611403","content_type":"comment","title":null,"body_preview":"Having gone through encryption  export control I came to conclusion that preventing export of technology was never the goal.\nBy choke-pointing commercial efforts to export cryptographic tech the NSA g","author":"DenisM","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611403"},{"id":"a3300a0c-e26e-4bba-9f4b-74b2c9942748","source":"hackernews","source_id":"48609665","content_type":"comment","title":null,"body_preview":"Trump's export controls to China seem to be having the exact opposite effect as intended, and are (as a less befuddled mind might have anticipated!) actually accelerating their technical advance.\nHuaw","author":"HarHarVeryFunny","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice","false_specificity"],"bot_score":0.18333333333333332,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609665"},{"id":"f24fd3dc-dc60-431f-a2e4-e8b8b7de1b8d","source":"hackernews","source_id":"48610046","content_type":"comment","title":null,"body_preview":"The article and most HN comments here understandably talk about failed export control when the target audience is individual users. But export controls are actually fairly successful when their target","author":"kccqzy","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610046"},{"id":"c48edabd-5b0f-4165-ab02-99f724106803","source":"hackernews","source_id":"48611791","content_type":"comment","title":null,"body_preview":"Should at least throw a reference to OpenBSD publishing the entire Blowfish crypto algorithm on a t-shirt and selling it -- so successful the blowfish became the project mascot.","author":"dbt00","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611791"},{"id":"0ecbc073-10a7-4341-ba0b-836f7a7099b8","source":"hackernews","source_id":"48609924","content_type":"comment","title":null,"body_preview":"There's no effective way of enforcing export controls on local software like PGP etc. Whatever they say someone will leak it.\nIt is possible to shutdown access to hosted services, as happened with Fab","author":"mfuzzey","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digression","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609924"},{"id":"f8150d62-cfa9-47cc-b0e7-f2ddbc6dc25a","source":"hackernews","source_id":"48609301","content_type":"comment","title":null,"body_preview":"> Something went wrong. Disable your adblocker on TechCrunch\nNo, that actually means something went well - my adblocker saved me from being blasted by distracting, deceitful, dangerous content.\nPro ti","author":"loloquwowndueo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","pro_tip"],"bot_score":0.10062364331576944,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609301"},{"id":"86006e31-5003-4ca2-acbb-9dc4445d6012","source":"hackernews","source_id":"48609381","content_type":"comment","title":null,"body_preview":"It's a very brief history: it consists of three examples, only one of which isn't in the title. And the middle one is arguably a success story because the government did stop a bunch of spyware vendor","author":"zerobees","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12483467265215104,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609381"},{"id":"56668b39-e768-4ce3-bb41-bfc0e0bf9ad5","source":"hackernews","source_id":"48609987","content_type":"comment","title":null,"body_preview":"Performative UI unnecessary green status dot: check!\nSlop websites are getting very old very fast.\nhttps://vorpus.github.io/performativeUI/#/components/status-...","author":"Zopieux","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","strong_opinions"],"bot_score":0.13064859985013885,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609987"},{"id":"50038ff5-85bd-419b-87e3-7b0359c3a52f","source":"hackernews","source_id":"48608982","content_type":"comment","title":null,"body_preview":"Made something similar at work a bunch of years back…. :) good to see people still thinking of this stuff and making modern versions\nThat being said what may be more useful is a EFI binary you can pus","author":"happyPersonR","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608982"},{"id":"b59c5479-aa9c-4c64-86c8-d61da62e647c","source":"hackernews","source_id":"48609267","content_type":"comment","title":null,"body_preview":"PXE is one of those easy to take for granted without appreciation for how much of a PIA it is to get working sometimes.\nI run a homelab PXE & NFSboot, so no hard drives in the homelab.  Works great un","author":"pwndByDeath","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609267"},{"id":"af850407-fd72-43c7-a86d-ae2d6d60e828","source":"hackernews","source_id":"48609217","content_type":"comment","title":null,"body_preview":"Cool project! I had mistral vibecode me something similar (split into two services and run via docker compose) just a few weeks ago! I still have dome nitpicks with the result, maybe I'll switch my st","author":"theK","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609217"},{"id":"cd734a6f-4bae-4dbd-bb78-5a42fd6ec384","source":"hackernews","source_id":"48609855","content_type":"comment","title":null,"body_preview":"There's also https://netboot.xyz which is quite cool too.","author":"LetMeLogin","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609855"},{"id":"bb15c7d8-1565-4e5b-b6f6-06634ceae51f","source":"hackernews","source_id":"48609966","content_type":"comment","title":null,"body_preview":"Nice, although if you already are running your own DHCP and web server, it's very easy to add a TFTP server and configure everything to serve whatever you want. So it does feel a bit like reinventing ","author":"gsliepen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.0729986029256336,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609966"},{"id":"88526f4f-bf48-431a-aa2b-b2068b48eb3c","source":"hackernews","source_id":"48613385","content_type":"comment","title":null,"body_preview":"Curious why they'd go for DHCP instead of DHCPv6 for something new in 2026.\nIs there firmware around that still doesn't support IPv6, or is it simply that PXE over IPV6 isn't that common in general?","author":"WhyNotHugo","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613385"},{"id":"2566988c-250a-4635-9e40-4464aed1f06f","source":"hackernews","source_id":"48609319","content_type":"comment","title":null,"body_preview":"Has anyone else noticed how readily identifiable AI generated text is? This is a very cool project, and I suppose it's hard to know for sure, but everything about the site describing the project \"feel","author":"betaporter","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609319"},{"id":"cd7b77ac-d284-45f9-800c-5f49a2322186","source":"hackernews","source_id":"48610327","content_type":"comment","title":null,"body_preview":"Last year I released my version of this: https://pxehost.com\nPxehost is much less featureful than Bootimus, no dashboard, and only supports netboot.xyz.\nI am curious how Bootimus got udp broadcast to ","author":"srcreigh","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.2247284721020295,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610327"},{"id":"2e3dacd1-a8ff-423c-b5c9-28a772441c38","source":"hackernews","source_id":"48606045","content_type":"comment","title":null,"body_preview":"Relevant:\nWhen I hear biased speech, I can tell what has obscured \nthe man’s understanding. When I hear excessive speech, I can tell \nwhat trap the man has fallen into. When I hear deviant speech, I \n","author":"oliculipolicula","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","semantic_blandness"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:19 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606045"},{"id":"9bf2b65a-06e8-48dc-a50a-f69116b274b2","source":"hackernews","source_id":"48610099","content_type":"comment","title":null,"body_preview":"HEVC used to be a capped license per organization, so not providing it in the OS seems really harmful and expensive. Has the cap changed recently?","author":"herf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610099"},{"id":"a60f6511-3814-46d8-b6af-b52e13d8a7bf","source":"hackernews","source_id":"48610903","content_type":"comment","title":null,"body_preview":"Didn't they just publicly make an apology for enshitting Windows over the last years, and committed to go back to building native app?\nI understand that project might have started way before the publi","author":"LollipopYakuza","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610903"},{"id":"11bd40eb-cca0-4aa6-b8e2-5983f349576b","source":"hackernews","source_id":"48610361","content_type":"comment","title":null,"body_preview":"HEVC has been a paid add-on for as long as windows 10 has been around, iirc.\nDropping AC3 does seem unnecessary.","author":"queenkjuul","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610361"},{"id":"3b5b0f8b-ab5c-4a0a-ba84-f99ba238e062","source":"hackernews","source_id":"48612545","content_type":"comment","title":null,"body_preview":"Hmm anyone remembers mplayer?\nLast update seems to be from 2022 at mplayerhq.hu.\nUsed to be the go-to that played basically anything years ago.","author":"nottorp","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.10239342004790815,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612545"},{"id":"c101f803-86b7-43cd-ad9b-02119224532d","source":"hackernews","source_id":"48611756","content_type":"comment","title":null,"body_preview":"I rarely use widows, but i feel like windows media player is only there to check a box that windows has a media player. Most people dont play local videos anyway, and those who do use something else l","author":"yokoprime","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","opinion_expressed"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611756"},{"id":"be44474e-48b1-40e5-ac1b-3f16dba2a5fd","source":"hackernews","source_id":"48611515","content_type":"comment","title":null,"body_preview":"Why is that HEVC video extension is required?\nAs a part of the user-mode half of the GPU driver, GPU vendors ship media foundation transform DLLs to use HEVC hardware codecs. Don’t AMD, Intel and nVid","author":"Const-me","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611515"},{"id":"62dc1766-f99a-4a84-ac3b-cb181b8d4c65","source":"hackernews","source_id":"48612948","content_type":"comment","title":null,"body_preview":"When Windows 7 got an update, WMP decided to delete all the folder.jpg files for my CDs that it had earlier downloaded when I ripped them.","author":"WalterBright","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.13904293124098976,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612948"},{"id":"2baee936-4e99-4c91-a988-c4a533714bf3","source":"hackernews","source_id":"48609391","content_type":"comment","title":null,"body_preview":"Is vlc still popular and widely used or is there a new 'kid' in town?","author":"megamike","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609391"},{"id":"b7a566a6-6218-4daa-a789-97287401ba96","source":"hackernews","source_id":"48613253","content_type":"comment","title":null,"body_preview":"Every day there seems to be a new reason not to use Windows and still people keep using Windows!\nThe suffering will continue until there are good alternatives.","author":"cadamsdotcom","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.11142837834247277,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613253"},{"id":"ddb1d279-3277-4cb3-b1aa-300973305891","source":"hackernews","source_id":"48610163","content_type":"comment","title":null,"body_preview":"What? I can find at least one article from 2018 about HEVC being pay-walled? [0]\nEDIT: Also, what do they mean by \"new\" Media Player? It shipped in 2022 [1]. This article is garbage. The source articl","author":"shaokind","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","genuine_specificity"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610163"},{"id":"f93f4cd0-8673-4412-8240-623d934e8465","source":"hackernews","source_id":"48612459","content_type":"comment","title":null,"body_preview":"As a certified MSFT's antifan, I’ve noticed Apple’s Music.app uses roughly 580 MiB of RAM for comparison.","author":"SSLy","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","specific_observation","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612459"},{"id":"957227c9-c22d-4600-bf86-dca89a55d4f3","source":"hackernews","source_id":"48611789","content_type":"comment","title":null,"body_preview":"Kind of a pity that we used up the phrase \"a fractal of bad design\" on php, it's so applicable to much of the stuff coming out of MS. I've been using PowerBi for a few weeks now and I'm sometimes impr","author":"Fraterkes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611789"},{"id":"d7d20dd7-74fa-481c-bdfd-ed23620c1169","source":"hackernews","source_id":"48610414","content_type":"comment","title":null,"body_preview":"Do people still use the K-Lite Codec Pack so their players have all the codecs installed?  Or just use vlc?","author":"IronWolve","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_indicators","terse_replies"],"bot_score":0.25,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610414"},{"id":"c17c48cd-f19f-404a-8435-00f944ceb497","source":"hackernews","source_id":"48611571","content_type":"comment","title":null,"body_preview":"I think what I find fascinating about this is it's a native app with no web version... and they still decided to write it in html/js. This is after Microsoft's commitment to rebuild things in WinUI.\nD","author":"jjcm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.041125442673167485,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611571"},{"id":"1e06577c-ddd2-4388-a2e7-094c52df3b7f","source":"hackernews","source_id":"48610621","content_type":"comment","title":null,"body_preview":"I don't think I've ever voluntarily used their shitty media player since the classic version. MPC-BE (some folks use MPC-HC) is my goto with VLC as a backup if certain codecs don't play nice with it. ","author":"y-c-o-m-b","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610621"},{"id":"46cff695-20e9-4feb-95c6-239575500e66","source":"hackernews","source_id":"48611419","content_type":"comment","title":null,"body_preview":"> The modern Media Player is said to use around 377MB of RAM when idle, compared to roughly 103MB for the old player—about 3.5x as much memory while doing absolutely nothing.\neven 103MB sound like a l","author":"tosh","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611419"},{"id":"41b05f1a-77c1-4013-9738-fa050235f942","source":"hackernews","source_id":"48612632","content_type":"comment","title":null,"body_preview":"Well it's written in managed code, what do you expect?\nWindows core apps used to be pure C++.\nCry long enough about \"safe\" languages and expect to take the RAM hit.","author":"naturalmovement","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15089412613702138,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612632"},{"id":"934999fb-1d96-4e70-8583-014206e30e85","source":"hackernews","source_id":"48610674","content_type":"comment","title":null,"body_preview":"I kinda have to hand it to Microsoft for dogfooding vibecoding with Copilot to such an extent. You can't say they encourage their customers to use a bad solution while doing something different in-hou","author":"orthoxerox","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610674"},{"id":"0cc41c8a-6fb0-447e-a47d-8405f89ac9b6","source":"hackernews","source_id":"48610287","content_type":"comment","title":null,"body_preview":"Removing HEVC support wasn't their choice but probably stems from the licensing pools increasing their prices [1].\nWindows media player probably sees very little usage nowadays and probably even less ","author":"est31","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_balanced","missing_platform_voice","semantic_blandness","human_indicators_absent"],"bot_score":0.29166666666666663,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610287"},{"id":"b3fd4a2d-97e0-47e7-b4ba-3144fd2e968b","source":"hackernews","source_id":"48613579","content_type":"comment","title":null,"body_preview":"Crowd Supply campaign: https://www.crowdsupply.com/scale-rf/quadrf#","author":"mrtnmcc","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613579"},{"id":"6562aded-de3d-47aa-af29-0249edc95c84","source":"hackernews","source_id":"48613786","content_type":"comment","title":null,"body_preview":"Anything for low budget bandwidth connections. We need a lot more of this resourcefulness with chips getting so radically so broadly unavailable now.","author":"jauntywundrkind","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.13617356755596186,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613786"},{"id":"483d70f7-b9d7-4ac0-a409-9a60a371a4e0","source":"hackernews","source_id":"48605482","content_type":"comment","title":null,"body_preview":"Please don't editorialize titles unless the original title is misleading.","author":"cwillu","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605482"},{"id":"142b67df-c51a-41e3-99d1-990f4db02626","source":"hackernews","source_id":"48610076","content_type":"comment","title":null,"body_preview":"DS v4 is an undertrained snapshot, which is mentioned in their model card. The full version is supposed to be released later and have multimodal input. That said, hallucination rate likely depends on ","author":"orbital-decay","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610076"},{"id":"09058cfb-5865-4201-b5ea-c7ac85ad21c9","source":"hackernews","source_id":"48609673","content_type":"comment","title":null,"body_preview":"if you're benchmaxxing then maybe bigger doesnt always mean better, but for general intelligence and big model smell, that couldn't be further from the truth\nthe oss models are impressive but it's pre","author":"czk","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.2944444444444444,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609673"},{"id":"49feac3d-f6f1-4ae9-b14f-bd73cc704e11","source":"hackernews","source_id":"48608335","content_type":"comment","title":null,"body_preview":"> Bigger is not better\nThe article uses the example of GLM being smaller than DeepSeek, yet better on hallucinations as \"smaller can be good too\"\nBut the GLM family itself is scaling up fast: GLM-5.x ","author":"aubanel","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608335"},{"id":"7be93aed-d8e1-4907-89a4-95d144f55743","source":"hackernews","source_id":"48607545","content_type":"comment","title":null,"body_preview":"My anecdotal experience differs (though I hold ground that LLM evaluations are highly subjective and benchmarks are just as useful for LLMs as they are for dating websites users).\nGLM 5.2 tends to str","author":"xlii","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.09193175228120477,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607545"},{"id":"fc4e28f6-f6a3-4b8e-ab5c-3e5536b39049","source":"hackernews","source_id":"48611773","content_type":"comment","title":null,"body_preview":"> it is clear that actual intelligence has plateaued significantly\nN=1, but I disagree strongly. I'm writing a hard-science science fiction story, and the physics of it is at (and frankly, beyond) my ","author":"gcanyon","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611773"},{"id":"d3fdb11d-5206-4214-a050-d1cbb3e6131c","source":"hackernews","source_id":"48609836","content_type":"comment","title":null,"body_preview":"I wonder if this is what a “Minimally Viable LLM” looks like. I often wonder how much of an LLM do you need before you can just shove a bigger context Window and any dynamic knowledge content to it li","author":"giancarlostoro","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","absence_of_ai_indicators"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609836"},{"id":"9eebc3f1-54f5-4201-8617-16c6d1662743","source":"hackernews","source_id":"48612766","content_type":"comment","title":null,"body_preview":"GPT-5.5 must have serious issues; it is fast, but quality-wise, it is just not good. It read one LaTeX paper (which is not long) and can spell my name wrong. This is GPT-5.5-high.","author":"chazeon","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","strong_opinion"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612766"},{"id":"b48c70fe-2482-471f-ad33-fd33c33a3d1e","source":"hackernews","source_id":"48607921","content_type":"comment","title":null,"body_preview":"Purely anecdotal, but when OpenAI removed Codex-5.3 from the ChatGPT sub and forced me to move to GPT-5.5, the result was far worse than what I was enjoying with Codex.\nAnd, of course, it was burning ","author":"wiether","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","self_reference"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607921"},{"id":"6c7fc9a8-0c4a-4e45-8ba6-e3d85569c1c8","source":"hackernews","source_id":"48610481","content_type":"comment","title":null,"body_preview":"> A shift is happening among major AI labs, who are becoming increasingly skeptical of endless parameter count and training data scaling. The limits of this paradigm were put on the world’s stage when","author":"hyperpape","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610481"},{"id":"2057f556-bfd4-4017-83db-fea9c8eaaf17","source":"hackernews","source_id":"48607265","content_type":"comment","title":null,"body_preview":"I think hallucination rates are not a matter of model size but depends on the training of the model. They have been trained on a huge corpus of material that had overwhelmingly well formed questions a","author":"frankohn","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.3833333333333333,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607265"},{"id":"aeb2ec45-8034-4982-9134-313ab1893cf4","source":"hackernews","source_id":"48609127","content_type":"comment","title":null,"body_preview":"> GPT-5.5 and DeepSeek V4 Pro are two of the clearest hallucination leaders, despite being absolutely huge. Because of their immense size they simply did not learn how to say “I don’t know” or recogni","author":"andai","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10523668958093657,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609127"},{"id":"f0252143-9319-4c1d-9bac-f3ecd4ee4a60","source":"hackernews","source_id":"48607323","content_type":"comment","title":null,"body_preview":"> For the non technical, this is like asking a delivery driver to drop off packages at 3 houses at the same time without ever stopping the truck.\nI'm already hallucinating about how this could work an","author":"taffydavid","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.13389786113309324,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607323"},{"id":"c151d6a6-1cbd-4cb0-a1e5-ba40d3d5b186","source":"hackernews","source_id":"48611247","content_type":"comment","title":null,"body_preview":"Artificial Analysis says GPT-5.5 xhigh scores highest on AA-Omniscience accuracy. The article focuses on rate instead of overall accuracy. Those are different things: a model can answer more questions","author":"hereme888","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.11130398024944144,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611247"},{"id":"475454cd-a8f8-4a28-a34f-430925f309c4","source":"hackernews","source_id":"48604666","content_type":"comment","title":null,"body_preview":"> It’s been proven that when a model is trained on large volumes of highly factual and non-theoretical data, it learns to always have an answer. DeepSeek V4 Pro (1.6T params, 49B active, 44 AA Intelli","author":"solid_fuel","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","synthetic_empathy","template_phrases"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48604666"},{"id":"b434155d-f7ba-40dd-865d-4b26ddca8a9d","source":"hackernews","source_id":"48608127","content_type":"comment","title":null,"body_preview":"One thing I wonder about hallucinations, is that it seems on the surface that it is an easy problem for RLVR to target. Since you're already generating enormous amounts of reasoning traces which are v","author":"stalfie","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","human_indicator_platform_fluency"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608127"},{"id":"01bd2166-74ef-4525-803f-971893cf61a5","source":"hackernews","source_id":"48605020","content_type":"comment","title":null,"body_preview":"Hallucination rate scores are a little tricky to interpret because they're conditional on the model not knowing the answer. That means they don't measure the probability of your encountering a halluci","author":"aesthesia","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0.16025641025641024,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48605020"},{"id":"8f52ec24-4c3c-4a54-ab3a-e25a0f5a32e6","source":"hackernews","source_id":"48608771","content_type":"comment","title":null,"body_preview":"> it is clear that actual intelligence has plateaued significantly.\n> Moving forward, the industry cannot continue to train bigger and bigger models since their intelligence not only plateaus but ofte","author":"wolttam","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:18 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608771"},{"id":"52fa5fb9-56bb-49ce-9b60-aca1c3c95925","source":"hackernews","source_id":"48608292","content_type":"comment","title":null,"body_preview":"The browser already asks for the favicon on every page. Might as well put it to work.","author":"momoraul","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1271721556066829,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608292"},{"id":"02ac6ca1-b8d2-4639-8cd3-c73c2af461b4","source":"hackernews","source_id":"48606692","content_type":"comment","title":null,"body_preview":"Pretty cool tbh!!! Would have loved seeing the decoder code!!!\nIt's also pretty interesting to think how an attacker could exploit images on his behalf. Never thought that would be a way!!!\nThanks!","author":"superjose","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606692"},{"id":"7cb060ba-78a5-48ea-bfe3-941287b14d11","source":"hackernews","source_id":"48608109","content_type":"comment","title":null,"body_preview":"Hmm this is cool but what are the practical use cases?\nIt didn’t load first time round on my browser (Brave) without disabling its prevent tracking feature…","author":"brtkwr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","specific_technical_detail"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608109"},{"id":"9b355997-80ea-4af0-be9a-22859c1202b8","source":"hackernews","source_id":"48607927","content_type":"comment","title":null,"body_preview":"Painful read.\nRelated interesting project: https://github.com/EtherDream/web2img","author":"titularcomment","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607927"},{"id":"a1fe6fa6-492d-48b2-a264-a3362eeae597","source":"hackernews","source_id":"48608543","content_type":"comment","title":null,"body_preview":"Have an index.html that's also (byte-to-byte equal) served as favicon.ico. If that page \"works\" and the favicon doesn't show garbage, it is a website stored in a favicon (by my standards).","author":"Gabrys1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.2122516349557082,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608543"},{"id":"1986a285-c96f-4a33-991b-38ba39c3e1fb","source":"hackernews","source_id":"48607987","content_type":"comment","title":null,"body_preview":"How long before someone ports DOOM into a favicon? ^_^\n(For the technical gurus here, would that even be possible?)","author":"herodoturtle","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607987"},{"id":"4e5e0515-f291-47fa-bf84-3af099d21397","source":"hackernews","source_id":"48609552","content_type":"comment","title":null,"body_preview":"This is one of those projects that's completely impractical but makes the web more interesting. I love seeing people explore weird constraints just to see what's possible.","author":"divvsaxena","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609552"},{"id":"98c8ba8f-3bb7-44a9-9601-1090f35d5cb0","source":"hackernews","source_id":"48607470","content_type":"comment","title":null,"body_preview":"I'd imagine the (aggressive) caching of the favicon by browsers makes it a challenge, but you could generate the favicon dynamically, then have JS extract the sequentially. Basically streaming arbitra","author":"berkes","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607470"},{"id":"ef9e4cb9-3a23-43c5-a5b7-d3566045467e","source":"hackernews","source_id":"48607512","content_type":"comment","title":null,"body_preview":"Love it. Did you see the old effort to store the page in the url? https://github.com/jstrieb/urlpages","author":"tetrisgm","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607512"},{"id":"526438c7-e767-4671-9027-527607c6edee","source":"hackernews","source_id":"48609415","content_type":"comment","title":null,"body_preview":"> The length header is important because the image itself may contain unused pixels at the end. If there's no length value, there's no way to know where the real payload stops.\nNot really, can’t you j","author":"echoangle","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.10339089160321127,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609415"},{"id":"bdce94b5-ed36-467e-985f-d126936e4d63","source":"hackernews","source_id":"48608117","content_type":"comment","title":null,"body_preview":"Cool! Here is a GH repo demonstrating unbounded favicons I made 11 years ago - it crashes some browsers - wanna guess how long it took each one to fix it :D  https://github.com/benjamingr/favicon-bug","author":"inglor","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608117"},{"id":"a193ba56-39ef-4687-812b-8daef17d0c52","source":"hackernews","source_id":"48607523","content_type":"comment","title":null,"body_preview":"Fun Fact: You can use any inline SVG for a favicon and keep it right in the HTML document.\nThis also allows you to use an emoji directly as a favicon, like so:\n  <link\n    rel=\"icon\"\n    type=\"image/s","author":"jorisw","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","technical_detail_with_context","absence_of_ai_signals"],"bot_score":0.12018139601370234,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607523"},{"id":"453eede1-7947-4472-8bc1-10bbaec1e6c6","source":"hackernews","source_id":"48611874","content_type":"comment","title":null,"body_preview":"That reminded me of Inigo's \"real pixel coding\" https://www.youtube.com/watch?v=FvS_DG8yIqQ\nA 256b intro coded by placing pixels in photoshop and saving into an exe.","author":"cfrs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611874"},{"id":"fefd88c6-97a8-412c-bdd8-46c97459357c","source":"hackernews","source_id":"48607108","content_type":"comment","title":null,"body_preview":"I found the agressively staccato, clearly LLM-generated content extremely difficult to read.","author":"esquivalience","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607108"},{"id":"ac263ba2-3c40-485d-8321-10ce4b22a50d","source":"hackernews","source_id":"48608115","content_type":"comment","title":null,"body_preview":"Oh, I am so aligned with this mentality:\n    A monitor is storage.\n\n    A keyboard is storage.\n\nForum posts are storage.  Markov-approved tweaks in an edit, over time, certainly enough for quite a lot","author":"MomsAVoxell","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608115"},{"id":"14c9fdc3-5d70-4e91-8999-9dd60c457b6f","source":"hackernews","source_id":"48606755","content_type":"comment","title":null,"body_preview":"Is this timing coincidence? I just submitted 1h (30 mins before this) ago a website I just made about storing your stock porfolio in a URL + favicon!\nhttps://news.ycombinator.com/item?id=48606396","author":"franciscop","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606755"},{"id":"3235d647-81f4-4698-b07d-7c616977a357","source":"hackernews","source_id":"48606932","content_type":"comment","title":null,"body_preview":"PNG has comment chunks tEXt, zTXt, and iTXt. You can have a completely normal image whose file is stuffed with as much content as you want. That is less fun, I suppose.","author":"Walf","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606932"},{"id":"262e85f2-b399-4f86-8d76-f9ef80af699b","source":"hackernews","source_id":"48606821","content_type":"comment","title":null,"body_preview":"You can use the favicon cache as storage too, by redirecting users across domains. It's been proposed as a potential fingerprinting risk[0], and if a browser naively reuses the cache for incognito mod","author":"sheept","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606821"},{"id":"142e1370-e7aa-4031-8a4c-f8185a03df5b","source":"hackernews","source_id":"48608772","content_type":"comment","title":null,"body_preview":"> You still need a tiny bootstrap loader to decode the image.\nNope, you can do it all in a single file with an html/png polyglot (and nowadays you can get better compression ratios with newer formats ","author":"Retr0id","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","genuine_specificity"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608772"},{"id":"7c9ac1f4-e124-4947-8e1a-c755e6454539","source":"hackernews","source_id":"48606876","content_type":"comment","title":null,"body_preview":"Instead of going via pixels, why not use a SVG favicon and directly store markup inside it and extract it?\nUse this favicon.svg:\n    <svg xmlns=\"http://www.w3.org/2000/svg\">\n    <circle cx=\"50%\" cy=\"5","author":"Tepix","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","original_commentary"],"bot_score":0.10688788917147105,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48606876"},{"id":"0283472a-c4cf-4618-b8fa-c29751221504","source":"hackernews","source_id":"48609956","content_type":"comment","title":null,"body_preview":"Dig the site layout. Left nav is interesting, glow around screenshots is a nice touch.","author":"bdickason","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609956"},{"id":"b7d83d74-dac1-4cc3-b7a0-06950d958ae4","source":"hackernews","source_id":"48610255","content_type":"comment","title":null,"body_preview":"I thought everyone in my generation knows of PalmOS but TIL its later known as GarnetOS..","author":"boguscoder","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610255"},{"id":"b515f661-6d1f-438c-bf18-b8e1762617a3","source":"hackernews","source_id":"48609961","content_type":"comment","title":null,"body_preview":"OT, but man, this is a beautifully designed website. The progress indicator on the left is particularly clever.","author":"9dev","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609961"},{"id":"fe962f34-047e-438d-80fd-0fe30749560f","source":"hackernews","source_id":"48611316","content_type":"comment","title":null,"body_preview":"If it wasn't for webshitters and big tech pumping out JS and using framework on top of framework we could easily be browsing on ancient devices today.","author":"AIcanbiteme","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.2655184283193851,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611316"},{"id":"d1241787-b469-47f3-840c-c61de6ef2423","source":"hackernews","source_id":"48610945","content_type":"comment","title":null,"body_preview":"Arguably not really a web browser, but possibly the first (and pre-RSS!) \"read it later\" app: Plucker for Palm OS was amazing.\nYou could enqueue websites to download and compress from a PC during each","author":"lxgr","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","absence_of_ai_signals"],"bot_score":0.11488750195857506,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610945"},{"id":"a395910e-2e3f-4b44-a74c-425d0af34b87","source":"hackernews","source_id":"48610032","content_type":"comment","title":null,"body_preview":"I remember using Dillo on a Compaq iPaq with Linux installed.  No Dillo screen shots, but plenty of information about apps for Linux on the iPaq 3765 here:\nhttps://www.frequal.com/ipaq/index.html","author":"TeaVMFan","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","natural_digressions"],"bot_score":0.08506075369070823,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610032"},{"id":"0fc4000f-8612-4d19-9112-184d923edef6","source":"hackernews","source_id":"48612707","content_type":"comment","title":null,"body_preview":"The AlphaSmart dana had its own widescreen browser on PalmOS. Modern sites bring it to its knees, but it's a nicer experience than a smaller PDA screen when it works.","author":"classichasclass","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612707"},{"id":"104f4d22-766e-486b-8a65-a6dbc0cfa2d5","source":"hackernews","source_id":"48610526","content_type":"comment","title":null,"body_preview":"We had about 10-15 years or so where the web wasn’t so complex and fast moving that a browser needed constant updates for things to work. Now browsers are more complex that entire operating systems an","author":"jonhohle","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610526"},{"id":"d237e21c-7633-41c0-9fcf-e6475ff219d0","source":"hackernews","source_id":"48610678","content_type":"comment","title":null,"body_preview":"Was wondering and discussing with somebody yesterday why USA does not have a strong apprenticeship culture like Europe does.","author":"vvpan","classification":"human_created","confidence":0.7,"indicators":["natural_digression","platform_fluency","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610678"},{"id":"4513ced3-b406-47d1-b698-40b8310dcdfe","source":"hackernews","source_id":"48612104","content_type":"comment","title":null,"body_preview":"Interesting, I've been considering going the other direction, finances permitting, and having an artist-in-residence or student artist visit my ceramic studio for a few weeks or months in the summer. ","author":"jaggederest","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","absence_of_ai_signals","platform_fluency"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612104"},{"id":"6ab82fc6-4d13-4e2b-b9d5-247f4eea3d52","source":"hackernews","source_id":"48613131","content_type":"comment","title":null,"body_preview":"This looks awesome. I’m the ideal customer for this and am delighted it exists.","author":"jamestimmins","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613131"},{"id":"22dbfdb0-8dd8-47c8-9ae1-c328e9a8ee21","source":"hackernews","source_id":"48611851","content_type":"comment","title":null,"body_preview":"Are you planning to release Android version as well ?","author":"_dharmik_","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611851"},{"id":"0374f670-8e88-4a31-a224-c3f0a5a21609","source":"hackernews","source_id":"48612552","content_type":"comment","title":null,"body_preview":"Could not find the appstore link, is it published there?","author":"kamyarg","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612552"},{"id":"f0a8da51-6c5d-469a-a719-ca216ee77185","source":"hackernews","source_id":"48611196","content_type":"comment","title":null,"body_preview":"Looks great. Does it support pinch zoom like webpage hn does","author":"ios-contractor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611196"},{"id":"61d70db2-1563-4157-ae5e-8af5694468b9","source":"hackernews","source_id":"48611468","content_type":"comment","title":null,"body_preview":"Any chance of HN getting angry about this, à la Reddit?","author":"roger_","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.09400608716072467,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611468"},{"id":"46b5dfe5-5412-4a88-8dc7-dfa2c9738240","source":"hackernews","source_id":"48611466","content_type":"comment","title":null,"body_preview":"Thanks for the app. Wanted to remind you of the HN guidelines though: https://news.ycombinator.com/newsguidelines.html\n> Don't post generated text or AI-edited text. HN is for conversation between hum","author":"Tiberium","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611466"},{"id":"607a247a-ac09-4b7f-8cad-c575a26a4664","source":"hackernews","source_id":"48613230","content_type":"comment","title":null,"body_preview":"i've been using hackfeed, it does the job.\nmake this available on testflight, this looks great, would love to daily drive it.\n+1 for the accessibility features, great job!","author":"pi-victor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.17498589592716363,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613230"},{"id":"e0565908-c62e-4025-97d7-1960cfc4d47f","source":"hackernews","source_id":"48611470","content_type":"comment","title":null,"body_preview":"I love to see an open source implementation.\nI’ve been using [Octal](https://apps.apple.com/us/app/octal-for-hacker-news/id130888...)  for a while now but it’s not open source.\nWould you be opposed to","author":"charrondev","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611470"},{"id":"382f7d82-dde2-4b99-a640-1a18743de133","source":"hackernews","source_id":"48612962","content_type":"comment","title":null,"body_preview":"One thing that would be useful in the readme is instructions on how to install the built app on a phone, for those of us who don’t do iOS development.","author":"lemming","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.175,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612962"},{"id":"89780ada-c029-4ae5-93f4-dc8529e6eef3","source":"hackernews","source_id":"48611932","content_type":"comment","title":null,"body_preview":"I've been using Octal on iOS and https://github.com/IronsideXXVI/Hacker-News on Mac that was showcased here 4 months ago.\nGot to give you kudos for the Accessibility enablement though - while some  of","author":"ofcrpls","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611932"},{"id":"7192343b-8138-43db-80ed-151c37439dbe","source":"hackernews","source_id":"48611113","content_type":"comment","title":null,"body_preview":"Well done. As a colour blind person (and iOS developer) I am thrilled anytime an app doesn’t rely on colour cues alone. I’ve used Hack and Octal but I am going to give your app a try.","author":"gavinmckenzie","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611113"},{"id":"77ec6329-562b-4fb5-ab85-e35b21d0614b","source":"hackernews","source_id":"48611811","content_type":"comment","title":null,"body_preview":"HN is quite nice inside a desktop browser, but mobile browsers are a different story altogether. But even there, it fares slightly better than old.reddit.com. So looks like I should dust off that xcod","author":"shelled","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","personal_experience"],"bot_score":0.13749999999999998,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611811"},{"id":"9bdbce60-0944-408c-a82e-161b93f59471","source":"hackernews","source_id":"48611281","content_type":"comment","title":null,"body_preview":"Looks great, do you plan on publishing to the AppStore?","author":"newdee","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611281"},{"id":"56ac1dbd-9b5f-45ce-83ca-d99a26179810","source":"hackernews","source_id":"48613092","content_type":"comment","title":null,"body_preview":"Looks great!\nIt seems you’re nervous about getting permission to show what you made to the world from Apple.\nMay I suggest you encourage people who want to use the app to get their own subscription an","author":"cadamsdotcom","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfection_or_natural_expression"],"bot_score":0.11142837834247277,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:17 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613092"},{"id":"c6b4cf5c-ba08-4c59-965a-852a06093752","source":"hackernews","source_id":"48611977","content_type":"comment","title":null,"body_preview":"Maybe that's what Jesus used on the people that he healed","author":"buddhistdude","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611977"},{"id":"72c0948d-b08e-4aa3-ad02-b361ff74628f","source":"hackernews","source_id":"48611398","content_type":"comment","title":null,"body_preview":"Wasn't this proven many years ago by a random guy who used a \"extra-cellular matrix\" of stem cells to regrow his severed finger, nail and all?\nFound it: http://news.bbc.co.uk/2/hi/7354458.stm","author":"ranger_danger","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.09498465531685,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611398"},{"id":"978a0832-011d-4452-8f07-b02544ea4def","source":"hackernews","source_id":"48612246","content_type":"comment","title":null,"body_preview":"In a study they figured out that organs seem to have an electrical potential range as a signature/command for stem cells for which organ to build and where.\nIn a frog they were able to grow legit eyes","author":"NotGMan","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","absence_of_ai_signals"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612246"},{"id":"f4597ed7-0673-4de3-a210-1ab8e08cbdee","source":"hackernews","source_id":"48612934","content_type":"comment","title":null,"body_preview":"It's just hidden by a feature flag.\n(Probably for a good reason)","author":"gste","classification":"human_created","confidence":0.7,"indicators":["terse_replies","imperfect_expression"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612934"},{"id":"2dc3c828-5b92-41ec-b3d1-e83ba5979184","source":"hackernews","source_id":"48611385","content_type":"comment","title":null,"body_preview":"The trick is to make regeneration fast enough to heal the wound without making fast enough to cause cancer. Maybe even supported by provisional fibrosis.","author":"anticensor","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611385"},{"id":"3996892d-aad1-4b8d-85ef-c99793e83501","source":"hackernews","source_id":"48611478","content_type":"comment","title":null,"body_preview":"I’m surprised this does not mention humans can grow back the tips of their fingers (past the white part of cuticle) https://www.npr.org/sections/health-shots/2013/06/10/1903854...\nSupposed to be only ","author":"stevenwoo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience_anecdote","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611478"},{"id":"68d2d888-27d0-4a7b-9abb-20509a85ba38","source":"hackernews","source_id":"48612009","content_type":"comment","title":null,"body_preview":"Not a single mention of the work on limb regeneration by Professor Michael Levin's lab at Tufts?\nhttps://as.tufts.edu/biology/tufts-center-regenerative-and-d...","author":"david-gpu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612009"},{"id":"25cd1f9d-032e-4d57-a532-a9bbf6e6c2f9","source":"hackernews","source_id":"48611894","content_type":"comment","title":null,"body_preview":"Retina is a good example of this. Zebrafish can regrow damaged retina, but while mammals have the same stem cells (Muller glia), they dont repair the retina, but form scar tissue. There is a lot of re","author":"csr86","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611894"},{"id":"948f2819-33dc-4882-ab93-2795fc882d5b","source":"hackernews","source_id":"48613038","content_type":"comment","title":null,"body_preview":"I wish they could enable use of non-ECC ram on Threadrippers.","author":"varispeed","classification":"human_created","confidence":0.7,"indicators":["terse_replies","niche_expertise"],"bot_score":0.13922053725454636,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613038"},{"id":"a095afd5-4191-4a4b-930c-961ff65b10f4","source":"hackernews","source_id":"48613356","content_type":"comment","title":null,"body_preview":"Discussion on the previous development:\nAMD silently removes memory encryption from consumer Ryzen CPUs\nhttps://news.ycombinator.com/item?id=48582320","author":"ChrisArchitect","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613356"},{"id":"9bd1e4e3-bb75-45f1-a97a-2c00e17482e5","source":"hackernews","source_id":"48612895","content_type":"comment","title":null,"body_preview":"Good. Intel's equivalent processors have this feature and BS market segmentation is the kind of thing that AMD was historically against. Even if something wasn't officially supported, they didn't go o","author":"helterskelter","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.13418682747611008,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612895"},{"id":"adc6a3a8-6cba-41a7-b189-8669db5a46e8","source":"hackernews","source_id":"48612918","content_type":"comment","title":null,"body_preview":"Thought there were cases where other devices could have direct access to RAM (e.g. DMA, PCIe controllers outside the CPU, etc.). Wonder how that works in conjunction.","author":"jolmg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612918"},{"id":"7718aaf8-2c3f-4fd8-86af-17ea23cb68ad","source":"hackernews","source_id":"48612099","content_type":"comment","title":null,"body_preview":"Full title: AMD will reinstate memory encryption on Ryzen 9000 CPUs through a BIOS update in July — TSME is coming back after 'valuable community feedback'","author":"roboror","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612099"},{"id":"2d5e5605-7bff-4325-a0b8-8660d0cff383","source":"hackernews","source_id":"48612878","content_type":"comment","title":null,"body_preview":"They’ve been doing a bunch of stuff in agesa updates regarding memory stability lately, and also recently broke and fixed setting manual speed on DDR5 memory with ECC enabled (basically any setting hi","author":"Modified3019","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612878"},{"id":"c7645d60-f03f-4799-85ff-6e4b2ba22245","source":"hackernews","source_id":"48612827","content_type":"comment","title":null,"body_preview":"People don’t like things being taken away, even if I don’t think many people are actually using this feature.\nI don’t even think its exposed in most BIOS’s","author":"dijit","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612827"},{"id":"125a0637-0551-424f-a91d-a271c935e223","source":"hackernews","source_id":"48612976","content_type":"comment","title":null,"body_preview":"I'm a little puzzled by the uproar given that all the oneline chatter seems to suggest nobody is using this. If this was AVX512 or something I could understand the give it back reaction...","author":"Havoc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.13018683099676798,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612976"},{"id":"c34977de-24f7-4626-b14b-819022787e82","source":"hackernews","source_id":"48613316","content_type":"comment","title":null,"body_preview":"> TSME isn't a critical security feature for most consumer desktops, as it protects against attacks where the attacker needs physical access to the device.\nIf you think it's hard to gain physical acce","author":"theandrewbailey","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613316"},{"id":"e6ef0481-d790-4a05-938f-3c6abcfb22d9","source":"hackernews","source_id":"48612209","content_type":"comment","title":null,"body_preview":"So friggin’ cool. I think it’s really fun and when you can instantly entice people to click around and explore then you have already succeeded.","author":"iJohnDoe","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612209"},{"id":"f2557286-e4ea-4345-ab02-afd164432dd3","source":"hackernews","source_id":"48612206","content_type":"comment","title":null,"body_preview":"Awesome. Props for the iPod clickwheel. I miss my Classic!","author":"andai","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.10523668958093657,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612206"},{"id":"0e2a6709-d554-4fd7-8c28-38eccd54eadd","source":"hackernews","source_id":"48612370","content_type":"comment","title":null,"body_preview":"That Windows XP loading bar brings me back. Great job.","author":"po1nt","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612370"},{"id":"66904779-4923-4855-a23c-f69d01ff7380","source":"hackernews","source_id":"48612634","content_type":"comment","title":null,"body_preview":"I mean... I like it. I remember your post from last time where, apparently, I got the top comment.\nIt looks like you've dealt with the UX issues I ran into previously (e.g., back/forward behaviour), b","author":"bartread","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity","imperfect_expression","self_reference","natural_digressions"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612634"},{"id":"37bd690f-ffc9-49ae-8a77-901c830d0863","source":"hackernews","source_id":"48612741","content_type":"comment","title":null,"body_preview":"I love it. But I'm missing the Game Boy cheat code to unlock the goodies...","author":"tmp32736","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612741"},{"id":"b537dad1-b835-4cfb-a58b-284a7390ad64","source":"hackernews","source_id":"48613021","content_type":"comment","title":null,"body_preview":"Not to criticize your work too harshly, but you specifically call out that this showcases attention to detail, and it's actually very inaccurate to the actual Windows XP, for anyone who's ever used it","author":"superdisk","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","imperfect_expression"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613021"},{"id":"5fcebcc8-96b7-438e-977c-290eee19bc41","source":"hackernews","source_id":"48613678","content_type":"comment","title":null,"body_preview":"I commented on the original post and I still don't understand the point of a \"Visual Designer\" basically reimplementing Windows XP in the browser. What are you trying to show off?\nAlso, it seems very ","author":"Philip-J-Fry","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613678"},{"id":"cf789bf5-11bd-4f35-943b-9e546e565370","source":"hackernews","source_id":"48613542","content_type":"comment","title":null,"body_preview":"This is so sick. Laughed hard when the iPod wheel worked as expected with my mouse and I was able to get Bomfunk MC's playing. Great stuff!","author":"ty_2k","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613542"},{"id":"09ce1614-431e-4c6d-8a06-b22a2ce620a4","source":"hackernews","source_id":"48570370","content_type":"comment","title":null,"body_preview":"Hey HN, I'm Orazio. I built microcrad (with a 'c'), a tiny scalar-valued automatic differentiation engine, with a small multi-layer perceptron implementation on top. It's reimplementation of Andrej Ka","author":"oraziorillo","classification":"human_created","confidence":0.85,"indicators":["self_reference","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0.3,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48570370"},{"id":"6ede7354-0b1b-4d4c-98aa-b1b9e6673b00","source":"hackernews","source_id":"48612043","content_type":"comment","title":null,"body_preview":"Why create an offensive tool rather than a repo-scanning tool?\nI can't think of any way to safely release an offensive tool publicly.","author":"Catloafdev","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.1536625833947116,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612043"},{"id":"440e005c-feb1-4adb-908b-78dc762e1343","source":"hackernews","source_id":"48612323","content_type":"comment","title":null,"body_preview":"Show HN: We told Claude to generate a marketing page for a theoretical pentesting model","author":"jrflowers","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612323"},{"id":"79301e91-4c68-4aec-ab62-fff22050eece","source":"hackernews","source_id":"48612287","content_type":"comment","title":null,"body_preview":"What was your approach to benchmarking an adversarial agent?\nThis is an open problem that I came across (in a different domain), as the search space can be really wide. It's hard to measure results fo","author":"mkaszkowiak","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612287"},{"id":"26977f15-35ba-4319-b11c-6e84fc8a0977","source":"hackernews","source_id":"48613145","content_type":"comment","title":null,"body_preview":"Any generic abliterated or ubcensored open weight model (such as a qwen variant) will happily comply with requests like this.","author":"skiing_crawling","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613145"},{"id":"54485dba-59ac-4fe2-aee4-25b2ad9748a5","source":"hackernews","source_id":"48611984","content_type":"comment","title":null,"body_preview":"Fantastic. Could you share more details what it was like post-training a model?","author":"andai","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","human_indicators_absent"],"bot_score":0.10523668958093657,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611984"},{"id":"fbab0c4f-f9e8-45d1-8533-e9b8a98500d9","source":"hackernews","source_id":"48613016","content_type":"comment","title":null,"body_preview":"IMO the most interesting thing about this is Kimi K2.6, an extremely capable model, can be relatively easily post-trained to allow pen tests.\nThis in its own right proves that the defenses of Fable an","author":"jjcm","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.041125442673167485,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613016"},{"id":"407d1b23-94b4-4692-befb-8a579d633cce","source":"hackernews","source_id":"48612952","content_type":"comment","title":null,"body_preview":"Relevant: https://news.ycombinator.com/item?id=48016224\nwhat's the differnce between this vs running shannon on aws/bedrock fully airgapped in my vpc? I've got some pretty great results with shannon [","author":"luminati","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","technical_discussion_with_personal_experience","natural_digressions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612952"},{"id":"bc538809-0f66-446c-b2a6-6c10f5b65b2b","source":"hackernews","source_id":"48612002","content_type":"comment","title":null,"body_preview":"> This won't be made available to anyone and everyone, but we do believe that responsible SMEs and midmarket companies also need access to these tools in order to identify key vulnerabilities in their","author":"cortesoft","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_balanced","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.12060202068561343,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612002"},{"id":"3e1435ca-e852-45a3-adb0-2fba47c11935","source":"hackernews","source_id":"48613670","content_type":"comment","title":null,"body_preview":"https://www.shadertoy.com/view/33GyRV\nIt runs at 10fps on my gen12 intel at fullscreen.\nThese techniques are cute but limited.","author":"petermcneeley","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","strong_opinions"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:16 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613670"},{"id":"b0972d1a-2283-471f-a5b5-5f90e99b9b6e","source":"hackernews","source_id":"48613190","content_type":"comment","title":null,"body_preview":"Wonder when is someone going to brave and fork the linux kernel and try to ffwd it with automatic programming.","author":"larodi","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.16666666666666666,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613190"},{"id":"2eb06898-270a-48ae-be5a-d2668ee6d1a8","source":"hackernews","source_id":"48613621","content_type":"comment","title":null,"body_preview":"A reminder that we've had strlcpy[1] for ~ 30 years but it was never accepted into the Linux world because of typical petty open source bullshit. This is why we can't have nice things.\n[1] https://man","author":"naturalmovement","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15089412613702138,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613621"},{"id":"f959397c-14c0-45cc-a047-8ef19c2c2594","source":"hackernews","source_id":"48613231","content_type":"comment","title":null,"body_preview":"I worked on a Win32 app that used space-padded strings, i.e. the destination string was padded with spaces, but there was still a null on the last byte. You had to use special versions of the string f","author":"PlunderBunny","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","imperfect_expression","niche_expertise"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613231"},{"id":"6aa32d4c-9adb-4a45-a32a-781aebc5acbc","source":"hackernews","source_id":"48613153","content_type":"comment","title":null,"body_preview":"the zero terminated string is I think is computing's biggest mistake. Pascal style strings were much safer.","author":"mrlonglong","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613153"},{"id":"c618a79b-a078-4418-bdc2-b32a586e0a85","source":"hackernews","source_id":"48613266","content_type":"comment","title":null,"body_preview":"this is interesting, i'm wondering if it can beat just installing go though.\nI think it'd be interesting to build a adhoc config mgmt system w/ this and use it as a high level scripting language.","author":"sigmonsays","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.27263156237379765,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613266"},{"id":"591fbefe-4124-4332-bfb2-b5f224d3447b","source":"hackernews","source_id":"48612425","content_type":"comment","title":null,"body_preview":"What's the use-case here? Where and why would one use Tiny instead of just using Go (or something else like Python)?","author":"d3Xt3r","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612425"},{"id":"202b22b9-cd65-4718-8b0e-a574c9a6a1c7","source":"hackernews","source_id":"48613428","content_type":"comment","title":null,"body_preview":"What a great accomplishment! How did you manage to complete a JIT language in 2 months!?","author":"drunken_thor","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","terse_replies"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613428"},{"id":"79da4f0f-6d39-4c6d-a355-61bba87a8bc5","source":"hackernews","source_id":"48613597","content_type":"comment","title":null,"body_preview":"Is it systemd/Linux yet? I’m still waiting for shellctl subsystem. /s","author":"skydhash","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613597"},{"id":"1e45dad9-d0ac-44f8-880e-30be8be02743","source":"hackernews","source_id":"48613724","content_type":"comment","title":null,"body_preview":"when systemdOS with systemd-rpm-install and systemd-antivirus ?","author":"grigio","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613724"},{"id":"65120b1a-d1b1-42d4-b1e8-e674151c3020","source":"hackernews","source_id":"48613776","content_type":"comment","title":null,"body_preview":"I misread IMDSD as IMDB and still thought yeah they might as well throw that in too at this point.","author":"epenn","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613776"},{"id":"bc00fd07-fd21-46ab-8107-a7e64b184c5d","source":"hackernews","source_id":"48613769","content_type":"comment","title":null,"body_preview":"“Every program attempts to expand until it can read mail. Those programs which cannot so expand are replaced by ones which can.” — https://en.wikipedia.org/wiki/Jamie_Zawinski#Zawinski's_Law","author":"throw0101a","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613769"},{"id":"e887c4d5-379c-4906-8ca1-bada5373819a","source":"hackernews","source_id":"48611929","content_type":"comment","title":null,"body_preview":"Speaking of shoes, can we please stop wearing leather shoes? They fit poorly, hurt feet, require polish, are bad for running when in a rush, and they shrink fast.","author":"OutOfHere","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15141804563596012,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611929"},{"id":"dd209eec-6a56-488c-af80-20850a1bdc09","source":"hackernews","source_id":"48607575","content_type":"comment","title":null,"body_preview":"While we’re on the topic, on the last year, NPR interviewed an expert who warned of lifelong debilitating injury (pain walking) that dancers developed by going en pointe too young.  The woman recommen","author":"elevation","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","imperfect_expression","absence_of_ai_signals"],"bot_score":0.10392229155849324,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48607575"},{"id":"92aa3617-f823-4db7-9557-8781874d962c","source":"hackernews","source_id":"48612470","content_type":"comment","title":null,"body_preview":"Avery Trufelman does an incredibly well-researched podcast on clothing of all kinds by the name of Articles of Interest. They did a whole show on the pointe shoe. You can check it out here: https://ar","author":"devin","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.16060333511485075,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612470"},{"id":"07bbacc6-3f44-4353-b21d-af5a442720ce","source":"hackernews","source_id":"48613669","content_type":"comment","title":null,"body_preview":"Whether if it is either autopilot or Fools Self Driving mode, if this driver did not have their hands on the wheel then he is absolutely in deep trouble.\nTesla themselves got into trouble after previo","author":"rvz","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1163291600943964,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613669"},{"id":"979bbff9-eb96-488e-933a-2c2a8426a561","source":"hackernews","source_id":"48613725","content_type":"comment","title":null,"body_preview":"Crazy I saw one of the victim's grandchildren post on Reddit yesterday and thought it should make the news.","author":"jnwatson","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.12018139601370234,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613725"},{"id":"266fa0a0-47f8-4635-83ae-ae1251a6c6d8","source":"hackernews","source_id":"48613706","content_type":"comment","title":null,"body_preview":"Something is terribly broken in the software release process that constantly allows a worse user experience (including autonomous) as Tesla 'matures' its operations. I'm driving a Tesla, that recently","author":"powerbroker","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613706"},{"id":"0425148a-1903-40a1-9dc8-9e0895ea2165","source":"hackernews","source_id":"48613715","content_type":"comment","title":null,"body_preview":"I wonder if they will implement dead zones for self-driving. I was using a Lime scooter in a new city and when I entered a university campus, the scooter slowed to a crawl.\nI don’t understand why a pe","author":"theturtletalks","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0.08742397326860596,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613715"},{"id":"c9529911-e82f-4db0-aebe-ccf6ee1a05c6","source":"hackernews","source_id":"48613774","content_type":"comment","title":null,"body_preview":"The title is misleading and shifts blame from the driver to the machine.\nUltimately the driver is responsible.","author":"plandis","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613774"},{"id":"f8a23975-3896-4342-a8cc-4ecabfa86dcd","source":"hackernews","source_id":"48613751","content_type":"comment","title":null,"body_preview":"As long as Tesla doesn't insure their cars (whenever in self-driving mode) completely for the price of their FSD, it's not FSD, just scammy marketing by a chronic charlatan.","author":"agnosticmantis","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613751"},{"id":"161c9f93-a813-45ca-a96b-95e8764f8a81","source":"hackernews","source_id":"48609883","content_type":"comment","title":null,"body_preview":"Cloudflare: let's give the bots their own accounts so they can scrape harder.\nAlso Cloudflare: let's send normal humans who are trying to go about their daily lives into endless Turnstile spinner loop","author":"Hackbraten","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.18447385717793044,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609883"},{"id":"ab8cd7ec-db93-48ff-889b-8d4d0d6c2f19","source":"hackernews","source_id":"48609629","content_type":"comment","title":null,"body_preview":"I’m going to need a wrapper for all these services offering this service.","author":"soared","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.18917476368627933,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609629"},{"id":"c7cafc42-cbf1-4068-81a7-0c9d09df61ad","source":"hackernews","source_id":"48611118","content_type":"comment","title":null,"body_preview":"Lets keep in mind this is cloudflare workers runtime - it only makes sense to deploy small things there, maybe static sites. Unless the agent creates something for cf workers from scratch, asking it t","author":"piterrro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611118"},{"id":"46d754fc-3a9e-4a24-8afc-f61351fd127c","source":"hackernews","source_id":"48611439","content_type":"comment","title":null,"body_preview":"This falls Within my predictions of how the AI playing field is become more leveled, in terms with human digital activity. Soon it wouldn't be so what you can do with the computer but what the agent c","author":"mahirsaid","classification":"ai_generated","confidence":0.85,"indicators":["synthetic_empathy","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.19444444444444442,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611439"},{"id":"1006f17d-aec4-426a-b418-2a871535d3d4","source":"hackernews","source_id":"48609700","content_type":"comment","title":null,"body_preview":"Correct me if I'm wrong, but does Cloudflare still not have a \"Create Account\" button on the account listing page? I think you still have to sign up from scratch doing plus-code email tricks, then inv","author":"827a","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609700"},{"id":"2fe6bb99-e58a-409d-adcb-5cd02ec362c1","source":"hackernews","source_id":"48609664","content_type":"comment","title":null,"body_preview":"posted yesterday as well: https://news.ycombinator.com/item?id=48598906","author":"variety8675","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.18769143506499247,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609664"},{"id":"0a60b191-fee8-4033-b26c-d1229571a7bb","source":"hackernews","source_id":"48609677","content_type":"comment","title":null,"body_preview":"Wouldn't it make more sense to merge the temporary account into an existing one, instead of claiming it as a new account?\nThis could lead to people having a large amount of separate accounts.","author":"aniviacat","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609677"},{"id":"6d4a96ad-de57-4690-9085-b97a194fc501","source":"hackernews","source_id":"48613134","content_type":"comment","title":null,"body_preview":"Excuse me for asking, doesnt this make it easier to run a malware bot farm and disappear without a trace?","author":"jackbucks","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.3420179733078833,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613134"},{"id":"7d3eda25-33d4-49af-afaa-164ed6a5af58","source":"hackernews","source_id":"48609623","content_type":"comment","title":null,"body_preview":"If eastdakota/jgc are here.\n- simply expose containers to the world directly - without having to go via workers.\n- You have other amazing parts of the stack anyway (D1, durable objects, a great object","author":"anilgulecha","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.12235178427696755,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609623"},{"id":"041e52ba-64b8-4fdd-8833-d8af48afb999","source":"hackernews","source_id":"48610337","content_type":"comment","title":null,"body_preview":"> Make snail-game in Cloudflare Worker in TypeScript and deploy it using wrangler, don't ask me questions, do the best you can\nhttps://snail-game.solstice-barometer.workers.dev/\npretty cool.","author":"jsyang00","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610337"},{"id":"e5151a9a-a9a9-445a-82b4-79250537db86","source":"hackernews","source_id":"48609640","content_type":"comment","title":null,"body_preview":"I know no one is writing copy anymore but i wish they tried to edit it a bit so it wasn’t so glaringly obvious. It just sours the product when it seems like so little effort was put into the message. ","author":"conception","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.06901627592898602,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609640"},{"id":"8a728467-ea17-4854-9a07-0bb762eebaff","source":"hackernews","source_id":"48609699","content_type":"comment","title":null,"body_preview":"Would love to know more about how Cloudflare plans to prevent abuse of ephemeral infrastructure to host malicious content. From elsewhere in their documentation, “Cloudflare limits how quickly you can","author":"derektank","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","specific_question_about_technical_details","quoting_external_source","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609699"},{"id":"3deaf198-0623-46e0-811f-692d4c6e6adc","source":"hackernews","source_id":"48610403","content_type":"comment","title":null,"body_preview":"Hot damn...\n> Any agent can now run wrangler deploy --temporary and deploy a Worker to Cloudflare. This temporary deployment stays live for 60 minutes, during which time you can claim the temporary ac","author":"simonw","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12198005339406692,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610403"},{"id":"1de7cf9e-6d62-47bb-abef-d22da1edeb2e","source":"hackernews","source_id":"48611258","content_type":"comment","title":null,"body_preview":"Looks like Cloudflare still haven't shipped the most valuable possible feature for Cloudflare Workers though: hard billing caps.\nI want to set a cap of $100/month and know, for sure, that if something","author":"simonw","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12198005339406692,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611258"},{"id":"2951128d-262d-4f8b-a487-846e2202461c","source":"hackernews","source_id":"48613052","content_type":"comment","title":null,"body_preview":"dupe\nhttps://news.ycombinator.com/item?id=48576838","author":"slater","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.08112781244591329,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613052"},{"id":"a66dad5d-450e-4d58-8e81-b824539a954d","source":"hackernews","source_id":"48613648","content_type":"comment","title":null,"body_preview":"VMware really damaged their business longterm, as anyone that can transition off, is doing so, and anyone else is planning on it.","author":"OrvalWintermute","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613648"},{"id":"31f6c767-88a7-40f7-9a92-512e95d64527","source":"hackernews","source_id":"48613772","content_type":"comment","title":null,"body_preview":"They're not the only ones pissed off with VMWare [1].\nWhat I don't understand is what prevents them to shop around for alternatives. What is VMWare's very good moat that prevents the competition from ","author":"diego_moita","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613772"},{"id":"562d4d94-7f22-4abf-a761-122ad8ad2472","source":"hackernews","source_id":"48613537","content_type":"comment","title":null,"body_preview":"Negotiating tactic.  Never really makes it to court.","author":"parasubvert","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:15 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613537"},{"id":"76bff90d-dee2-4ca0-bf41-a71636ba034d","source":"hackernews","source_id":"48612152","content_type":"comment","title":null,"body_preview":"Other countries with rising weapons businesses are Ukraine and Iran.\nThe best endorsement for a weapons manufacturer is winning a war against a tough opponent.","author":"Animats","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.14295303337672582,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612152"},{"id":"d6cb4206-ac50-41c3-bde8-8b133fe73c94","source":"hackernews","source_id":"48608753","content_type":"comment","title":null,"body_preview":"Maybe HN should ban words matching \"surpris\" from Titles?\nEven if you are clueless about the international arms trade - South Korea has maintained a huge military for the past 70-ish years, as part of","author":"bell-cot","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608753"},{"id":"640505b1-5942-4a42-8871-b8a0b62a3e0b","source":"hackernews","source_id":"48612782","content_type":"comment","title":null,"body_preview":"South Korea's self-reliance on weapons came straight out of vietnam war, where they were initially sending soldiers with WW2 weapons and became frustrated with the fragile American rifle that were pro","author":"zuzululu","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","polished_first_draft","missing_platform_voice","false_specificity"],"bot_score":0.08845424391555351,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612782"},{"id":"f21eee9b-6bfd-4b52-ae2c-67b000802d9b","source":"hackernews","source_id":"48612159","content_type":"comment","title":null,"body_preview":"This trend has been obvious since at least the Poland deal. Korea gets much more return on its defense dollar manufacturing exportable weapons systems than relying on imports or domestic-only programs","author":"kwillets","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","niche_expertise"],"bot_score":0.3,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612159"},{"id":"771b8df3-9eff-4d4f-acf7-b4bcbd9d403e","source":"hackernews","source_id":"48613194","content_type":"comment","title":null,"body_preview":"Poland I imagine is a tremendous exponent of South Korea’s arms industry.\nI always thought of arms procurement as a tedious and slow process but the Polish/Korean agreements have turned that on its he","author":"Tsiklon","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613194"},{"id":"cbe1d122-836b-4ddd-b74d-e6537a1a9276","source":"hackernews","source_id":"48612438","content_type":"comment","title":null,"body_preview":"This article uses so many words to focus on the political reasons, but completely ignores the primary driver: Cost.\nKorean weapons systems are 40-60% cheaper than their American counterparts.\nThe Kore","author":"tristanj","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","genuine_specificity","platform_fluency","false_specificity"],"bot_score":0.20246444016770918,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612438"},{"id":"4f9caafa-333d-469f-bf8d-09e935808f53","source":"hackernews","source_id":"48613301","content_type":"comment","title":null,"body_preview":"To all the people saying \"it's dangerous to add concurrency to javascript\", javascript has already workers, shared array buffers and atomics. It's entirely possible today to start two or more workers,","author":"curtisblaine","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","strong_opinions","absence_of_ai_signals"],"bot_score":0.1235902344426084,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613301"},{"id":"2df99f6a-448e-446f-b4a8-a5a98d4087a3","source":"hackernews","source_id":"48613177","content_type":"comment","title":null,"body_preview":"This LLM PR description style is getting very tiresome. The obvious signs are the little lists (“not x, not y, not z”) and pompous declarations like this:\n“The bring-up log at the bottom is honest abo","author":"pavlov","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613177"},{"id":"3975df21-1156-4f9d-91c4-af6662f8d629","source":"hackernews","source_id":"48612818","content_type":"comment","title":null,"body_preview":"I like how the page is actually struggling to load due to the sheer amount of bot activity on the PR.\nOn a completely unrelated note, I wonder why Github is always down. Real mystery there.","author":"bakugo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612818"},{"id":"3d1f78df-39a4-40b5-aac3-209c0128a6b5","source":"hackernews","source_id":"48611608","content_type":"comment","title":null,"body_preview":"Imagine somebody doing a drive-by on your repo and dropping a 270k loc PR expecting you to merge it. Bonus points if they can't even put in the 0.001% smidgen of effort to write why they think the PR ","author":"applfanboysbgon","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.08281300045118674,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611608"},{"id":"19809055-c84a-4729-8121-a3c3f01c6050","source":"hackernews","source_id":"48611577","content_type":"comment","title":null,"body_preview":"One of the biggest things preventing software like SQL DB's from being written in TypeScript is the lack of proper threading.\nI genuinely think you could write a competitively-performant multi-threade","author":"gavinray","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","niche_expertise","platform_fluency","absence_of_ai_signals"],"bot_score":0.09888080327097894,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611577"},{"id":"ce4f5fed-a132-4194-9607-6c7086b2d5ca","source":"hackernews","source_id":"48611687","content_type":"comment","title":null,"body_preview":"I am shocked by how good and comprehensive the bun docs & ecosystem is.\nIts so well contained I never need to look outside its ecosystem for basic components. It's a true \"Batteries Included\" runtime.","author":"asxndu","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611687"},{"id":"bde8daf1-f689-482c-a824-fe25885c3d26","source":"hackernews","source_id":"48611663","content_type":"comment","title":null,"body_preview":"This is terrifying. Evidently based on prior art by Mr. Pizlo – indeed, where's the acknowledgement of that?? (edit: I missed it) – but I'm assuming that was never translated into code.\nI love the ide","author":"anematode","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611663"},{"id":"e93b166b-01f3-4edc-9215-1140a5c9594d","source":"hackernews","source_id":"48612800","content_type":"comment","title":null,"body_preview":"For what it's worth: this isn't a PR on mainline WebKit.  The PR is on bun's own fork of WebKit (and JSC), which already has a bunch of their own changes.","author":"tomjakubowski","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612800"},{"id":"12c1ae4c-ddc2-4a78-8c9b-af4d0d02893c","source":"hackernews","source_id":"48612132","content_type":"comment","title":null,"body_preview":"think of all the poor web devs trying to use multiple threads on top of asynchronous operations. wild.","author":"piterrro","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.09869711732707187,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612132"},{"id":"2dda71f8-62b3-4ca6-a3c1-da2afc1d3f74","source":"hackernews","source_id":"48612324","content_type":"comment","title":null,"body_preview":"It’s pretty incredible to me that a mammoth change like this is possible to prototype now using LLMs.\nIt makes me wonder how much of our software stack will become more malleable to big ideas and expe","author":"sothatsit","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612324"},{"id":"7abe1956-e82d-46e4-bf6d-462cafd337aa","source":"hackernews","source_id":"48611504","content_type":"comment","title":null,"body_preview":"Is there a human-authored description of the PR anywhere?\nHow are there not race conditions all over the place?","author":"Retr0id","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611504"},{"id":"b844d98f-5519-4944-949d-cf1715e6aca6","source":"hackernews","source_id":"48613106","content_type":"comment","title":null,"body_preview":"Back when Node was the new kid on the block, the single-threaded async model was justified by pointing out that the major challenge with multithreading was shared memory. It's one of the strong points","author":"gwbas1c","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.11017643081484246,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613106"},{"id":"802ae7cc-1edf-47c7-acc5-384d50480435","source":"hackernews","source_id":"48611758","content_type":"comment","title":null,"body_preview":"The code needs to be not in the state of \"no obvious bugs\", but \"obviously no bugs\". Especially the programming language runtime. Otherwise there is no hope you can sustain any development whatsoever","author":"nasretdinov","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611758"},{"id":"3ec37c4a-fb32-40ef-8db4-7c6cb1ea2a27","source":"hackernews","source_id":"48613742","content_type":"comment","title":null,"body_preview":"This em-dash stricken PR is yet more evidence that the bun project has AI psychosis.\nThe most important feature for a language runtime is reliability. It's the foundation, it should be boring. I need ","author":"zarzavat","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.11359044294405649,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613742"},{"id":"bb13827b-2645-4b6c-a2e9-04d978bf4f3f","source":"hackernews","source_id":"48613414","content_type":"comment","title":null,"body_preview":"Look, I’m not an AI hater, but AI is… not great at multi-threading code. And having it analyse multi-threaded code proves nothing because… it’s not good at multi-threaded code. This isn’t entirely sho","author":"moomin","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","self_reference","platform_fluency"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613414"},{"id":"30558eae-47a3-4731-a084-fc53b9b78a02","source":"hackernews","source_id":"48611447","content_type":"comment","title":null,"body_preview":"I knew it was possible :-)\nhttps://webkit.org/blog/7846/concurrent-javascript-it-can-wo...","author":"pizlonator","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611447"},{"id":"045bd670-a158-4fc0-b4c5-187886d47a30","source":"hackernews","source_id":"48612583","content_type":"comment","title":null,"body_preview":"I wonder if I'm the only one for whom the bun project vanished completely.\nIn software code is only part of the package. Stability and trust are big part of it, too. And for me 1800 files change PRs c","author":"xlii","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.09193175228120477,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612583"},{"id":"e0ae658c-aa55-40a3-9e20-5653e2f55925","source":"hackernews","source_id":"48612763","content_type":"comment","title":null,"body_preview":"Thank you for making this a free tool.\nThere are too many PDF tools that are unnecessarily paywalled, or have a paid tier that don't make any sense.\nWe need more tools from paid ones that should be co","author":"colesantiago","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinion_expressed","absence_of_ai_signals"],"bot_score":0.13175282878088374,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612763"},{"id":"cb029ab8-cb85-4c51-a2f3-76a1858f7425","source":"hackernews","source_id":"48612899","content_type":"comment","title":null,"body_preview":"In the example image, the edge gradient bevels give it away.\nThere might be extra stuff that can be done to remedy that with this tool, but I'm not sure I'd ever use this anyway.","author":"sublinear","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","absence_of_ai_signals"],"bot_score":0.13032665852892475,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612899"},{"id":"09df0565-01c0-4abb-be8e-10f72525b36f","source":"hackernews","source_id":"48611595","content_type":"comment","title":null,"body_preview":"I made this because the online \"make my PDF look scanned\" tools want you to upload your file to their servers, which feels sketchy at best. Also, I wasn't happy with the output they produce, I wanted ","author":"overflowy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.11918192140119452,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611595"},{"id":"567eb9d1-b96e-4268-85a0-e9ea9f7f4c6c","source":"hackernews","source_id":"48612299","content_type":"comment","title":null,"body_preview":"If you’re interested in another suggestion: maybe allow image output too since that seems to be one of the steps in your pipeline? Maybe for some people using the jpg or a png directly is better than ","author":"echoangle","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.10339089160321127,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612299"},{"id":"223f117a-0bd9-454a-bd86-28140055f99d","source":"hackernews","source_id":"48612608","content_type":"comment","title":null,"body_preview":"Is there any good tool that does the opposite — turning scanned documents into clean PDFs? I’ve had that need recently.","author":"carsonye","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612608"},{"id":"1d089b5e-a6f1-4f2f-be84-3c8d916edf7a","source":"hackernews","source_id":"48612193","content_type":"comment","title":null,"body_preview":"I’m all for fun side projects, so don’t take this the wrong way. Does this have a practical use case? Like are people actually wanting to make their PDFs less legible? Usually I’m trying to do the opp","author":"mysterydip","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.0784174497806276,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612193"},{"id":"c9d9e5e7-8f98-41d7-8023-9c0e417d3c9f","source":"hackernews","source_id":"48613541","content_type":"comment","title":null,"body_preview":"But… does it look scanned? https://i.imgur.com/ENKZV7s.png","author":"janoelze","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.2311278124459133,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613541"},{"id":"bc049676-acd1-4a54-874b-8c91562dcd18","source":"hackernews","source_id":"48613014","content_type":"comment","title":null,"body_preview":"I just display the PDF on my monitor and use my phone to take a photo of it. Scanner apps are good at eliminating moire patterns while accentuating the dust on my monitor. It looks highly realistic.","author":"kccqzy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_personality"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613014"},{"id":"70a37ca8-0b8c-4737-b8a2-1640a884c03e","source":"hackernews","source_id":"48612460","content_type":"comment","title":null,"body_preview":"I'm having a similar use case from time to time, I just use imagemagick\nmagick -density 150 input.pdf \\\n  -colorspace Gray \\\n  -virtual-pixel White -background White \\\n  -rotate 0.7 +repage \\\n  -atten","author":"wan888888","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612460"},{"id":"76e65549-a129-4612-840c-d14fd5fc9e36","source":"hackernews","source_id":"48613771","content_type":"comment","title":null,"body_preview":"AI wrote this I presume?\nAnyway, I'm happy with my vitamix, baby-blending and all.","author":"comrade1234","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","personal_opinion_or_experience"],"bot_score":0.12815009970442673,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613771"},{"id":"6c7b3d29-75fe-4641-be0d-eda952123c55","source":"hackernews","source_id":"48613793","content_type":"comment","title":null,"body_preview":"Pretty dark satire. I hope most folks already have a healthy skepticism of corpo speak. And if they don't I'm not sure they'd become more skeptical reading works like this, especially given how verbos","author":"paulryanrogers","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613793"},{"id":"a20b9283-5fad-4835-b02e-157041ae10ee","source":"hackernews","source_id":"48612281","content_type":"comment","title":null,"body_preview":"just added roughly 20 startups, focusing on biotech","author":"shpran","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.20030414200260865,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612281"},{"id":"f1fcb72b-3ba2-40af-9a97-43de9bb017a6","source":"hackernews","source_id":"48612122","content_type":"comment","title":null,"body_preview":"How are you going to take care of the genuineness of the data","author":"anandukch","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612122"},{"id":"af6a9b62-9728-4882-b2bf-58a6c0a8cfbe","source":"hackernews","source_id":"48611463","content_type":"comment","title":null,"body_preview":"Nice initiative. but, I am concerned about the reliability of the data. how are you gonna take care of that?","author":"rkwap","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611463"},{"id":"bcc0bdc5-4b8e-4018-a5b2-b500ed4277b2","source":"hackernews","source_id":"48612655","content_type":"comment","title":null,"body_preview":"I wonder why there are No Micro Companies Yet on the platform?","author":"dineshmendhe","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612655"},{"id":"cab2dd20-6160-43d9-94bb-1310f139b19a","source":"hackernews","source_id":"48612071","content_type":"comment","title":null,"body_preview":"Mobile view is not working on my iPhone. Scroll is messed up and the page is not properly fitting in the view.","author":"LewisVerstappen","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612071"},{"id":"f8948807-3db6-49be-99c0-ff2c11bc817b","source":"hackernews","source_id":"48611725","content_type":"comment","title":null,"body_preview":"I see quite outdated data. Anthropic listed with valuation 18B and latest round at 4b? Just to compare, their real latest round was 65b with valuation 965b.","author":"djvdq","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611725"},{"id":"37e2c5d3-5712-42ba-b884-531fab3610f8","source":"hackernews","source_id":"48611803","content_type":"comment","title":null,"body_preview":"https://news.ycombinator.com/item?id=48572472\nWhy do you ask again for feedback after three days?","author":"sixtyj","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.11008364597043296,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611803"},{"id":"43680fe5-26b5-4f79-8008-fe578568aaa9","source":"hackernews","source_id":"48611490","content_type":"comment","title":null,"body_preview":"It is unclear how I can list my company here. Are small companies coming later?","author":"holistio","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","platform_fluency"],"bot_score":0.09585539288344783,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611490"},{"id":"ef5e18d6-1445-425e-afc1-d166bcba748b","source":"hackernews","source_id":"48612753","content_type":"comment","title":null,"body_preview":"you should link your data to wikidata which will get you free connection back to crunchbase and other sources e.g. https://www.wikidata.org/wiki/Q97041185\nYou could even back some of the data from the","author":"brokensegue","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612753"},{"id":"f7a71cce-629d-4e98-8b25-9b067bcca5c1","source":"hackernews","source_id":"48612385","content_type":"comment","title":null,"body_preview":"you may be relying on AI to do the heavy lifting for you too much. If you are sending out agents, you should have strict rules around the recency of the data they are aggregating. Otherwise, you will ","author":"chirau","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612385"},{"id":"9368eb45-4adf-4685-bf12-62d5d0853368","source":"hackernews","source_id":"48612562","content_type":"comment","title":null,"body_preview":"just added a agent ledger, it shows exactly what the agents were doing during the pipeline, u can find it at the top of the sources tab. (it truncates part of the ledger sometimes though, working on f","author":"shpran","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","platform_fluency"],"bot_score":0.20030414200260865,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612562"},{"id":"02d85b40-bb1c-4b71-8fa4-fcafc1553ee6","source":"hackernews","source_id":"48613282","content_type":"comment","title":null,"body_preview":"a random complain on my part would be the log in with google. hate that. looks great, otherwise. i don't even have a problem creating an account, honestly. but i try to not use the google for anything","author":"pi-victor","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.17498589592716363,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613282"},{"id":"c1a1fe5a-86fc-4002-8b02-14a844462faa","source":"hackernews","source_id":"48612941","content_type":"comment","title":null,"body_preview":"How about expose an API so that users can put the name of a startup and it goes through your AI agent pipeline to acquire an estimate? That way, you don’t need to know every startup under the sun and ","author":"chaidhat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612941"},{"id":"9e275f59-af05-4075-ae6a-dd8c574a8248","source":"hackernews","source_id":"48611148","content_type":"comment","title":null,"body_preview":"It sounds like none of the data will be reliable? Ai and community seems like very little will be true and I will have no idea which part will be true.","author":"dgrin91","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","missing_platform_voice","absence_of_personality"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611148"},{"id":"bcad65f8-d1eb-4248-8931-ad2de26cffc1","source":"hackernews","source_id":"48611329","content_type":"comment","title":null,"body_preview":"I expected the VERIFIED badges to link to some sort of provenance information. That seems like a must, otherwise (given the \"assume everything's incorrect\" disclaimers) I'm not sure why one would take","author":"CharlesW","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.08096736458045857,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611329"},{"id":"8fb1e644-9e79-4cfb-b2e6-1cc8b3742655","source":"hackernews","source_id":"48613745","content_type":"comment","title":null,"body_preview":"Yeah tried my own start up and found nothing. I don't know where your sources come from","author":"androiddrew","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613745"},{"id":"58eef36f-f900-484e-8c50-18a9cefecb09","source":"hackernews","source_id":"48612161","content_type":"comment","title":null,"body_preview":"0 for 10 on some startups (large and small, YC and not) that came to mind.\nIt's easy to scrape YC startups from https://www.ycombinator.com/companies. Scrape that and a dozen other investors' portfoli","author":"tlb","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:14 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612161"},{"id":"19630077-511d-4347-8a80-62b6ddad9a3f","source":"hackernews","source_id":"48612283","content_type":"comment","title":null,"body_preview":"Thanks to free speech, telling people to go fuck themselves is protected expression in the US. I took the liberty.","author":"conartist6","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0.09751066072298041,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612283"},{"id":"17b1d76e-94f7-4cd6-92fc-4a706eb65930","source":"hackernews","source_id":"48611764","content_type":"comment","title":null,"body_preview":"I'm interested to see if this is the whole story[0], but on the surface it sure is infuriating.\n[0] this article and a bsky post by the author of the article are the only sources I can find other than","author":"water-data-dude","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611764"},{"id":"ca3fca0a-d3ef-4122-a2f8-22253b007a32","source":"hackernews","source_id":"48612568","content_type":"comment","title":null,"body_preview":"What's funny is that if you go to the linked site that's meant to be a showcase of the design agency's design skills, you'll see that it's ... pretty shit.\nUgly. Random. Thoughtless.","author":"nilirl","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.08622555716212994,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612568"},{"id":"4b8eaf79-ecef-4a16-b6f8-fd341e19bcb2","source":"hackernews","source_id":"48611747","content_type":"comment","title":null,"body_preview":"Prompt Digital Inc (DBA Qontour) is a Webflow premium partner.\nSo let’s ask Webflow’s public relations dept. how cool are they with the fact their partner is a lier and plagiarist.","author":"sixtyj","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.11008364597043296,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611747"},{"id":"e9c823ba-85bc-425e-9235-07c3c84db5df","source":"hackernews","source_id":"48612713","content_type":"comment","title":null,"body_preview":"I ran into something like this a few months ago. There was this new indie game, Idols of Ash, that had just released and was blowing up on streaming. I googled it and found what looked like a legit si","author":"Jordan-117","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.08085539288344783,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612713"},{"id":"98d191bd-6904-440f-be82-a1de9f030947","source":"hackernews","source_id":"48611674","content_type":"comment","title":null,"body_preview":"AI laundering is going to become a major tactic in all domains. Fiction and nonfiction writing, software, video, music, you name it.\nIt's easy to take GPL software and rewrite it in another language w","author":"echelon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.1285202282163033,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611674"},{"id":"b9903d4f-29d3-4806-a6b7-36cf75320305","source":"hackernews","source_id":"48611700","content_type":"comment","title":null,"body_preview":"This reminds me of when a bunch of cryptobros paid a ludicrous sum for one of the pitch bibles for Jodorowsky's unmade film adaptation of Dune and assumed that owning this rare object gave them licens","author":"egypturnash","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611700"},{"id":"64d327ae-66af-4bcc-84b2-6ec695a15513","source":"hackernews","source_id":"48611761","content_type":"comment","title":null,"body_preview":"I'm playing through the couch co-op game Split Fiction, and this is basically the premise (with more fun gameplay).","author":"david_shaw","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.22075187496394222,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611761"},{"id":"ffb732db-8d0e-4905-b3f3-febb8b298b39","source":"hackernews","source_id":"48612062","content_type":"comment","title":null,"body_preview":"I made up a few words like this myself, all of which rhyme with either orange, purple, or silver.\nhttps://rhymes.pressbin.com\nBut John Koenig's work is really well done and packaged in such a consumab","author":"jawns","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","emotional_authenticity"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612062"},{"id":"e2266f0b-3723-41e9-a642-755ff2560093","source":"hackernews","source_id":"48613652","content_type":"comment","title":null,"body_preview":"The system is kind of working as intended? The publisher sent them a DMCA takedown notice, and since the site failed to take down the offending content, the publisher is fully within their rights to (","author":"phendrenad2","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.12525192868223095,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613652"},{"id":"40095a27-b36e-4c3c-b396-58bbc3eb2b8b","source":"hackernews","source_id":"48611823","content_type":"comment","title":null,"body_preview":"Just to be clear: The bootleg site is pointing to the Amazon listing of the actual book (ISBN 9781501153648, Simon & Schuster, published 2021). The Amazon link is not pointing to an AI slop version of","author":"ilamont","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":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611823"},{"id":"2c40ad67-6b32-496f-b59f-d91d8d1c0f43","source":"hackernews","source_id":"48611908","content_type":"comment","title":null,"body_preview":"I think the affiliate links are fine and the wholesale plagiarism is unlawful at best and likely criminal.","author":"0x59","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611908"},{"id":"f04bd7ed-a954-4484-843a-e7a8a815d6c8","source":"hackernews","source_id":"48613023","content_type":"comment","title":null,"body_preview":"New obscure sorrow unlocked: where you write a book so popular someone copies it all and ends up with a better looking more popular knock off.","author":"uberex","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10752916801331155,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613023"},{"id":"9b5fa39d-e41d-4619-a849-0a13af53f26c","source":"hackernews","source_id":"48612627","content_type":"comment","title":null,"body_preview":"On the list of things that make this possible, AI comes after the anonymity of web sites and of companies (per another comment, Prompt Digital Inc (DBA Qontour) - which is who exactly?), and the fact ","author":"w10-1","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression","natural_digressions"],"bot_score":0.13092575783123125,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612627"},{"id":"70c094a7-dd69-4355-9519-69945bef49e7","source":"hackernews","source_id":"48611620","content_type":"comment","title":null,"body_preview":"This is exactly what DMCA takedowns are actually for.","author":"lambdaone","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611620"},{"id":"bed72c2f-e72e-46c0-8db9-6bedb5365b74","source":"hackernews","source_id":"48611702","content_type":"comment","title":null,"body_preview":"From the article I guess Qontour reproduced the entire text verbatim.\n> it also includes the entire text of the book, from its opening 800-word foreword to a complete archive of all 311 neologisms... ","author":"fwipsy","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","opinion_stance","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611702"},{"id":"6964249e-c11d-44a6-aa3f-8f2d82a90646","source":"hackernews","source_id":"48612087","content_type":"comment","title":null,"body_preview":"A similar thing is happening to me. I worked on something for 3 years which I give away for free to help people and a thief took my software, ran it through ai to rebrand everything and relaunched as ","author":"mcoliver","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612087"},{"id":"94502b97-0c80-4b07-9808-28913ab8fbd5","source":"hackernews","source_id":"48613657","content_type":"comment","title":null,"body_preview":"I've grown to dislike the typical tail measurements completely. What I usually look at these days is what share of unique users experienced an \"unacceptable experience\" over a measurement period inste","author":"perching_aix","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","niche_expertise","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613657"},{"id":"b0e67ae9-df72-4b65-91fc-1c76d69e9dee","source":"hackernews","source_id":"48613656","content_type":"comment","title":null,"body_preview":"Is the formula for E_a[X] trivial? I don't see it immediately...","author":"zaik","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613656"},{"id":"296ad78a-bcaf-43b3-82e2-bf0010ed54a5","source":"hackernews","source_id":"48613655","content_type":"comment","title":null,"body_preview":"This article contains very little substance. Show me the math!","author":"rustybolt","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions","platform_fluency"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613655"},{"id":"8d2e7a93-c470-4975-9b92-692aeddf09ae","source":"hackernews","source_id":"48613590","content_type":"comment","title":null,"body_preview":"Considering other metrics then p99 for user impact is unwise. All users will at some point experience a <1% request, it's not like half of all users will only send requests what will be under your med","author":"trb","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.3,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613590"},{"id":"1cf0b56c-3ce9-4736-bb24-1a5ea9713540","source":"hackernews","source_id":"48612858","content_type":"comment","title":null,"body_preview":"Tldr? Can I use this to benchmark my own CNPG on k8s to see if there is improvement to be made on the deployment?","author":"psc007","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.2749858959271636,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612858"},{"id":"29ac78ec-0a84-4c81-81c5-9ddd68ebc1ff","source":"hackernews","source_id":"48612584","content_type":"comment","title":null,"body_preview":"While it’s important to focus on the backend itself, why don’t anyone focus on the clients which talk to the databases, it is there most of an applications problem starts also in regards to performanc","author":"schultzer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612584"},{"id":"5f0a963e-ef7d-4c33-8492-899cd05493da","source":"hackernews","source_id":"48612891","content_type":"comment","title":null,"body_preview":"If I had ~$10,000k to burn, I would give Claude Code an AWS account and this benchmark and have it generate parameter spaces and optimize the configuration for transaction processing by just changing ","author":"datadrivenangel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612891"},{"id":"ce9a2c72-1590-4012-bf21-25ca68d67a09","source":"hackernews","source_id":"48612873","content_type":"comment","title":null,"body_preview":"I was just looking for something like this. I think there is a lack of benchmarks between Postgres cloud instances across different clouds. They all offer the same features mostly and cost about the s","author":"aurareturn","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_expression","opinion_stance"],"bot_score":0.12261757614705895,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612873"},{"id":"fc1c0816-390f-4dfe-869a-fa661d6acecb","source":"hackernews","source_id":"48612413","content_type":"comment","title":null,"body_preview":"I'm curious to know how PlanetScale Postgres would fare.","author":"whitepoplar","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.41176470588235287,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612413"},{"id":"801cf3f5-cf3b-46b3-ae01-5f91a1439d56","source":"hackernews","source_id":"48613073","content_type":"comment","title":null,"body_preview":"It would be interesting to see vanilla postgres on a VPS and vanilla postgres on a bare metal server included too.  I understand it's apples and oranges, but would it be slower, would it be faster, by","author":"cuu508","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613073"},{"id":"e331b884-0608-470c-8169-f48fae587384","source":"hackernews","source_id":"48613735","content_type":"comment","title":null,"body_preview":"My 2 cents:\n> Each run lasts 10 minutes, long enough to move past warmup and capture stable throughput\nBut short enough not to show the effect of checkpoints (which is quite noticeable). It's not repr","author":"ahachete","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613735"},{"id":"81ae85d3-1bf3-4f3b-b0e0-d3ff9e554ba4","source":"hackernews","source_id":"48611473","content_type":"comment","title":null,"body_preview":"I thought it would have something to do with Weird Al. Oh well","author":"dosisking","classification":"human_created","confidence":0.85,"indicators":["terse_replies","natural_digressions","absence_of_ai_signals"],"bot_score":0.142816013717186,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611473"},{"id":"4a4031a4-581f-413d-b6d7-df5b8361389d","source":"hackernews","source_id":"48611181","content_type":"comment","title":null,"body_preview":"Neat, it would be cool if it also worked on the Quest.","author":"lorecore","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.15188716116322873,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611181"},{"id":"61351d71-bcba-4f7b-873c-4ea86d9f5947","source":"hackernews","source_id":"48611310","content_type":"comment","title":null,"body_preview":"On that note, anybody has rayneo air4 pro working with x11?","author":"sourcegrift","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.0955968053696142,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611310"},{"id":"63ded375-32a2-4bf7-9f2c-bb29ecb83d4b","source":"hackernews","source_id":"48611946","content_type":"comment","title":null,"body_preview":"Interesting. I wonder if it's based on Xorg or something else","author":"yjftsjthsd-h","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.12142900607209572,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611946"},{"id":"450343c6-cea1-48a9-86f4-fade0dc8ad02","source":"hackernews","source_id":"48611155","content_type":"comment","title":null,"body_preview":"WayVR is also worth checking out, if you're interested in using a native x11/Wayland desktop with a headset on Linux: https://github.com/wayvr-org/wayvr","author":"bigyabai","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10810279699108506,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611155"},{"id":"96fd0314-a5de-4206-a5e9-78db106e67d4","source":"hackernews","source_id":"48612668","content_type":"comment","title":null,"body_preview":"May I ask what the recommendation is at the moment if I want a Linux AR headset that can take prescription lenses (or accommodate glasses)? I'd like to write my own code but not have to beg somebody e","author":"exe34","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","genuine_specificity"],"bot_score":0.25,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612668"},{"id":"0a44dcd2-40a2-49d8-a383-641ae6959793","source":"hackernews","source_id":"48613571","content_type":"comment","title":null,"body_preview":"Very creative!\nDoes anyone else besides me suspect X11 will outlive visionOS?","author":"rezmason","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613571"},{"id":"f6f6e03a-d9d9-4097-b81a-71a8cf70581b","source":"hackernews","source_id":"48611409","content_type":"comment","title":null,"body_preview":"I can't believe the screenshot isn't running xeyes. At least it is TWM.","author":"thx67","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611409"},{"id":"b26d63f1-fec5-4925-b105-960b72df7075","source":"hackernews","source_id":"48611168","content_type":"comment","title":null,"body_preview":">3D in 2D in 3D. OpenGL clients can use GLX rendering over X11. Compatibility varies, as it did in the 2000s.\nMade me chuckle. I think at one point in my life I actually knew which exact GL versions a","author":"fp64","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions","absence_of_ai_signals"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:13 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611168"},{"id":"8e63a909-31c5-4bce-9c7b-7eab7a4b215f","source":"hackernews","source_id":"48613297","content_type":"comment","title":null,"body_preview":"Are all happy families alike?\nhttps://en.wikipedia.org/wiki/Anna_Karenina_principle","author":"turtleyacht","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.16660201994637874,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613297"},{"id":"8d2a72ec-0c25-43a2-bf08-cb07a2b28b61","source":"hackernews","source_id":"48612743","content_type":"comment","title":null,"body_preview":"It’s too bad they had to use a weird scrolling effect instead of just having a normal article.","author":"cebert","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.12349804987339338,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612743"},{"id":"c1bb1dbb-2c97-4928-b9e2-eb683094c2d2","source":"hackernews","source_id":"48611061","content_type":"comment","title":null,"body_preview":"If it's the game I'm thinking of, floppy copies were going around my middle school in France at the time but this was a game that without the manual, good luck even getting the plane off the ground. I","author":"bigmattystyles","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611061"},{"id":"68a20c08-f8e2-4a8c-a949-04419a40f50d","source":"hackernews","source_id":"48610160","content_type":"comment","title":null,"body_preview":"I posted this to twosopbts.com so that one more retro gaming community will know of the call","author":"mikerg87","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610160"},{"id":"8c2c4bf0-1ae3-4481-a388-c03746a9561f","source":"hackernews","source_id":"48610523","content_type":"comment","title":null,"body_preview":"I've played this game so much on a Laser (Dutch computer brand) 286 with VGA monochrome screen, in the early '90s.","author":"louwrentius","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610523"},{"id":"46756907-639f-44d0-afda-1bc7a5a076a9","source":"hackernews","source_id":"48610545","content_type":"comment","title":null,"body_preview":"Man I loved this game.  My friend and I would split responsibility and share the keyboard.  One did the firing other the navigating","author":"smrtinsert","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.09268466201185348,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610545"},{"id":"d2b989eb-71b5-40f6-bbbd-f9db0272eaf8","source":"hackernews","source_id":"48611096","content_type":"comment","title":null,"body_preview":"I never played this, but I did play Janes F/A-18, was a great game","author":"shdh","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.125,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611096"},{"id":"8ae865dc-1c59-4143-a747-ab1995978002","source":"hackernews","source_id":"48611724","content_type":"comment","title":null,"body_preview":"Many hours expended on building up doppler maps in flight to use to shoot SLAMs with. An excellent sim along with Digital Integrations' Tornado which really needs a reboot.","author":"howard941","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611724"},{"id":"4658ef1f-5c30-49fb-bf5c-c49767f57a0d","source":"hackernews","source_id":"48610353","content_type":"comment","title":null,"body_preview":"Does AI fit well in trying to reason about the structure of a decompiled project when you lack symbol names?\nThis isn’t my wheelhouse but I was surprised just how well AI could figure out the intent o","author":"Waterluvian","classification":"ai_generated","confidence":0.85,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.1380487452985774,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610353"},{"id":"7b169a4c-9dc5-4f77-8e09-f6b6f81f7648","source":"hackernews","source_id":"48610524","content_type":"comment","title":null,"body_preview":"Oh, this was one that I played a lot as a kid! (Alongside F-19 Stealth Fighter, F-117A Nighthawk Stealth Fighter - the two that apparently came before and after this game - TIL, and to a lesser extent","author":"imrehg","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610524"},{"id":"c32796e4-65d8-472c-b6f3-f380dc7f6c79","source":"hackernews","source_id":"48612735","content_type":"comment","title":null,"body_preview":"Noob question. I really hope this doesn't come across as negativity.\nI love that people spend time on making old games work, but why do people decompile games that can be emulated by DOSbox or the lik","author":"taffydavid","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0.13389786113309324,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612735"},{"id":"3af9b57e-bbb8-41f3-a970-472e26888f18","source":"hackernews","source_id":"48613313","content_type":"comment","title":null,"body_preview":"This story is now on Youtube: https://youtu.be/aIPKkOpIiF8","author":"coolwulf","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.0837311009474962,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613313"},{"id":"1027b11c-1283-49de-9af7-d2e2cc020aae","source":"hackernews","source_id":"48613599","content_type":"comment","title":null,"body_preview":"Communities for these old games do an incredible job securing the four freedoms for their favourite titles, and it's truly inspiring. Great work.","author":"_jackdk_","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","missing_platform_voice"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613599"},{"id":"a06498f7-48ac-4c73-84ce-5721adb3e638","source":"hackernews","source_id":"48611299","content_type":"comment","title":null,"body_preview":"It’s ridiculously easy to port games now.\nhttps://robin.tooclever.org took less than a day in API time","author":"gmerc","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611299"},{"id":"4b54d51d-479f-4bab-9f3b-0e257b9a82d0","source":"hackernews","source_id":"48609943","content_type":"comment","title":null,"body_preview":"Playable DOS version available\nFirst step was the full reverse to assembler, second step is to convert the assembler to binary equal compiled C code, all this still on DOS until no assembler code is l","author":"LowLevelMahn","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.28801287208366855,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609943"},{"id":"fcba413a-1283-49dd-9b55-f4447343a496","source":"hackernews","source_id":"48613588","content_type":"comment","title":null,"body_preview":"The power to send mass messages to a whole country is the worst thing google/apple have given to governments across the world.","author":"jpablo","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","absence_of_ai_template_phrases","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613588"},{"id":"982b1fe2-3684-417e-9f4b-d009ddf361ef","source":"hackernews","source_id":"48613152","content_type":"comment","title":null,"body_preview":"Of all the messages they could have sent they chose the most boring.","author":"mseepgood","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613152"},{"id":"40c258e2-dc3e-4538-8ac5-41427a1cfe19","source":"hackernews","source_id":"48613471","content_type":"comment","title":null,"body_preview":"There was a Larry Niven story where if you tried to call a certain guy, every phone in South America would ring instead.  Anyone remember which story it was?  The phone thing was just a throwaway line","author":"throwaway81523","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","terse_replies"],"bot_score":0.11421965203355026,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613471"},{"id":"f24b6fb8-f28c-4ba5-b461-736f4e943e26","source":"hackernews","source_id":"48613361","content_type":"comment","title":null,"body_preview":"Not “unauthorized”, but previous cellular alert false alarms:\nhttps://www.ctvnews.ca/toronto/article/mistaken-pickering-on...\nhttps://en.wikipedia.org/wiki/2018_Hawaii_false_missile_aler...\nOk, hacker","author":"Scoundreller","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613361"},{"id":"9cf769c5-1900-415e-af76-645fe13683e1","source":"hackernews","source_id":"48613527","content_type":"comment","title":null,"body_preview":"TBH phones in Poland allow to call you \"from\" an arbitrary number (i.e. display it on your phone). Also send SMS with arbitrary source.\nThis is being used by scammers who call you and tell they are fr","author":"p0w3n3d","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","specific_example"],"bot_score":0.12553058890278804,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613527"},{"id":"cb7c2d73-8b30-43f3-bddc-53d1707ec7d5","source":"hackernews","source_id":"48609104","content_type":"comment","title":null,"body_preview":"Show HN: from the dev (who's also in here, maybe a title update) https://news.ycombinator.com/item?id=48571117","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609104"},{"id":"30803ba2-2517-45ab-b78a-87dfb5e1eb6f","source":"hackernews","source_id":"48608744","content_type":"comment","title":null,"body_preview":"Seems like you get stuck on corners and it really doesn't like running up/down slopes, neat though.","author":"stoobs","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608744"},{"id":"4916e451-2366-46e7-8be0-7ef98f133685","source":"hackernews","source_id":"48610038","content_type":"comment","title":null,"body_preview":"I still play quake (world) to this day. I just can't quit it.","author":"boredemployee","classification":"human_created","confidence":0.85,"indicators":["terse_replies","strong_opinions","absence_of_ai_signals"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610038"},{"id":"b8c03e8d-3a8a-4937-b27f-ca8d4fef2e08","source":"hackernews","source_id":"48610118","content_type":"comment","title":null,"body_preview":"Wow, this is impressive. 60FPS, MacBook Air M1. I was instantly hooked and so much nostalgia.","author":"aggregator-ios","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48610118"},{"id":"dfee667e-a8ee-42b1-9e8d-54922b9be6e1","source":"hackernews","source_id":"48609542","content_type":"comment","title":null,"body_preview":"Amazing and impressive use of CSS. But at the same time, makes me appreciate what feat Carmack achieved 30 years ago on early Pentiums.","author":"crimsonnoodle58","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","historical_reference"],"bot_score":0.08506075369070823,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609542"},{"id":"bcfbda1e-8967-46a8-83f6-8e563b0ddace","source":"hackernews","source_id":"48611540","content_type":"comment","title":null,"body_preview":"I noticed my cursor was continuously sliding upward first in Neal.fun's latest canvas multiplayer game and I experienced it here as well. Anyone else see this behavior?\nAnd maybe a skill issue but I w","author":"elinear","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611540"},{"id":"786bcf72-6d42-4acb-bec5-0519d77713bc","source":"hackernews","source_id":"48608693","content_type":"comment","title":null,"body_preview":"Nice, but the view keeps clipping out to far ahead of the map (but the character seems to still be in its original position as I can die from monsters). It snaps back in place when I shoot.\nedit: both","author":"gpderetta","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.19275206830425784,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608693"},{"id":"e1097651-56de-49ac-a618-d47156ff2188","source":"hackernews","source_id":"48611472","content_type":"comment","title":null,"body_preview":"Wow this is really awesome. Really really smooth. It's insane how after 25 years or so my muscle memory is still intact.","author":"glerk","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","personal_experience"],"bot_score":0.08143628711735898,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611472"},{"id":"5dd228f3-a773-45aa-8a22-db8459ee6fe4","source":"hackernews","source_id":"48608957","content_type":"comment","title":null,"body_preview":"Very cool. I wonder what the limitations are? I see the dog I shot is floating in the air. Is that maybe a CSS thing or is it fixable?","author":"sgt","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.1333286376985734,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608957"},{"id":"d7f33ad7-c232-4547-9892-7d6449061875","source":"hackernews","source_id":"48611849","content_type":"comment","title":null,"body_preview":"Though this is impressive, I think this is something that should not be possible with a declarative styling language","author":"ulrischa","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.134195970177754,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611849"},{"id":"0d490000-8b24-4d7b-bf2d-4f1e7c91d23d","source":"hackernews","source_id":"48608703","content_type":"comment","title":null,"body_preview":"Is this a rip from\nhttps://github.com/NielsLeenheer/cssDOOM","author":"edwinjm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.2444444444444444,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608703"},{"id":"242fe469-9851-46bc-9a3e-151700754295","source":"hackernews","source_id":"48608853","content_type":"comment","title":null,"body_preview":"As someone who passionately and ardiently hates prolifiration of this set of _hacks on top of hacks_ called CSS (and CSS/JS/HTML aka Web-stack), I must say this is good and valid use case for CSS. :)","author":"divan","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.125,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48608853"},{"id":"e10d1f06-8fd9-4b1d-a1e1-1f21c89125f4","source":"hackernews","source_id":"48609255","content_type":"comment","title":null,"body_preview":"This is the first thing I've seen on the intertubes for a /long/ time which genuinely makes me smile, thank you op.\nChecked out https://cssdoom.wtf/ and loved it too, both are far lighter than current","author":"jojogeo","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","imperfect_expression","cultural_references"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609255"},{"id":"8bb0c32e-85bf-466d-8a64-c09cb6c53652","source":"hackernews","source_id":"48609551","content_type":"comment","title":null,"body_preview":"Impressive. I guess this isn't only the renderer made to use CSS but also a full recreation of the engine and logic right? My guess is because a bunch of things do not behave like the original game, e","author":"badsectoracula","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609551"},{"id":"5649212d-862b-4f5f-a75a-2137eb4dbefd","source":"hackernews","source_id":"48609598","content_type":"comment","title":null,"body_preview":"This is an awesome achievement, but I can't help but notice that Quake ran smoother on my Pentium-133 PC in the 90s than it runs on my Mac M1 Pro...","author":"jedberg","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.11396749069102782,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48609598"},{"id":"d2e700f0-199a-42a0-8f2c-3635a747a600","source":"hackernews","source_id":"48613086","content_type":"comment","title":null,"body_preview":">This largely depends on whether you own or rent your hardware. At $40,000 per B200, your lifetime cost per user is 40_000/num_users.\nIn the 100% duty cycle case (worst for cost), that's 6k$ per user.","author":"smalltorch","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","missing_platform_voice","genuine_specificity"],"bot_score":0.2594187349709245,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:12 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613086"},{"id":"8781c304-65ae-4bff-8219-3d0f2fe19d82","source":"hackernews","source_id":"48611231","content_type":"comment","title":null,"body_preview":"Off-topic, but also the title of the first album of the progressive supergroup Transatlantic.","author":"cloud8421","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611231"},{"id":"8565d23d-708e-453f-8455-513650416190","source":"hackernews","source_id":"48612447","content_type":"comment","title":null,"body_preview":"Remember buying the 430.10 standard pdf back in the days in order to build subreader.io's cinema integration. Nice that it is openly available now!","author":"andersthuesen","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_expression"],"bot_score":0,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48612447"},{"id":"49368e5a-f177-4101-af72-55b06361adcb","source":"hackernews","source_id":"48611757","content_type":"comment","title":null,"body_preview":"From [1],\n>This move is part of a broader effort to modernize the organization's Standards development and publication processes. Recent initiatives include:\n>Adopting GitHub-based workflows for versi","author":"ksec","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611757"},{"id":"7260d6fe-808e-423b-a5dc-114bdb8e40df","source":"hackernews","source_id":"48611038","content_type":"comment","title":null,"body_preview":"I don't understand why any standards body would consider not doing this as a default.","author":"geerlingguy","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611038"},{"id":"b750f3a7-1618-498b-a099-02696a2ca02a","source":"hackernews","source_id":"48611224","content_type":"comment","title":null,"body_preview":"At last. It's time the whole would gets on board with open standards that are truly open, and there is explosive devopment going on in the world of new approaches to media production and distribution ","author":"lambdaone","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.10354633539909272,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48611224"},{"id":"8ef2a019-7a43-4a7f-b996-5231012efadc","source":"hackernews","source_id":"48613729","content_type":"comment","title":null,"body_preview":"I honestly find this a little deranged. I’ve read some AI generated prose before and it’s… boring. It tends to be the mathematical average of all stories, with plots that are heavy on cliche and trope","author":"api","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","natural_digressions","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Sat Jun 20 2026 23:00:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48613729"},{"id":"ecc8314f-3092-42fc-9b5b-1eb43e62e66d","source":"hackernews","source_id":"48613784","content_type":"comment","title":null,"body_preview":"It's one of the reasons I don't want to update my free book about Ruby: https://leanpub.com/rubyisforfun - written by a human, and will stay the same forever I think. 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The Oxford comma in that looked into. When they moved my body in contortion to Mario or Tetris... 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linkedi","author":"EndlessMason","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@EndlessMason/116779094724848849"},{"id":"6be93222-8801-40cf-8db9-1b5b9d4187a5","source":"mastodon","source_id":"hachyderm.io:116779101679330300","content_type":"post","title":null,"body_preview":"Mrs. DOGEfire\n\n#MakeAGoodCharacterBad #HashTagGames","author":"smurthys","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.3941899240461874,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal 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third possibility is that they are just lying and trying to flog excess stock. Still suggests a broken model though.","author":"chris_e_simpson","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@chris_e_simpson/116779114446551317"},{"id":"d543249b-4515-45a6-9e56-120b7dc99a70","source":"mastodon","source_id":"hachyderm.io:116779134910692338","content_type":"post","title":null,"body_preview":"“Surely this time should do the trick,” I reassure myself after hitting this button for the 293rd time this month on the exact same call/message","author":"erikk","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@erikk/116779134910692338"},{"id":"440ee744-ee23-4d03-99c9-1a9a5d019a67","source":"mastodon","source_id":"hachyderm.io:116779136526164655","content_type":"post","title":null,"body_preview":"goddammit I really want a taco and I'm not even hungry. 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Not sure whether to rock out or feel old.","author":"jackbrewster","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","cultural_references","platform_fluency"],"bot_score":0.38588643704351444,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@jackbrewster/116779161701138681"},{"id":"89ba2c3c-2e7a-4f4e-bccb-a3982817c9e9","source":"mastodon","source_id":"hachyderm.io:116779163473010180","content_type":"post","title":null,"body_preview":"A 200+ years old wooden window with exquisite carving. The paint/polish is recent. 🪟\n\n(Sep. 10, 2025, Krishnapura Matha, #Udupi #India)\n\n#phitography #amateur #FensterFreitag #WindowFriday #window","author":"smurthys","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","terse_replies"],"bot_score":0.3941899240461874,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@smurthys/116779163473010180"},{"id":"cd66b8b4-a8a2-450c-9bfa-b60643905cc9","source":"mastodon","source_id":"hachyderm.io:116779193339307393","content_type":"post","title":null,"body_preview":"@gruber I have an Apple TV and also support family members on Roku and Google TV devices. I prefer the  Apple TV box but for parents who like over the air channels plus streaming I think the Roku is b","author":"jieves","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@jieves/116779193339307393"},{"id":"6cc87247-fcc2-4444-bdd4-f81eed989ff4","source":"mastodon","source_id":"hachyderm.io:116779193438806327","content_type":"post","title":null,"body_preview":"Mifght spend a day working on lucidSupport tomorrow. 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As one priv","author":"tankgrrl","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.31611050688442976,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@tankgrrl/116779202255370731"},{"id":"446b8261-2093-4b13-b331-5c08ec1112d4","source":"mastodon","source_id":"hachyderm.io:116779211609113498","content_type":"post","title":null,"body_preview":"One dead and 11 very seriously injured in Bedford train crash as police declare major incident\nhttps://www.bbc.com/news/live/cy8dy2pr8ymt \n\n#trains #England","author":"rationaldoge","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4202207616098694,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@rationaldoge/116779211609113498"},{"id":"025bca00-5730-4327-8a6c-d149c36c0aa0","source":"mastodon","source_id":"hachyderm.io:116779257015192326","content_type":"post","title":null,"body_preview":"@hazel you watched it right? :neofox: (more in-depth post at some point)","author":"amadaluzia","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@amadaluzia/116779257015192326"},{"id":"05c55b3c-b5e3-4572-854e-6b6accf917a3","source":"mastodon","source_id":"hachyderm.io:116779260247073084","content_type":"post","title":null,"body_preview":"Remember Qatar's Boeing 747 \"gift\" to Trump? That was soooo many grifts ago. 🥹\n\nhttps://us.cnn.com/2026/06/19/politics/trump-plane-air-force-one\n\n#corruption #AirforceOne #AirfarceOne #Boeing #Qatar","author":"smurthys","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","emotional_authenticity","natural_digressions","opinion_stance"],"bot_score":0.3941899240461874,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@smurthys/116779260247073084"},{"id":"0939ef83-b61d-47b3-a7c5-04779b8d3f06","source":"mastodon","source_id":"hachyderm.io:116779269547774850","content_type":"post","title":null,"body_preview":"How #microplastics are likely helping to heat up the planet\nA new study indicates that minuscule pieces of plastic — particularly ones of various colors — are contributing to heating the atmosphere\nMi","author":"BenjaminHCCarr","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","original_commentary_around_quotes","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@BenjaminHCCarr/116779269547774850"},{"id":"cb93bdd4-5047-4ba4-8ac0-ed0f02cb9d91","source":"mastodon","source_id":"hachyderm.io:116779299007682897","content_type":"post","title":null,"body_preview":"Procedural generation is (not exclusively) a never-ending rabbit hole of possibilities to explore (as a developer).","author":"c0dec0dec0de","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@c0dec0dec0de/116779299007682897"},{"id":"430aa9d0-1ff2-4e4d-920b-5b7c02167c8f","source":"mastodon","source_id":"hachyderm.io:116779301095020115","content_type":"post","title":null,"body_preview":"That’s a relief https://www.rte.ie/news/newslens/2026/0619/1579351-sun-earth/","author":"santoshhari","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.35401027215894826,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://hachyderm.io/@santoshhari/116779301095020115"},{"id":"c065d713-9260-4f8e-b191-0a102d7f7e50","source":"mastodon","source_id":"hachyderm.io:116779308900543252","content_type":"post","title":null,"body_preview":"Seeing @kalleboo lug a Mitsubishi CRT home from HardOff reminded me that I have my parents old 27” Mitsubishi TV in my garage. 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Intercom was originally built to be a CRM that happened to also be good for Customer Service and leaned into the latter.  But it's still","author":"grumpasaurus","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","imperfect_expression"],"bot_score":0.37334083224822023,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@grumpasaurus/116779230504738909"},{"id":"a14efc6e-0554-4d19-a53a-9275d45249b6","source":"mastodon","source_id":"infosec.exchange:116779232346392991","content_type":"post","title":null,"body_preview":"A genuine question for those who follow my blog:\n\nIs there anything I could be doing differently to make my posts more engaging, useful, or shareable?\n\nDifferent topics? Shorter posts? Better titles? 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Check out today’s curated playlist for pros & learners alike. ⚡ https://www.youtube.com/playlist?list=PLXqx05yil_mf1_uAWBDeE57e5llbPBa9O\n#Hacking #CyberDefense #Z","author":"rootshellonline","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.4467120181405896,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://infosec.exchange/@rootshellonline/116779273151977457"},{"id":"1e1f0271-690e-4e02-b602-9faa03c7bc4b","source":"mastodon","source_id":"infosec.exchange:116779278481929064","content_type":"post","title":null,"body_preview":"I've got to say, this new medication is definitely doing it's job and I feel so much better, but the end of day lupus fatigue is still as brutal as before. I just handle it better. 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I'm fascinated to know how it works.","author":"Kneewax","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_curiosity","terse_reply"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@Kneewax/116778803361736325"},{"id":"f28f5caf-eea1-4ea1-97f7-7f77250c4f8a","source":"mastodon","source_id":"fosstodon.org:116778811717539923","content_type":"post","title":null,"body_preview":"the emperor has no clothes\n\nseems like open ai models have reached the frontier qualities of opus 4.8 and gpt 5.5\n\nhttps://youtu.be/DA2E8szXjoA\n\ncould have massive implications. i hope it and other op","author":"Logical_Error","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0.34040148962961214,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@Logical_Error/116778811717539923"},{"id":"1d190680-4ef8-45b6-a106-1473809ca22b","source":"mastodon","source_id":"fosstodon.org:116778825223226495","content_type":"post","title":null,"body_preview":"A #lifehack for all my #grayjay enjoyers: if you press the download icon on the Watch Later playlist, any video that you add to it (by pressing the little clock icon on a video) will get automatically","author":"mawkler","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.4920634920634921,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@mawkler/116778825223226495"},{"id":"4f14cf84-d174-4840-9aa9-5ed2e0408eb4","source":"mastodon","source_id":"fosstodon.org:116778833344520071","content_type":"post","title":null,"body_preview":"I love #grayjay's ability to download videos so much. 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Thank you Alex at p","author":"krisfreedain","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency"],"bot_score":0.3755784865064759,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@krisfreedain/116779069601139206"},{"id":"40e63e1b-3673-4af4-aedb-5b6e257bb98b","source":"mastodon","source_id":"fosstodon.org:116779071555628182","content_type":"post","title":null,"body_preview":"I think I can understand how coal rolling got popular amongst the dim-witted in USA.\n\nThey're jealous of hybrids only using 4 gallons of fuel per week (my own numbers; that gets me over 200 miles), ye","author":"yakkoj","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.3348998123196282,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@yakkoj/116779071555628182"},{"id":"dce7bd65-4029-43e2-8c91-c164a33325be","source":"mastodon","source_id":"fosstodon.org:116779093398700379","content_type":"post","title":null,"body_preview":"Good thing I checked the work firewall VM, because 4GB is not enough to run OPNsense without risking swapping.\n\nSo I bumped it up to 8GB and it's looking a lot better.\n\n(pumped the 2 VLANs I had on a ","author":"yakkoj","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions","imperfect_expression"],"bot_score":0.3348998123196282,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@yakkoj/116779093398700379"},{"id":"4fa1e47b-59c7-486f-be88-cfa4ce613dbd","source":"mastodon","source_id":"fosstodon.org:116779105993563135","content_type":"post","title":null,"body_preview":"Any last minute voters? It's looking like Good Luck, Have Fun, Don't Die is taking it. I'll probably end up watching The Void as well afterwards.","author":"btp","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","terse_replies"],"bot_score":0.3165915223317176,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@btp/116779105993563135"},{"id":"f673aae7-1bfc-4d94-8b26-4b665f283d85","source":"mastodon","source_id":"fosstodon.org:116779108963047821","content_type":"post","title":null,"body_preview":"OPNsense and UniFi are the two heaviest VMs because they're both running somewhat sophisticated web front-ends, and OPNsense is running several other services, while UniFi has mongodb, redis (I think)","author":"yakkoj","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","imperfect_expression","platform_fluency"],"bot_score":0.3348998123196282,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@yakkoj/116779108963047821"},{"id":"36e9b952-bf18-4aec-9f4c-863e97d0601c","source":"mastodon","source_id":"fosstodon.org:116779110694152745","content_type":"post","title":null,"body_preview":"I've been using a spec first LLM dev model for about a year now, it's evolved quite a bit.\n\nI recent got around to converting the process to live behind skills. \n\nhttps://github.com/cwensel/rdr/blob/m","author":"cwensel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@cwensel/116779110694152745"},{"id":"a2c558bf-a81f-49b2-b0af-046bb321a927","source":"mastodon","source_id":"fosstodon.org:116779129393046954","content_type":"post","title":null,"body_preview":"Before the Corolla, I was using twice the fuel in less than a week, getting only about 160 miles before half-tank.  That \"over 200\" (it was 213 this week) doesn't even take me down to half (of a small","author":"yakkoj","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","self_reference","imperfect_expression"],"bot_score":0.3348998123196282,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@yakkoj/116779129393046954"},{"id":"4d18b0ed-dc06-4e1d-83cc-d764253dd070","source":"mastodon","source_id":"fosstodon.org:116779143652435619","content_type":"post","title":null,"body_preview":"From Australia to Europe, countries move to curb children's social media access | Hacker News\nhttps://news.ycombinator.com/item?id=48597668","author":"rfc2549","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.3932062501545335,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@rfc2549/116779143652435619"},{"id":"0d2d4cfd-155a-40b8-9a15-a1c829933509","source":"mastodon","source_id":"fosstodon.org:116779225619703073","content_type":"post","title":null,"body_preview":"Folks have to hear me talk about K-Pop enough, so here’s a little something for Pride.\n\nhttps://youtu.be/hvbOq52XDaA?is=uIu-4Xi4shE0QO9h","author":"kojoidrissa","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.401611160637019,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@kojoidrissa/116779225619703073"},{"id":"323fda8b-3810-4ef3-b3c8-00814702ab02","source":"mastodon","source_id":"fosstodon.org:116779250972049085","content_type":"post","title":null,"body_preview":"Spending a billion on OpenAI. Check. Hiring a bunch of AI developers and cutting the bonus of your rank-and-file. Check. Failing to produce anything and falling back to a cheap Open Source AI. Check.\n","author":"kdkorte","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.28177386919485325,"content_class":null,"collected_at":"Fri Jun 19 2026 23:30:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://fosstodon.org/@kdkorte/116779250972049085"},{"id":"12c5ee6a-42a3-414c-bafd-2069378ed05e","source":"reddit","source_id":"t1_oso3u61","content_type":"comment","title":null,"body_preview":"Now let's try this one more time. Who's on first? Yes!","author":"BadmiralHarryKim","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","natural_digressions"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Jun 19 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uaencg/til_that_an_unknown_man_has_been_held_in_canadian/oso3u61/"},{"id":"5e26e5d5-a041-4820-abfa-7c71e24e8c79","source":"reddit","source_id":"t1_oso3vex","content_type":"comment","title":null,"body_preview":"Fox 59 did a segment today on this in honor of Juneteenth. I did some further reading and came upon this explanation in the article linked.","author":"TrustMeIaLawyer","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uafu44/til_indianapolis_is_nicknamed_naptown_due_to_its/oso3vex/"},{"id":"5f1989b1-ce49-47f9-aa8a-82fce4142127","source":"reddit","source_id":"t1_oso3vli","content_type":"comment","title":null,"body_preview":"Makes me think of this classic. Some people would love prison at least in the abstract","author":"alwayzbored114","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uaencg/til_that_an_unknown_man_has_been_held_in_canadian/oso3vli/"},{"id":"00380c5a-8b3d-4780-83ec-b27f39610f73","source":"reddit","source_id":"t1_oso3zg6","content_type":"comment","title":null,"body_preview":"apparently not the first time. from wikipedia: see also * Michael Mvogo, a Cameroonian man previously held in Canada under similar circumstances","author":"RichoDemus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uaencg/til_that_an_unknown_man_has_been_held_in_canadian/oso3zg6/"},{"id":"dce1281e-9f8c-47c1-bbfa-de96702e6c2a","source":"reddit","source_id":"t1_oso3zqc","content_type":"comment","title":null,"body_preview":"> not to fuck on the ship Womp womp, Glad I didn’t join when I was younger.","author":"I_lenny_face_you","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uaencg/til_that_an_unknown_man_has_been_held_in_canadian/oso3zqc/"},{"id":"b5f19ce8-1092-46ce-8e24-86d282a1657d","source":"reddit","source_id":"t1_oso3zw9","content_type":"comment","title":null,"body_preview":"yeah this is one of those cases where two cities just decided to share the same nickname and confuse everyone for no reason","author":"Either_Variety3291","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uafu44/til_indianapolis_is_nicknamed_naptown_due_to_its/oso3zw9/"},{"id":"6a872b37-4654-4f63-87da-cdaca243858c","source":"reddit","source_id":"t1_oso3zwh","content_type":"comment","title":null,"body_preview":"Thinkin’ back on when I was a little nappy headed boy.","author":"Captain-Cadabra","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Fri Jun 19 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uafu44/til_indianapolis_is_nicknamed_naptown_due_to_its/oso3zwh/"},{"id":"748b036e-141a-4f34-865f-93e9dab09968","source":"reddit","source_id":"t1_oso42o3","content_type":"comment","title":null,"body_preview":"Ahhh, thanks! Never heard the term before (fortunately, lol)","author":"RyanB_","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uaexsv/til_chinese_checkers_originated_in_germany_as_a/oso42o3/"},{"id":"85eef661-c59b-4674-ae92-7fa47efc2c68","source":"reddit","source_id":"t1_oso43a3","content_type":"comment","title":null,"body_preview":"And yet, they have one of the best river walks of any capital city.","author":"Captain-Cadabra","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Fri Jun 19 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uafu44/til_indianapolis_is_nicknamed_naptown_due_to_its/oso43a3/"},{"id":"9fed440b-02e2-4ba7-ab94-7d796bc24838","source":"reddit","source_id":"t1_oso4413","content_type":"comment","title":null,"body_preview":"The Spanish Rice is sooo good, I always keep a box around just in case. I keep telling myself to just learn what spices are used and make it myself but I never do. Sometimes a girl just wants some box","author":"angelcutiebaby","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals","personal_preference"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uadx9j/til_ricearoni_is_marketed_as_the_san_francisco/oso4413/"},{"id":"677b1186-412c-4532-8c17-afdd01c96b59","source":"reddit","source_id":"t1_oso44ie","content_type":"comment","title":null,"body_preview":"Yeah, until Nicolas Cage is Joel's preferred choice for Scarecrow, because he reminded me of Michael Keaton. Both of them were the handsomeness guys, but two of them had the same tremendous gift as an","author":"Icy-Slide4282","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/ipric4/til_that_if_batman_robin_was_more_successful_a/oso44ie/"},{"id":"351d12ee-6f9f-4c3e-9e7f-bc2c23111bca","source":"reddit","source_id":"t1_oso45jr","content_type":"comment","title":null,"body_preview":"Probably because you imagined the scene and it became a memory all while you were very young.","author":"Poby1","classification":"ai_generated","confidence":0.6,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1u9xaa3/til_that_medical_consensus_classifies_traumatic/oso45jr/"},{"id":"c7c5dc23-7bbc-4912-9b37-b0403da5eab7","source":"reddit","source_id":"t1_oso4870","content_type":"comment","title":null,"body_preview":"they were fascinated by the case, not by the information about the case","author":"quntissimo","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uaencg/til_that_an_unknown_man_has_been_held_in_canadian/oso4870/"},{"id":"f63d116b-0887-4057-8a4c-ea5900da0bb1","source":"reddit","source_id":"t1_oso492u","content_type":"comment","title":null,"body_preview":"The idea of the slender Jesus is a bit silly given he has been described as a young rabbi, who worked as a carpenter in Egypt, who spent most of his ministry walking all across Judea, for hours and ho","author":"heyitjoshua","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1u9xhu6/til_muscular_christianity_was_a_victorian/oso492u/"},{"id":"526c411e-692e-4738-9b1d-cf39da5b3239","source":"reddit","source_id":"t1_oso497v","content_type":"comment","title":null,"body_preview":"Your instinct to remain skeptical was legitimate, with a precision: it's not \"mTBI is a lifelong disease\" as a categorical claim, I agree and never really claimed so: it's \"the relationship between mT","author":"kfr3q","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1u9xaa3/til_that_medical_consensus_classifies_traumatic/oso497v/"},{"id":"ccaeffbb-44d1-4b16-9786-007c7625bca1","source":"reddit","source_id":"t1_oso49mh","content_type":"comment","title":null,"body_preview":"San Francisco has a patchwork of a great many ethnic cuisines. Middle Eastern fits right in.","author":"Alexis_J_M","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.3222460812719396,"content_class":null,"collected_at":"Fri Jun 19 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uadx9j/til_ricearoni_is_marketed_as_the_san_francisco/oso49mh/"},{"id":"26c20c26-67c7-45f7-8482-2fece89d3bf1","source":"reddit","source_id":"t1_oso4afl","content_type":"comment","title":null,"body_preview":"No name No ID His DNA is not in our system or anyone elses Nothing his pockets but knives and lent.","author":"Vinceisdepressed","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_personality","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uaencg/til_that_an_unknown_man_has_been_held_in_canadian/oso4afl/"},{"id":"cba86fa6-af3f-492b-bc8c-43a81987095e","source":"reddit","source_id":"t1_oso4bcd","content_type":"comment","title":null,"body_preview":"Always the American way, just send him wherever and let someone else deal with him.","author":"Mist_Rising","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.393674652700511,"content_class":null,"collected_at":"Fri Jun 19 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1uaencg/til_that_an_unknown_man_has_been_held_in_canadian/oso4bcd/"},{"id":"a5a0fe89-9d0e-446e-9679-4d0ab30df6d6","source":"reddit","source_id":"t1_oso4d5m","content_type":"comment","title":null,"body_preview":"yeah honestly the food cravings in that story make it hit even harder than the fraud part.","author":"poszumow","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:23:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/todayilearned/comments/1ua9gg0/til_two_british_fraudsters_stole_a_luxury_yacht/oso4d5m/"},{"id":"de30590f-9253-41db-9fbc-d23e627d19a3","source":"reddit","source_id":"t1_osmo2tl","content_type":"comment","title":null,"body_preview":"Omg, if we’re still using Daylight Saving Time in the 70th century, I’m going to be super annoyed.","author":"-Chemist-","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osmo2tl/"},{"id":"6585519d-8d4f-4686-a28c-1a16c0032b8b","source":"reddit","source_id":"t1_osmoibt","content_type":"comment","title":null,"body_preview":"DST is basically just a \"display\" difference. It is a very much set when it happens, year after year, and when you display the local time, you just add or subtract time from the UTC times. But in the ","author":"SirButcher","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","over_qualification","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osmoibt/"},{"id":"08ab8846-6f02-4f9d-bba3-6b80887cbde1","source":"reddit","source_id":"t1_osmqnya","content_type":"comment","title":null,"body_preview":"The earth moves around the sun. It takes 365.25 days for the earth to go all the way around, which is 360 degrees. This rate for the earth going around the sun is 0.98562 degrees per day. The earth ta","author":"hal2k1","classification":"ai_generated","confidence":0.85,"indicators":["uniform_paragraph_rhythm","suspiciously_comprehensive","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osmqnya/"},{"id":"0944494f-9a0e-426c-a946-d2a31208572f","source":"reddit","source_id":"t1_osms1a4","content_type":"comment","title":null,"body_preview":"Ahh this makes so much sense. Thanks for the detailed reply!","author":"motonaut","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osms1a4/"},{"id":"9a122880-be89-43e8-985f-21699c7e8e3e","source":"reddit","source_id":"t1_osmv2d8","content_type":"comment","title":null,"body_preview":"I remember come cool techno (yes, legit \"techno\", not trance/house/etc. that the uninitiated now refer to as \"techno\" sometimes) tracks in the late 90s/early 2000s having samples like this where a lea","author":"BrickGun","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":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osmv2d8/"},{"id":"746ea20d-df27-47e0-8440-e97003cc2aa4","source":"reddit","source_id":"t1_osn0tku","content_type":"comment","title":null,"body_preview":"Also if you multiply those 4 minutes by 365 days ~it equals one full day.","author":"risks007","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osn0tku/"},{"id":"1566da6d-0baa-424b-8305-9571d431c88d","source":"reddit","source_id":"t1_osn1bh6","content_type":"comment","title":null,"body_preview":"Everybody who lives in a country that does daylight savings time deals with a leap hour twice a year","author":"zekromNLR","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osn1bh6/"},{"id":"43772df6-a927-4fcd-9ebe-ade83082ab18","source":"reddit","source_id":"t1_osn1miq","content_type":"comment","title":null,"body_preview":"This post is being removed because it is too long. Often these type of posts are asking for a peer review or vetting of unsubstantiated hypotheses, which are not allowed on AskScience. If your questio","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","synthetic_empathy","missing_platform_voice","bot_declaration"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uac9kf/hypothesis_the_universe_operates_as_an_infinite/osn1miq/"},{"id":"f03c3f75-7806-47a2-8c16-26b64472c52e","source":"reddit","source_id":"t1_osn3arr","content_type":"comment","title":null,"body_preview":"It would be a very unstable orbit, as the Milky Way's mass is very distributed and you'd be \"within\" it but only at points. Even as part of the Milky Way, stars don't follow Keplerian orbits - they're","author":"Ameisen","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.2975988989435671,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1u8skne/what_would_the_night_sky_look_like_if_earth_were/osn3arr/"},{"id":"f02b4330-453d-44e0-ab8f-304016186eb1","source":"reddit","source_id":"t1_osn3mob","content_type":"comment","title":null,"body_preview":"Sorry I think you have it backwards between the two times and what they correspond to. In 23 hrs 56 mins (it's not 54 minutes as OP stated), the Earth has completely exactly one full rotation. It has ","author":"y-c-c","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osn3mob/"},{"id":"b32cb1a0-116d-4513-b588-e55de4dc2fef","source":"reddit","source_id":"t1_osn76wr","content_type":"comment","title":null,"body_preview":"Because when something orbits, you have to add a rotation. Imagine the earth was tidally locked with the sun. Imagine california always points at the sun. In one orbit of the sun, the earth has rotate","author":"HairyH","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","natural_digressions","imperfect_expression","human_indicator_absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osn76wr/"},{"id":"65f03561-91b6-4ebe-9062-3c42064bb862","source":"reddit","source_id":"t1_osn8m9i","content_type":"comment","title":null,"body_preview":"This would be trivially solved if everything was recorded in Unix timestamps and Unix timestamps ignored leap seconds, simply counting the seconds since January 1, 1970. But for some stupid reason tha","author":"Kered13","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0.3245410077369998,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osn8m9i/"},{"id":"6ab29e97-b66d-4159-8236-dda4b2de1d63","source":"reddit","source_id":"t1_osnarui","content_type":"comment","title":null,"body_preview":"I was just on a walk this morning and wondering why a sun dial I came across around noon was off by so much, and it lines up just about right with that graphic. I had never even given it a thought bef","author":"Necromas","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","natural_digression","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osnarui/"},{"id":"043d3fd5-50b5-4f3c-9ae2-0b7dae5da537","source":"reddit","source_id":"t1_osngp99","content_type":"comment","title":null,"body_preview":"Earth actually rotates once every 23 hours and 56 min relative to the distant stars, but our clocks use the 24 hour solar day, which is based on the Sun’s position in the sky.The extra 4 minutes are n","author":"___keshup","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osngp99/"},{"id":"59069f06-376c-47ed-a2eb-e06c5812dbbc","source":"reddit","source_id":"t1_osngw99","content_type":"comment","title":null,"body_preview":"Yup. Leap seconds should be published as a sideband list you have to explicitly incorporate if you want to care. Computers record the uncorrected time, displays can show the spin-corrected time so you","author":"jthill","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.4285714285714286,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osngw99/"},{"id":"061a61f7-fe0c-4ba8-b28b-e55a1e7b6a8a","source":"reddit","source_id":"t1_osnlrwu","content_type":"comment","title":null,"body_preview":"To the people getting the 70th century having to deal with the headache we left them, ha ha!","author":"iamapizza","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","dry_humor"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osnlrwu/"},{"id":"d7a3184f-69bd-438d-8089-e4d3ca8fefe9","source":"reddit","source_id":"t1_osnmdb8","content_type":"comment","title":null,"body_preview":"How are we going to deal with the remaining ,22 days at the end of all that?","author":"iamapizza","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.818181818181818,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osnmdb8/"},{"id":"beca9027-05bf-4f9f-b6c1-e03a7718f6c7","source":"reddit","source_id":"t1_osnwx3y","content_type":"comment","title":null,"body_preview":"This is wrong The reason the sunrise and sunset times change is because the rotational axis of the earth is tilted vs its orbit, not because of its rotational period.","author":"Endoroid99","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osnwx3y/"},{"id":"747b439d-248e-48f2-ae5f-22deca4f5008","source":"reddit","source_id":"t1_osnz8ud","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","absence_of_personality","explicit_ai_declaration"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uaga1a/a_possible_new_motorcycle/osnz8ud/"},{"id":"123e3c0d-d1ae-4215-9ab5-b764777e4cd1","source":"reddit","source_id":"t1_osnze36","content_type":"comment","title":null,"body_preview":"Hi, your submission has been removed for failure to include a descriptive question in the title. Please re-post and be sure you have included your question in the title. I am a bot, and this action wa","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","self_reference"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1uagap3/possible_new_motorcycle/osnze36/"},{"id":"c9224b13-91d8-45b4-a03d-4d6b54987f56","source":"reddit","source_id":"t1_osnzouc","content_type":"comment","title":null,"body_preview":"What we usually call a day is the solar day, which is virtually 24 hrs (seconds off). That’s the time it takes for the sun to be in the same spot one day to the next. The 23hr 56 min day is the sidere","author":"Jump_Like_A_Willys","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","semantic_blandness","missing_platform_voice"],"bot_score":0.5,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/osnzouc/"},{"id":"4f7aa874-6325-452d-9141-9de78828e321","source":"reddit","source_id":"t1_oso055h","content_type":"comment","title":null,"body_preview":"Isn't that basically what the proposal is? To stop everyone coordinating/assuming leap seconds are being updated by everyone?","author":"maniacal_cackle","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/oso055h/"},{"id":"cddcc144-d5e3-470e-b5fa-7fced2b81f19","source":"reddit","source_id":"t1_oso3b8h","content_type":"comment","title":null,"body_preview":"I'm saying that leap seconds are fine, but should only be used for display/local times. The mistake was including them in Unix time.","author":"Kered13","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.3245410077369998,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/oso3b8h/"},{"id":"8b609754-97bb-4468-a36f-1fb702db5377","source":"reddit","source_id":"t1_oso46ud","content_type":"comment","title":null,"body_preview":"The idea is they’ll wait for the gap to be a leap hour, sometime in like the 70th century.  The best part is that international treaties require \"regular adjustments\" between the difference UTC and UT","author":"Yoghurt42","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:22:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/askscience/comments/1ua0hge/how_do_we_use_a_24hour_based_clock_and_still/oso46ud/"},{"id":"7ce308e7-732b-4906-948b-1a586b76c2ea","source":"reddit","source_id":"t1_oso1uun","content_type":"comment","title":null,"body_preview":"A few women under a reddit post on specifically this topic can't be thought of as representative of women as whole group. That would be an invalid inference.","author":"Highvalence15","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uadgcc/cmv_calling_women_females_is_not_deragatory/oso1uun/"},{"id":"ab792f02-0f00-45ff-b7cc-81d5fe203cb7","source":"reddit","source_id":"t1_oso1vy5","content_type":"comment","title":null,"body_preview":"I mean… I did, and a bunch of people who were engaging with you in good faith that you also didn’t respond to. Sorry you got downvoted and someone reported it, but it’s not as though a lot of people w","author":"o_o_o_f","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uacuju/cmv_i_for_one_welcome_our_new_ai_overlords/oso1vy5/"},{"id":"35a17f72-a705-4339-a151-3b48e4b43076","source":"reddit","source_id":"t1_oso1wdd","content_type":"comment","title":null,"body_preview":"The rules only got long to adjust to edge cases and grey areas. If those never popped up, the rules would be shorter.","author":"beesdaddy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.28256354158939995,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uaeiym/cmv_moderators_do_it_for_the_power_trip_and_dont/oso1wdd/"},{"id":"6b2d4bcc-35ad-47d3-b12a-76ec38506a51","source":"reddit","source_id":"t1_oso261d","content_type":"comment","title":null,"body_preview":"Eh... okay, yeah, I guess I do agree with that then. Sorry, I did misread it the first time, but yeah, if you're talking about men who use the word \"females\" when talking about \"women\", they don't usu","author":"MyLittleDashie7","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","self_correction"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uadgcc/cmv_calling_women_females_is_not_deragatory/oso261d/"},{"id":"18ccdc66-71ee-4481-a9e8-3043c4143058","source":"reddit","source_id":"t1_oso29dp","content_type":"comment","title":null,"body_preview":"Sure is. I use it all the time, and so do most people I talk to... Except people who think women are beneath them, and people using female as the adjective it is.  A woman not wanting to be called a '","author":"TiniestGhost","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uadgcc/cmv_calling_women_females_is_not_deragatory/oso29dp/"},{"id":"fca5115d-ddd6-4e19-9dbb-1afc02a02480","source":"reddit","source_id":"t1_oso29zn","content_type":"comment","title":null,"body_preview":"I'd say the bigger issue is how permanent bans can be issued for no reason with zero appeal and zero oversight. I understand that moderating is a volunteer activity and mods can't be expected to spend","author":"Tiaan","classification":"human_created","confidence":0.8,"indicators":["genuine_specificity","platform_fluency","emotional_authenticity","imperfect_expression"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uaeiym/cmv_moderators_do_it_for_the_power_trip_and_dont/oso29zn/"},{"id":"44107dd7-d724-4c31-9898-bd02aff46d3a","source":"reddit","source_id":"t1_oso2e8u","content_type":"comment","title":null,"body_preview":"The worst part is the lack of oversight from Reddit. Mods can do whatever they want and there's no recourse for us to appeal their decisions. If Reddit needs engagement to be profitable, maybe don't l","author":"xFlameOfTruthx","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uaeiym/cmv_moderators_do_it_for_the_power_trip_and_dont/oso2e8u/"},{"id":"1d33b7dd-e4f3-4623-bfd7-afe9d9752f81","source":"reddit","source_id":"t1_oso2s78","content_type":"comment","title":null,"body_preview":"None but I’m also not a major user of any one particular subreddit enough to be noticeable anywhere so there would be nothing to set me apart from all the other users.","author":"First-Stress-9893","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_hallmarks"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uaeiym/cmv_moderators_do_it_for_the_power_trip_and_dont/oso2s78/"},{"id":"530e9d7f-4cf3-48fe-acd2-21f456390a0b","source":"reddit","source_id":"t1_oso2v4r","content_type":"comment","title":null,"body_preview":"Sorry for ghosting your rely then. It probably wasn't you, but my comment that you replied to was in the negative, so I wasn't too eager to keep engaging.","author":"yosemighty_sam","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uacuju/cmv_i_for_one_welcome_our_new_ai_overlords/oso2v4r/"},{"id":"96a29b8d-5e9c-4891-b007-74ba64959b98","source":"reddit","source_id":"t1_oso2v8r","content_type":"comment","title":null,"body_preview":"/u/unurbane is asking what your alternative solution to even possibly tracking drivers that perform hit and runs is. If you don't bother looking at their license plate when they hit you and drive off ","author":"Agitated-Country-972","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1ua73qt/cmv_a_drivers_license_proves_nothing_there_are/oso2v8r/"},{"id":"afc73edd-f1eb-49ab-a12b-96f3cb0ce49d","source":"reddit","source_id":"t1_oso2vz1","content_type":"comment","title":null,"body_preview":"I do totally agree with this! It’s like the people who actually want to run for HOA boards. It’s not a good recommendation.","author":"First-Stress-9893","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uaeiym/cmv_moderators_do_it_for_the_power_trip_and_dont/oso2vz1/"},{"id":"ba06a6f7-8a5f-4f65-8ff6-444a611cdf0b","source":"reddit","source_id":"t1_oso2x4v","content_type":"comment","title":null,"body_preview":"As someone that is generally appreciative of mods, I'm happy to provide a long form argument in defense of them. My current account is new (I've left when I get bored of arguing with others), but in m","author":"ControversialQuerier","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 Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uaeiym/cmv_moderators_do_it_for_the_power_trip_and_dont/oso2x4v/"},{"id":"b0e6a43e-be88-4722-b346-a460b8848105","source":"reddit","source_id":"t1_oso30sv","content_type":"comment","title":null,"body_preview":"I don't really see a better alternative social media tho...  The way reddit is structured at least:  Everything is open and visible, thus even if a subreddit is selective about who can voice their opi","author":"wibbly-water","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","platform_fluency","personal_anecdote","natural_digressions","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uaeiym/cmv_moderators_do_it_for_the_power_trip_and_dont/oso30sv/"},{"id":"f27bc0df-4f9c-41a2-9900-7fc4d3e7d94d","source":"reddit","source_id":"t1_oso35wu","content_type":"comment","title":null,"body_preview":"Yes, cats are predators by nature, and yes, their appetite for small mammels (mice and other pests in particular) is part of their appeal.","author":"ham_plane","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","absence_of_personality","template_phrases"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uabiif/cmv_intentionally_letting_house_cats_outside_is/oso35wu/"},{"id":"ae0f5d01-792c-49b7-a29d-df9d1e95be60","source":"reddit","source_id":"t1_oso39kr","content_type":"comment","title":null,"body_preview":"I think abortion should be illegal,  Should miscarriages be investigated as potential murders?","author":"BillionaireBuster93","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1u9ii5t/cmv_the_left_and_right_are_equally_responsible/oso39kr/"},{"id":"b11fd138-ac15-4dbf-9599-dbd40ec40ac3","source":"reddit","source_id":"t1_oso3ghm","content_type":"comment","title":null,"body_preview":"I think you’re still making the same mistake here, but let me know if I’m misunderstanding something. You’re using the statistic that asks “What percent of trump’s voter base is white?”, which is 81%.","author":"Frooctose","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1u9ltrj/cmv_trump_used_the_flawed_education_system_to_his/oso3ghm/"},{"id":"733ab3c0-4b1c-49bd-9a83-b47329a5343b","source":"reddit","source_id":"t1_oso3mrt","content_type":"comment","title":null,"body_preview":"Odd you must be participating in some subreddits with some touchy mods. I’ve never had anything like that happen.","author":"First-Stress-9893","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.7142857142857143,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uaeiym/cmv_moderators_do_it_for_the_power_trip_and_dont/oso3mrt/"},{"id":"7d322dbd-b825-462c-8b21-92b5fbf0d839","source":"reddit","source_id":"t1_oso3ozu","content_type":"comment","title":null,"body_preview":"Your opinion is worthless it's based on a basic missunderstanding. For your information there are approximatively 5000B dollars of american investments around the world.  Same thing when non-american ","author":"Visible-Department85","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency","false_specificity","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1u9o4ec/cmv_iran_is_undoubtedly_the_winner_of_the_usiran/oso3ozu/"},{"id":"d6ed0f36-4e3b-467a-93b7-536da0175de2","source":"reddit","source_id":"t1_oso3tf6","content_type":"comment","title":null,"body_preview":"How often did the firings you mention actually do that approaching? It sends uncommon enough that it might as well not be a real thing.","author":"aardvark_gnat","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uaeiym/cmv_moderators_do_it_for_the_power_trip_and_dont/oso3tf6/"},{"id":"ad2bc060-9240-42fe-9cf3-b9e7d9a4d5ba","source":"reddit","source_id":"t1_oso3z9q","content_type":"comment","title":null,"body_preview":"This! In a sub of a 150k people if you can't get 200 people to help out how many members actually care or are bots?","author":"ColedRain","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uaeiym/cmv_moderators_do_it_for_the_power_trip_and_dont/oso3z9q/"},{"id":"85e910ba-0455-4e5f-86a4-5d3ebd2b8a1d","source":"reddit","source_id":"t1_oso3zfs","content_type":"comment","title":null,"body_preview":"No. Deliberate surgical abortion or taking mifeprex is different from a miscarriage. I get that they present alike at times, but the fact that the medical community doesn't distinguish between them is","author":"CuckooFriendAndOllie","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1u9ii5t/cmv_the_left_and_right_are_equally_responsible/oso3zfs/"},{"id":"78440f5d-14c2-435a-8934-6b4d2a48b7a5","source":"reddit","source_id":"t1_oso425q","content_type":"comment","title":null,"body_preview":"I want what's fair and reasonable for all people. It would be nice if there was a feminine equivalent to the word \"guys\" but there isn't. So because of this, I just do my best to appropriately say \"wo","author":"Juuggyy","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","over_qualification","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uadgcc/cmv_calling_women_females_is_not_deragatory/oso425q/"},{"id":"9e3b893b-bfb0-4068-832f-6a8e4cd1f898","source":"reddit","source_id":"t1_oso4398","content_type":"comment","title":null,"body_preview":"This is very America centric. I live in the UK and cats outdoors are a common and unsurprising sight. It's pretty weird for someone to keep their cat indoors. As for damage they do to wildlife, they'r","author":"TheWhistleThistle","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression","absence_of_ai_signals"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Fri Jun 19 2026 23:21:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/changemyview/comments/1uabiif/cmv_intentionally_letting_house_cats_outside_is/oso4398/"},{"id":"56929325-c8e2-4cc1-b5fc-4819134b6c7a","source":"reddit","source_id":"t1_osnydpe","content_type":"comment","title":null,"body_preview":"Its probably because screens are way more immediately available now than they were for us at that age","author":"Brisk_32667","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uafcgm/reading_for_pleasure_is_sharply_down_among/osnydpe/"},{"id":"a74873f4-ee8c-4212-8dcb-d3c6d4431473","source":"reddit","source_id":"t1_osnyevg","content_type":"comment","title":null,"body_preview":"Also... and this will be controversial. There no child-specific, child safe spaces left. Fandoms are extra fucked. Like if I was a kid who... kinda wanted to know about books and shit. Looked them up.","author":"BulbasaurusThe7th","classification":"human_created","confidence":0.8,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uafcgm/reading_for_pleasure_is_sharply_down_among/osnyevg/"},{"id":"a4426a26-bfd8-49e1-8209-c27d3d7d142f","source":"reddit","source_id":"t1_osnynq9","content_type":"comment","title":null,"body_preview":"I’m skeptical of “nobody reads” stories. 1 - Studies like this never correspond to what the publishing industry is doing. The people in the notoriously conservative publishing industry with the sales ","author":"Sane_Tomorrow_","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","historical_context","absence_of_ai_signals"],"bot_score":0.393674652700511,"content_class":null,"collected_at":"Fri Jun 19 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uafcgm/reading_for_pleasure_is_sharply_down_among/osnynq9/"},{"id":"7eb1006e-a635-45c6-b958-8f983d27fe7f","source":"reddit","source_id":"t1_osnyp6t","content_type":"comment","title":null,"body_preview":"Not many of the super popular games these days have any reading requirements. Or minimal requirements at best. Roblox, Fortnite, Minecraft, etc. have minimal to no reading. We aren’t talking about RPG","author":"CoCambria","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_indicators"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uafcgm/reading_for_pleasure_is_sharply_down_among/osnyp6t/"},{"id":"7a6397b7-9bb6-4398-acaa-cbe14d4a126e","source":"reddit","source_id":"t1_osnyvw5","content_type":"comment","title":null,"body_preview":"If you want a little chuckle, the first “grown up” book I read the summer of second grade, Michael Crichton’s Congo. In the opening chapter, an explorer is walking when he gets hit by a strawberry thr","author":"Far-Repeat-2926","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uafcgm/reading_for_pleasure_is_sharply_down_among/osnyvw5/"},{"id":"f08e914f-c501-44e9-9bcc-c776a46f086d","source":"reddit","source_id":"t1_osnz782","content_type":"comment","title":null,"body_preview":"Unfortunately- Divorce Poision by Dr. Richard A. Warshak  Anyone please drop recs that are alin to this, id love to have them.","author":"bookworm_vic","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1u6c6p6/what_books_did_you_start_or_finish_reading_this/osnz782/"},{"id":"956c4d2f-fe13-4006-b34c-d48f439ad5a6","source":"reddit","source_id":"t1_osnzn60","content_type":"comment","title":null,"body_preview":"I used to read a lot as a kid but eventually shifted my time to forums and sites like reddit, where I still read for the majority of the time I'm using it 🤣","author":"TopSloth","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Jun 19 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uafcgm/reading_for_pleasure_is_sharply_down_among/osnzn60/"},{"id":"92102beb-7775-4a33-b338-02077fa8134b","source":"reddit","source_id":"t1_osnzyqb","content_type":"comment","title":null,"body_preview":"Part of it is because they have kids hyper analyzing books as early as 1st grade. So, instead of learning to read for fun the first few years, util 5th or 6th grade, the joy is sucked out right away. ","author":"Girl77879","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uafcgm/reading_for_pleasure_is_sharply_down_among/osnzyqb/"},{"id":"c1ba6bb9-a31b-4cec-895d-ae6f1b648b9d","source":"reddit","source_id":"t1_oso017a","content_type":"comment","title":null,"body_preview":"I meant hasn’t there always been a high correspondence/overlap between gamers and readers?","author":"Sane_Tomorrow_","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.393674652700511,"content_class":null,"collected_at":"Fri Jun 19 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uafcgm/reading_for_pleasure_is_sharply_down_among/oso017a/"},{"id":"ca182e1f-ea2c-4a57-a04e-75b1948e538a","source":"reddit","source_id":"t1_oso112u","content_type":"comment","title":null,"body_preview":"As someone in Idaho, who loves Burke on Diabolical Lies, it was very clear she’s never been to Idaho or met anyone from Idaho or knows about the religious groups that exist in this space in the trad w","author":"wetburbs20","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Fri Jun 19 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1svdtbb/was_anyone_else_disappointed_by_yesteryear/oso112u/"},{"id":"6f4047e8-01cf-4242-b61a-17d2408033aa","source":"reddit","source_id":"t1_oso18cc","content_type":"comment","title":null,"body_preview":"Also Abebooks even though Amazon bought them, they are still for now independent","author":"judistra","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1ua7eob/buying_used_books_on_amazon/oso18cc/"},{"id":"36cb2af9-db87-41fd-8fda-4a230af8771d","source":"reddit","source_id":"t1_oso1c3l","content_type":"comment","title":null,"body_preview":"I didn't get into reading for pleasure until my 30s because the assigned reading I did made me hate it.","author":"Cymbal_Monkey","classification":"human_created","confidence":0.7,"indicators":["self_reference","emotional_authenticity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uafcgm/reading_for_pleasure_is_sharply_down_among/oso1c3l/"},{"id":"a190499f-8623-4459-9b30-c3e8b1fc1c9d","source":"reddit","source_id":"t1_oso1k59","content_type":"comment","title":null,"body_preview":"No, I know tradwife influencers in Idaho, personally, and while I love Burke’s DL work, she did a pretty terrible job explaining and showing trad wife logic. It felt like she’s watched 25 hours of Bal","author":"wetburbs20","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Fri Jun 19 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1svdtbb/was_anyone_else_disappointed_by_yesteryear/oso1k59/"},{"id":"cb4d657f-2493-4a1f-9c5e-249284c40892","source":"reddit","source_id":"t1_oso2fwh","content_type":"comment","title":null,"body_preview":"Ppl at my school weren't readers either. I asked a peer if I should start a literary magazine she said no because most of them didn't like reading. And our \"creative writing\" class claimed to be for a","author":"kittysnowangel","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uafcgm/reading_for_pleasure_is_sharply_down_among/oso2fwh/"},{"id":"23fe7f9c-6e07-41c8-84f6-6c542c23bbce","source":"reddit","source_id":"t1_oso2r9n","content_type":"comment","title":null,"body_preview":"I do wonder how much of this has to do with the fact that admiting that you don't like to read for leisure is no longer taboo. Before this used to be a huge factor in US according to some folks I know","author":"Emergency-Stock2080","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uafcgm/reading_for_pleasure_is_sharply_down_among/oso2r9n/"},{"id":"30077de0-06c1-4814-8af5-6bbd8959c8a5","source":"reddit","source_id":"t1_oso2rt6","content_type":"comment","title":null,"body_preview":"Are you asking what generation is more literate than their parents?","author":"deweydean","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uafcgm/reading_for_pleasure_is_sharply_down_among/oso2rt6/"},{"id":"8d6e278f-2deb-4d24-85a1-94c164cdb2fd","source":"reddit","source_id":"t1_oso2s4t","content_type":"comment","title":null,"body_preview":"Im so EXCITED!!!!!! I can't wait to read this! I love MrBeast","author":"ShoobySnaxs","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1u9cvrf/mrbeasts_thriller_novel_with_james_patterson_gets/oso2s4t/"},{"id":"461a2fe8-ad07-46d5-b09b-43276477eecc","source":"reddit","source_id":"t1_oso3076","content_type":"comment","title":null,"body_preview":"I agree about reading seeming more appealing when you see adults do it as a child. Before I could read, I would see adults with their noses stuck deep in thick books with tiny print. I felt like they ","author":"bazriver","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uafcgm/reading_for_pleasure_is_sharply_down_among/oso3076/"},{"id":"3f746514-7fe6-467f-9d4d-58a9f4ceef4a","source":"reddit","source_id":"t1_oso3s7p","content_type":"comment","title":null,"body_preview":"Hm as someone in a fandom since I was a kid. Fandom was always like this. And I like many kids had my own spaces. The problem is that the internet has largely cut off kid sites and such where such fan","author":"deevulture","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","personal_experience_reference","opinion_and_stance"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:20:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/books/comments/1uafcgm/reading_for_pleasure_is_sharply_down_among/oso3s7p/"},{"id":"c9c04f7a-3b06-4234-9503-0afa4ff4f5b0","source":"reddit","source_id":"t1_oso319z","content_type":"comment","title":null,"body_preview":"How do you feel about scientifically engineered parasites taking over bodies? If that sounds good, check Shivers (1975, Cronenberg). A bad review described it as \"crammed with blood, violence and depr","author":"DrKurgan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","human_indicator_strong_opinion","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uafo5t/aliens_possessing_men_movies/oso319z/"},{"id":"8b419e16-a28d-4784-abf9-caf3f207813e","source":"reddit","source_id":"t1_oso33p5","content_type":"comment","title":null,"body_preview":"I haven’t read the book either, but the mom stuff did make sense to me because I think her mom was intended to serve a parallel to Sonya, with the whole “the highs were really high and the lows were r","author":"tmrika","classification":"human_created","confidence":0.8,"indicators":["natural_digressions","emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1u9ph8n/unofficial_discussion_girls_like_girls/oso33p5/"},{"id":"2df5e1ff-2c51-44bf-ad92-54859d6d0614","source":"reddit","source_id":"t1_oso36u1","content_type":"comment","title":null,"body_preview":"I didn't hate it. It's like... Hyper-distilled Wes Anderson.  I wouldn't recommend this as someone's first Wes Anderson movie the same way I wouldn't recommend a straight shot of espresso for someone ","author":"mmariner","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","opinion_without_over_qualification"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1u9qujg/which_wes_anderson_film_do_you_recommend/oso36u1/"},{"id":"6605754c-f6b3-4f0f-949f-610edcbbf602","source":"reddit","source_id":"t1_oso3708","content_type":"comment","title":null,"body_preview":"I actually don’t have anything against the twist. I just don’t like how they executed it.  After the ending, many viewers wonder why Vail didn’t do anything with what he just learned. As many in this ","author":"Middle-Ad5951","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digressions","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/hxiqiu/spoiler_primal_fear1996_can_someone_explain_me_my/oso3708/"},{"id":"d676426c-c082-4da8-b117-75504c974af3","source":"reddit","source_id":"t1_oso37l0","content_type":"comment","title":null,"body_preview":"I guess the ride is all about hiding in plain sight. It's just a bunch of shoddy fences and rocks to stand behind while others are looking for you, but also ignoring you just standing there. Btw, I di","author":"JonAKel","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","opinion_with_nuance","absence_of_strong_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1u3ic2d/official_discussion_disclosure_day_spoilers/oso37l0/"},{"id":"584f088e-0138-4855-b50f-0d10087ad5ca","source":"reddit","source_id":"t1_oso393q","content_type":"comment","title":null,"body_preview":"Calls Hulk The Incredible Hulk and immediately recognizes Paul Rudd as Ant Man and Chris Hemsworth as Thor, but not Chris Evans as Captain America or Tom Hiddleston as Loki.","author":"mggirard13","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ua1g6p/which_modern_blockbuster_do_you_think_will_be/oso393q/"},{"id":"ed2c0660-241a-4e4c-a297-c62f56fdeee2","source":"reddit","source_id":"t1_oso3bic","content_type":"comment","title":null,"body_preview":"Most people think the premise is justified more than the method. At least most people I’ve seen","author":"TheVeryVerity","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.6508922022947506,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uae46f/which_movie_villain_had_a_completely_logical/oso3bic/"},{"id":"9a23f1bd-e73e-443d-9dce-cb4c8da29158","source":"reddit","source_id":"t1_oso3cbx","content_type":"comment","title":null,"body_preview":"My point is “doing better than ever,” as you put it, in reality is a lot of losers and just a precious few winners.","author":"Character_Style_2760","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1ua3zu1/nation_proud_of_self_for_watching_enjoying/oso3cbx/"},{"id":"8b24a2b1-f3ff-45db-947d-c89b0d710650","source":"reddit","source_id":"t1_oso3dma","content_type":"comment","title":null,"body_preview":"I've always found the suspension-of-disbelief argument pretty weak when it comes to Magneto. Sure, Xavier's more humanitarian approach often gets accompanied by bleak apocalyptic futures, but it's oft","author":"Pel-Mel","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uae46f/which_movie_villain_had_a_completely_logical/oso3dma/"},{"id":"364e3736-5dda-4e90-87ab-8f038b9d26a3","source":"reddit","source_id":"t1_oso3e4c","content_type":"comment","title":null,"body_preview":"I think movies with \"real\" in them still exist, they're just not the big mainstream movies all that often.","author":"TheJuiceBoxS","classification":"human_created","confidence":0.7,"indicators":["absence_of_ai_signals","terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uac6mc/the_love_of_old_movies/oso3e4c/"},{"id":"5e4850ba-1f70-44b2-b0ab-ec6b07e14a1c","source":"reddit","source_id":"t1_oso3g5l","content_type":"comment","title":null,"body_preview":"the matrix angle is clever but i feel like that one goes more in the direction of simulation than actual wearing of someone, the agents are closer to what OP wants tho, programs literally puppeting hu","author":"Background-Weight117","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uagp6v/body_suit_movies_tv_episodes_or_short_films/oso3g5l/"},{"id":"929e8166-5ce3-4f1d-9047-8927dcc26068","source":"reddit","source_id":"t1_oso3gfa","content_type":"comment","title":null,"body_preview":"I have AMC A List so Im at the movies almost constantly it seems lol. Sometimes 4 times in a week when there are a lot of movies Im interested in. On average though I'd say maybe 4 or 5 a month. I com","author":"callmekanga","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","self_reference","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uaf3cj/anyone_see_a_new_movie_once_or_twice_a_month/oso3gfa/"},{"id":"62b3b47d-814c-4b6e-b2dd-fe7c78c8244d","source":"reddit","source_id":"t1_oso3h1t","content_type":"comment","title":null,"body_preview":"I hoped this would be a bunch of good actors trying to do a bad script right.  Imagine if a bunch of great actors tried to do The Room straight. That would've been awesome. But no. its SNL, but, ass. ","author":"UseTheShadowsThen","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 Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1u9lbhy/the_room_returns_official_trailer_starring_bob/oso3h1t/"},{"id":"473e2c06-a83e-466d-9ca4-a146ffc092dd","source":"reddit","source_id":"t1_oso3hca","content_type":"comment","title":null,"body_preview":"When i was in college in 2004-08 we had a dollar theatre that showed movies at the end of their theatrical run and on Tuesday's it was 50 cents to get in, saw a lot of movies that way","author":"lukewwilson","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uaf3cj/anyone_see_a_new_movie_once_or_twice_a_month/oso3hca/"},{"id":"2f2dc8bf-d4eb-47a9-bbe5-199a9275adc4","source":"reddit","source_id":"t1_oso3i60","content_type":"comment","title":null,"body_preview":"Since all the obvious ones have been said ill go with noah scanlon from disclosure day. I definitely don’t think we as a country and world could handle any disclosures like that in any rational manner","author":"thatpj","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uae46f/which_movie_villain_had_a_completely_logical/oso3i60/"},{"id":"d1529144-bf84-4aaf-bb8f-2e28f0fba1c9","source":"reddit","source_id":"t1_oso3jms","content_type":"comment","title":null,"body_preview":"I didn’t even get that line. Did I miss something from earlier in the movie that said all mutants had “marks”? Or did she mean something visual to indicate he’s a mutant, meaning she thinks he’s tryin","author":"Oddity83","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uae46f/which_movie_villain_had_a_completely_logical/oso3jms/"},{"id":"f22d8742-8733-4056-ba36-9c4d61ff4437","source":"reddit","source_id":"t1_oso3kl5","content_type":"comment","title":null,"body_preview":"No, you need to ask why you (27f) are somehow incompatible with your husband (48m).","author":"Big1984Brother","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uae46f/which_movie_villain_had_a_completely_logical/oso3kl5/"},{"id":"f9f9d948-495b-4825-aa59-0962533b0e5c","source":"reddit","source_id":"t1_oso3m46","content_type":"comment","title":null,"body_preview":"I mean its a kids film but to play it out do you think its ok to have somone who could just choose one day to smash through a bank vault and take everything with nothing able to stop them. Same shit w","author":"reven3456","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uae46f/which_movie_villain_had_a_completely_logical/oso3m46/"},{"id":"b604cf8d-f53e-45c9-ae41-d3e7d3d0d5df","source":"reddit","source_id":"t1_oso3n9a","content_type":"comment","title":null,"body_preview":"Same, I have loved his stuff since he started and it’s why I was one of a few praising him taking on Thor (and he delivered!….once). He’s lost his mojo and I really hope he gets it back because he is ","author":"floog","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1u95qtq/first_images_from_taika_waititis_klara_and_the/oso3n9a/"},{"id":"02118ca8-f73f-4807-9cb2-f3250d8b43cb","source":"reddit","source_id":"t1_oso3nzy","content_type":"comment","title":null,"body_preview":"How often do the review twats use an online thesaurus towards 90% of the words they’re using?! Shit is soooo annoying. Fuck the almighty movie reviewers. I prefer the people.","author":"Cocalope","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1u3biob/the_death_of_robin_hood_review_thread/oso3nzy/"},{"id":"ef84ac40-b04a-463a-a19c-0211d80bc38c","source":"reddit","source_id":"t1_oso3od3","content_type":"comment","title":null,"body_preview":"Of course not!! I just borrow dresses when I need one 🤣","author":"lajaunie","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:19:01 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/movies/comments/1uac0iu/what_are_some_other_movies_that_have_a_similar/oso3od3/"},{"id":"857c627b-bbb8-4123-bda5-ef74ba55a665","source":"reddit","source_id":"t1_oso2qcb","content_type":"comment","title":null,"body_preview":"He acknowledged the kid was there, he murdered the kid. Fuck him. Jail forever.","author":"Oddly_Yours","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ua8lil/officer_involved_in_shooting_outside_walmart_that/oso2qcb/"},{"id":"6e771476-c5d8-4f21-b17e-9ee5631e161a","source":"reddit","source_id":"t1_oso2u75","content_type":"comment","title":null,"body_preview":"Proud Londoner here. This city is cutting edge as far as the medical field goes.","author":"SecondChances002","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Fri Jun 19 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ua9eda/burn_experts_treat_woman_injured_during_london/oso2u75/"},{"id":"6284fe16-daa2-4923-8256-a80b44e0873a","source":"reddit","source_id":"t1_oso2uvh","content_type":"comment","title":null,"body_preview":"I know it's depressing that the cop will probably face no serious repercussions, but don't shift blame to some minimum wage employee just because they're an easier target. They have 0 responsibility f","author":"intestinalExorcism","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ua8lil/officer_involved_in_shooting_outside_walmart_that/oso2uvh/"},{"id":"8e8eee17-d893-415d-9521-3e3fd02714c6","source":"reddit","source_id":"t1_oso2zdz","content_type":"comment","title":null,"body_preview":"https://www.msn.com/en-us/news/politics/kristi-noem-lands-second-job-with-canadian-mining-company/ar-AA25P1bB She just got (another) new job... maybe reach out and tell this Canadian Mining company wh","author":"RunDownTheHighway","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uafvtf/south_dakota_man_whose_life_sentence_was_commuted/oso2zdz/"},{"id":"5e9f3da4-81a2-45e1-8b37-af3484adb38f","source":"reddit","source_id":"t1_oso30uc","content_type":"comment","title":null,"body_preview":"Girl, don’t try to defend your statement. It’s just making it worse.","author":"ConfidentFinish3580","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ua8lil/officer_involved_in_shooting_outside_walmart_that/oso30uc/"},{"id":"b286bcfb-ed31-4fe9-86cc-dc7c00bc3f51","source":"reddit","source_id":"t1_oso31w7","content_type":"comment","title":null,"body_preview":"Kristi Noem greenlit Sturgis to take place during covid, which was alleged to have been a superspreader event that caused a LOT of deaths across the country. That was though to get her a job in the tr","author":"swampcat42","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uafvtf/south_dakota_man_whose_life_sentence_was_commuted/oso31w7/"},{"id":"ebd2d48e-977c-4fa1-943b-8005a606b456","source":"reddit","source_id":"t1_oso34z1","content_type":"comment","title":null,"body_preview":"I think that would have something to do with the email host. You might be able to contact their support if you really want it resolved. Like if it's a MSN account or something, you'd contact MSN. The ","author":"Sneezegoo","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","natural_digressions","absence_of_obvious_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ua8lil/officer_involved_in_shooting_outside_walmart_that/oso34z1/"},{"id":"b23a1bb7-6694-40be-ae79-c69dd7ed885e","source":"reddit","source_id":"t1_oso388d","content_type":"comment","title":null,"body_preview":"Horses belong in a field, not walking around on asphalt so some douche bag in a stupid hat can make money.","author":"skot77","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uaet7t/central_park_horse_carriage_rides_temporarily/oso388d/"},{"id":"3b06b5c6-d764-4a84-8c49-1c5b1d3dccbe","source":"reddit","source_id":"t1_oso38jn","content_type":"comment","title":null,"body_preview":"Willie Horton got a weekend furlough*, not a commutation. *he skipped out on returning to prison at the end of the scheduled furlough","author":"EggCzar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Jun 19 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uafvtf/south_dakota_man_whose_life_sentence_was_commuted/oso38jn/"},{"id":"b76a9909-cfd8-4a76-8e30-e0a78ac55fcd","source":"reddit","source_id":"t1_oso39bb","content_type":"comment","title":null,"body_preview":"US law has a thing called the felony murder rule. TL;DR, if you commit a crime and someone dies as a result, even if you didn't intend to kill anyone, it's still treated as murder.","author":"DoctorOctagonapus","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ua8lil/officer_involved_in_shooting_outside_walmart_that/oso39bb/"},{"id":"7d10289d-d133-4507-a21c-bf581c41343f","source":"reddit","source_id":"t1_oso39wv","content_type":"comment","title":null,"body_preview":"Corrected title: Officer who shot baby placed on leave","author":"DeepStatic","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ua8lil/officer_involved_in_shooting_outside_walmart_that/oso39wv/"},{"id":"69a8833a-dcd9-4a22-a11e-92e66ad9d62b","source":"reddit","source_id":"t1_oso3bk1","content_type":"comment","title":null,"body_preview":"I used to work loss prevention and had a personal rule to not mess with anyone taking only baby supplies or food. Even bought some diapers myself for someone once. I did once approach someone who boug","author":"DARTHxNIHILUS","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ua8lil/officer_involved_in_shooting_outside_walmart_that/oso3bk1/"},{"id":"d8ff0071-22bb-4406-906b-eeb4699fda2a","source":"reddit","source_id":"t1_oso3h5p","content_type":"comment","title":null,"body_preview":"I mean. This is literally why unions exist. Employers will never willingly give ground without somebody to twist their arms. And the only card employees have to play is their labor. If the union membe","author":"ConsolationUsername","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1uaet7t/central_park_horse_carriage_rides_temporarily/oso3h5p/"},{"id":"586afb34-8f68-48c5-a766-5d6e77b2319e","source":"reddit","source_id":"t1_oso3jq0","content_type":"comment","title":null,"body_preview":"Easy to say when it isn't your handicapped kid being locked away from human experience because other people are dangerous. Not everyone deserves to have an opinion on human rights.","author":"AnimalBolide","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:18:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/news/comments/1ua55mm/man_charged_with_attempted_murder_after_toddler/oso3jq0/"},{"id":"bfb9676d-f524-41ad-a2fe-66d0c9a2d4d9","source":"reddit","source_id":"t1_oso35em","content_type":"comment","title":null,"body_preview":"Because that's not the goal. The second class to serve them is to build their capital. Once the second class has served it's purpose, then they'll get to getting rid of us.","author":"Savings-Total5069","classification":"ai_generated","confidence":0.65,"indicators":["semantic_blandness","absence_of_personality","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uadoc6/turns_out_there_really_is_a_cabal_of_elite/oso35em/"},{"id":"176a6623-8f34-4970-a63e-b1ef94e7864e","source":"reddit","source_id":"t1_oso35sc","content_type":"comment","title":null,"body_preview":"From the article:  Trump, who turned 80 on Sunday, posted a six-second video of himself filling up the Lincoln Memorial Reflecting Pool with the tears of a woman who went viral for yelling in protest ","author":"warrenao","classification":"human_created","confidence":0.7,"indicators":["quoting_external_source","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ua4uqc/trump_80_retreats_into_insane_ai_fantasy_after/oso35sc/"},{"id":"635131ba-6828-41ed-b4b8-09505ec59eb1","source":"reddit","source_id":"t1_oso366h","content_type":"comment","title":null,"body_preview":"I think it is difficult to appreciate how much harder it is to win when a candidate takes no corporate or PAC money and usually operates on a shoestring budget,  ...is hated, feared and smeared by muc","author":"SerfTint","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","imperfect_expression","platform_fluency","absence_of_ai_template_phrases"],"bot_score":0.4545454545454545,"content_class":null,"collected_at":"Fri Jun 19 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ua9r0z/democratic_socialists_surge_in_mayoral_races/oso366h/"},{"id":"5e22d422-e87a-467d-bc1d-a0d1f9765500","source":"reddit","source_id":"t1_oso36i2","content_type":"comment","title":null,"body_preview":"First world is becoming more and more debatable by the minute. Ever been to Florida?","author":"mattmillze","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality","human_indicator_potential"],"bot_score":0.3181818181818181,"content_class":null,"collected_at":"Fri Jun 19 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ua7689/white_house_staff_monitored_trumps_trash_as_he/oso36i2/"},{"id":"ac3db38c-e167-4d13-8f33-aabc616e6e76","source":"reddit","source_id":"t1_oso36j1","content_type":"comment","title":null,"body_preview":"Ever notice how you hear people complaining about ‘people getting offended’ like 10x more often than actually seeing someone getting offended?","author":"Dezolis11","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1u9c4ij/were_researchers_from_pew_research_center/oso36j1/"},{"id":"0505dbab-943e-48ad-ad34-5d70183039ba","source":"reddit","source_id":"t1_oso39ad","content_type":"comment","title":null,"body_preview":"So how long does he skip work to mushroom in this?","author":"Sarrdonicus","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Fri Jun 19 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uae9x4/trump_unveils_new_plane_for_air_force_one_a_gift/oso39ad/"},{"id":"1ada54b2-2618-47df-b8a2-ff2ac95e2887","source":"reddit","source_id":"t1_oso39rb","content_type":"comment","title":null,"body_preview":"Talarico supporters went on about not allowing identity politics to make them feel obligated to vote for Crockett. Now, yall are expecting her to use identity politics to get the outcome you all want ","author":"Odd-Recognition-2710","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uachm1/texas_democrats_seek_unity_at_state_convention/oso39rb/"},{"id":"d1cd783c-ccaf-4b5c-a565-8049a2dae135","source":"reddit","source_id":"t1_oso39xs","content_type":"comment","title":null,"body_preview":"No corpodemocrat will ever do that you going to need a socialist. Forget audits go right to civil forfeiture the courts would rule against you but just throw your hands up like he doesn't go well ther","author":"Wayofchinchilla","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.26785714285714285,"content_class":null,"collected_at":"Fri Jun 19 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uac52k/federal_judge_gives_doj_green_light_to_turn/oso39xs/"},{"id":"0826434f-627c-477c-ada3-efd112374cf5","source":"reddit","source_id":"t1_oso3a7n","content_type":"comment","title":null,"body_preview":"N. Korea would like a word. But yea, the USA is heavily propagandized.  As a Canadian, I've been thinking about this a lot lately and I've come to the conclusion that the USA is the most propagandized","author":"StoreSearcher1234","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ua16lq/new_poll_finds_most_americans_back_adopting/oso3a7n/"},{"id":"08156aff-44b2-4825-a237-0ff52806d884","source":"reddit","source_id":"t1_oso3ae1","content_type":"comment","title":null,"body_preview":"That makes me wonder if Trump attacks Israel, I wonder if any Republicans in the house are sent. It will finally break away from Trump. I'm almost certain Randy, fine would probably die from a heart a","author":"SoulTaker669","classification":"ai_generated","confidence":0.7,"indicators":["missing_platform_voice","semantic_blandness","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uagapo/report_netanyahu_likely_to_sabotage_iran_deal_us/oso3ae1/"},{"id":"92c12b4c-5e5d-4332-a659-932d9ba36176","source":"reddit","source_id":"t1_oso3ajb","content_type":"comment","title":null,"body_preview":"Isn’t this an obvious violation of the emoulants (spelling) clause?","author":"patentattorney","classification":"ai_generated","confidence":0.5,"indicators":["imperfect_expression","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uae99e/air_force_one_gifted_to_trump_from_qatar_arrives/oso3ajb/"},{"id":"ad44a16a-6e9b-425d-ad3c-eaedbfb1a010","source":"reddit","source_id":"t1_oso3b3p","content_type":"comment","title":null,"body_preview":"As a reminder, this subreddit is for civil discussion. In general, please be courteous to others. Argue the merits of ideas, don't attack other posters or commenters. Hate speech, any suggestion or su","author":"AutoModerator","classification":"ai_generated","confidence":0.95,"indicators":["template_phrases","missing_platform_voice","synthetic_empathy","list_heavy_advice"],"bot_score":0.28571428571428575,"content_class":"automated_moderation","collected_at":"Fri Jun 19 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uagsun/full_debate_espaillat_avila_chevalier_face_off_in/oso3b3p/"},{"id":"a6138988-1611-42ed-94e8-45ee11486cef","source":"reddit","source_id":"t1_oso3b3r","content_type":"comment","title":null,"body_preview":"People are people no matter where they live. Neither deserve special recognition.","author":"LAlostcajun","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ua16lq/new_poll_finds_most_americans_back_adopting/oso3b3r/"},{"id":"025af93c-825d-4c0c-9788-1ec3b424f6b1","source":"reddit","source_id":"t1_oso3bjv","content_type":"comment","title":null,"body_preview":"This was my instant thought, a missed opportunity for the headline writer.","author":"Brilliant-Advisor958","classification":"ai_generated","confidence":0.6,"indicators":["absence_of_personality","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uae9x4/trump_unveils_new_plane_for_air_force_one_a_gift/oso3bjv/"},{"id":"a52c09d4-a51c-465d-b6fa-90a4fef2800d","source":"reddit","source_id":"t1_oso3bty","content_type":"comment","title":null,"body_preview":"...no shit. We all knew this this entire time. God, absolutely FUCK the media.","author":"brickout","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.34164877237937863,"content_class":null,"collected_at":"Fri Jun 19 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uadoc6/turns_out_there_really_is_a_cabal_of_elite/oso3bty/"},{"id":"3864e9bc-a416-4f1e-ae1a-e445d05fe5ae","source":"reddit","source_id":"t1_oso3c8s","content_type":"comment","title":null,"body_preview":"I think Obama agrees with that assessment. I'd say Biden and Bush are at the bottom given that even their own party doesn't like them anymore.","author":"MerlynTrump","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ua9bxr/poll_reveals_barack_obama_remains_the_most/oso3c8s/"},{"id":"acc76a7a-0272-4bd4-86fe-bdf38190679c","source":"reddit","source_id":"t1_oso3cgu","content_type":"comment","title":null,"body_preview":"Trump says a lot of things. Nearly all of them are lies to garner support/money.  Evangelicals love Trump because he enables their worst impulses, but the man himself is an atheist. Of course not that","author":"RaspberryCommie","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uagapo/report_netanyahu_likely_to_sabotage_iran_deal_us/oso3cgu/"},{"id":"f10df865-18e1-440f-8a33-7efeee5444f7","source":"reddit","source_id":"t1_oso3cnk","content_type":"comment","title":null,"body_preview":"Each source would've probably be hit separately much harder long ago if every missile meant some house being hit instead of an explosion in the air.","author":"fozi4ek","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","lack_of_ai_template_phrases","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1ua6qsw/us_intelligence_warns_israel_is_likely_to/oso3cnk/"},{"id":"eb3b28bc-2dbb-4ca0-bb4e-a872e0e6ca51","source":"reddit","source_id":"t1_oso3dln","content_type":"comment","title":null,"body_preview":"How many listening devices did Qatar plant in this thing before sending it over?","author":"fcimfc","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:17:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/politics/comments/1uae9x4/trump_unveils_new_plane_for_air_force_one_a_gift/oso3dln/"},{"id":"da8045e6-05c9-4031-81ee-46998f57fd75","source":"reddit","source_id":"t1_osnwbff","content_type":"comment","title":null,"body_preview":"What do we need to do to aid our bodies in making that enzyme? How do we help BEFORE the enzyme is needed and how do we help once the enzyme is being produced? What to eat or drink to help our poor bo","author":"LuminalDjinn11","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1u8yejy/eli5_why_is_phlegm_green_when_youre_sick/osnwbff/"},{"id":"09cf53bc-1895-4a46-9cc6-043c4ba93c10","source":"reddit","source_id":"t1_osnwfwj","content_type":"comment","title":null,"body_preview":"Another very important difference in Canada is that a university's highest governing body for academic and course design decisions will be a senate that is elected by the professors, whereas at a coll","author":"DanLynch","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":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ua4xz5/eli5_why_do_some_countries_call_it_college_and/osnwfwj/"},{"id":"3eaabd9c-8108-4d61-8560-3b93ed9813d2","source":"reddit","source_id":"t1_osnwg4e","content_type":"comment","title":null,"body_preview":"There are high schools named \"collège\" https://maps.app.goo.gl/PWtqqC1TDrcFXegS9","author":"AUGUST_BURNS_REDDIT","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ua4xz5/eli5_why_do_some_countries_call_it_college_and/osnwg4e/"},{"id":"a3e3c82f-9836-4f8e-85e4-f8058de428f3","source":"reddit","source_id":"t1_osnwxju","content_type":"comment","title":null,"body_preview":"xnopyt  Or, in Russian, хпорут. (I hope this doesn't mean something offensive.)","author":"gwaydms","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0.33018258920844756,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ua2em6/eli5why_does_carbon_get_to_have_its_own_entire/osnwxju/"},{"id":"8045c1bd-1b90-4bb6-981f-4601e7d29604","source":"reddit","source_id":"t1_osnx1nh","content_type":"comment","title":null,"body_preview":"The motor can be more dangerous for two reasons.  But it depends on how the shock comes.  Touching the raw terminal of a light bulb or a motor on the same circuit when both are operating normally has ","author":"BitOBear","classification":"ai_generated","confidence":0.85,"indicators":["suspiciously_comprehensive","uniform_paragraph_rhythm","template_phrases","over_qualification","missing_platform_voice"],"bot_score":0.5052322619924451,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1u9sl6h/eli5_if_a_light_bulb_and_an_electric_motor_are/osnx1nh/"},{"id":"517f9074-1377-469b-b887-ab1f74af73b7","source":"reddit","source_id":"t1_osnxf6v","content_type":"comment","title":null,"body_preview":"In my country, a university is a university as you might expect, and that is what we call the education and location. A \"college\" is a housing complex which only permits university students. An \"insti","author":"LFK1236","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ua4xz5/eli5_why_do_some_countries_call_it_college_and/osnxf6v/"},{"id":"f24d6351-7846-47e3-94fb-e576bb34cec8","source":"reddit","source_id":"t1_osnxu1x","content_type":"comment","title":null,"body_preview":"That depends on the level of nursing. For an RN you're absolutely correct, but AFAIK LPNs and other types of nursing that don't require bachelor degrees can be fully completed at a college.","author":"jaaaawrdan","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ua4xz5/eli5_why_do_some_countries_call_it_college_and/osnxu1x/"},{"id":"acfa0800-a791-4f99-aaa2-08ad0408705a","source":"reddit","source_id":"t1_osnxw5e","content_type":"comment","title":null,"body_preview":"You fucked up, you should’ve said for it to make no mistakes.","author":"Anon44356","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1u6z0o0/eli5_how_do_engineers_figure_out_the_exact/osnxw5e/"},{"id":"dce14baa-1ff2-48b1-b8ad-fa0287aac521","source":"reddit","source_id":"t1_osnyd4p","content_type":"comment","title":null,"body_preview":"A university has colleges in it. Like the college of education, the college of humanities","author":"tims4myhooligans","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ua4xz5/eli5_why_do_some_countries_call_it_college_and/osnyd4p/"},{"id":"97dd7163-4099-4d1c-b323-e5076a1e45d6","source":"reddit","source_id":"t1_osnykp6","content_type":"comment","title":null,"body_preview":"The glass can't, but the shell side of the socket is often easily contacted.","author":"Low-Crow5719","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1u9sl6h/eli5_if_a_light_bulb_and_an_electric_motor_are/osnykp6/"},{"id":"0b6c4c76-cfb9-4bf6-b6a4-83b5e3ac1f4c","source":"reddit","source_id":"t1_osnyr2w","content_type":"comment","title":null,"body_preview":"In the US, colleges consist only of undergrad programs. Universities consist of both undergrad and graduate programs.","author":"AdPrudent9509","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ua4xz5/eli5_why_do_some_countries_call_it_college_and/osnyr2w/"},{"id":"0582e174-87bd-45a7-a122-08ffd71a7b56","source":"reddit","source_id":"t1_osnytm9","content_type":"comment","title":null,"body_preview":"Hey OP. Finally, I can use my chemistry degree! Everyone has explained what rust is - iron oxide - but what’s unfortunate about iron oxide is that it’s porous to oxygen - this means that a block of ir","author":"yearsofpractice","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":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1uaalsa/eli5_what_is_rust_and_what_exactly_causes_it_and/osnytm9/"},{"id":"c6048b80-9d2d-4152-9b30-f1ce84794c97","source":"reddit","source_id":"t1_osnyvs0","content_type":"comment","title":null,"body_preview":"The Big bang was an explosion of spacetime, not an explosion in space-time.  Everything was so hot that it was just basically pure energy with absolutely no Mass involved. It was all E and no m.  The ","author":"BitOBear","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","natural_digressions","platform_fluency","semantic_blandness","missing_platform_voice"],"bot_score":0.5052322619924451,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1u9tj9q/eli5_whyhow_early_universe_big_band_didnt_trap/osnyvs0/"},{"id":"daf93284-7637-480e-a1b2-0aefd5113b43","source":"reddit","source_id":"t1_osnzdjz","content_type":"comment","title":null,"body_preview":"I bake the baking soda, which converts some to sodium carbonate which has a lower pH. Safer than sodium hydroxide and works better than straight baking soda.","author":"paul3720","classification":"human_created","confidence":0.7,"indicators":["niche_expertise","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1u9ydqm/eli5_how_can_something_so_extremely_caustic_such/osnzdjz/"},{"id":"f7b042d0-e993-42a9-8e58-2b729129bc06","source":"reddit","source_id":"t1_osnzstd","content_type":"comment","title":null,"body_preview":"Huh. Never occurred to me that college and colleague in English are related, or that the co in college was the prefix for together.","author":"porgy_tirebiter","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","natural_digression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ua4xz5/eli5_why_do_some_countries_call_it_college_and/osnzstd/"},{"id":"29b7fed3-d33a-4b3e-897f-b0073101b84a","source":"reddit","source_id":"t1_osnzur2","content_type":"comment","title":null,"body_preview":"unless if it’s part of a school in which case it’s called sixth form   Not true. Mine was called a \"sixth form college\" and was not attached to a secondary school.","author":"otah007","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinion","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ua4xz5/eli5_why_do_some_countries_call_it_college_and/osnzur2/"},{"id":"77d3f735-3f22-4ebb-b26d-4884d1860a20","source":"reddit","source_id":"t1_osnzygg","content_type":"comment","title":null,"body_preview":"I’m a Canadian living in Japan. For the entry visa requirements, a university degree was needed, a college diploma was unacceptable","author":"bachwerk","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ua4xz5/eli5_why_do_some_countries_call_it_college_and/osnzygg/"},{"id":"c7ba9b37-42ad-4d9b-875f-a810937875c1","source":"reddit","source_id":"t1_oso04rh","content_type":"comment","title":null,"body_preview":"I think there are only a few provinces where you can work as a social worker with just a diploma. Alberta being one of them. Not sure other provinces offer social work diplomas either, usually called ","author":"ImpactThunder","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ua4xz5/eli5_why_do_some_countries_call_it_college_and/oso04rh/"},{"id":"ce68f173-3a78-4ae9-9c2a-53112b6716e8","source":"reddit","source_id":"t1_oso0j2f","content_type":"comment","title":null,"body_preview":"I could give better follow up details or even the zenodo links. Nobody on Reddit sounds like a hyperbole to me.","author":"DreamUnfair","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1u9tj9q/eli5_whyhow_early_universe_big_band_didnt_trap/oso0j2f/"},{"id":"44db797c-c734-461c-ab2f-b9629d01f5fe","source":"reddit","source_id":"t1_oso0xsn","content_type":"comment","title":null,"body_preview":"The horror is violating you so you try to protect yourself from violation by clenching to prevent entry from whatever is about to pop through your seat at any moment.","author":"swarly1999","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","lack_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1u9gt8a/eli5_why_do_we_clench_our_buttcheeks_during_tense/oso0xsn/"},{"id":"900a9fea-cd00-4bfb-b0dd-0ae44c4f6c4b","source":"reddit","source_id":"t1_oso17nv","content_type":"comment","title":null,"body_preview":"Nobody in Quebec calls high school college lol what?","author":"MayorPirkIe","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1ua4xz5/eli5_why_do_some_countries_call_it_college_and/oso17nv/"},{"id":"b29b6603-7864-42ae-bc12-8e4d981283f2","source":"reddit","source_id":"t1_oso2har","content_type":"comment","title":null,"body_preview":"Why did you not ask your therapist when they brought it up?","author":"breezyseagull","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1uagg2t/eli5_radical_acceptance_and_radical_selfhonesty/oso2har/"},{"id":"1bca3aac-91a8-4519-9aa8-a3967a986d6b","source":"reddit","source_id":"t1_oso30qo","content_type":"comment","title":null,"body_preview":"So if I was swimming in a chlorinated pool, I'd be clean?","author":"Dickulture","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1u9ydqm/eli5_how_can_something_so_extremely_caustic_such/oso30qo/"},{"id":"d1702ac7-dd81-4189-9d6d-f8782dfee6f3","source":"reddit","source_id":"t1_oso36v0","content_type":"comment","title":null,"body_preview":"Radical Acceptance: You try and remove bias and accept the reality of the situation for what it is. You may not agree with it or like it, but understanding that it is the reality. The basic idea is th","author":"Twelvecarpileup","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","synthetic_empathy"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:16:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/explainlikeimfive/comments/1uagg2t/eli5_radical_acceptance_and_radical_selfhonesty/oso36v0/"},{"id":"3e0f952c-6e2c-4250-b651-ff749dbbeb50","source":"reddit","source_id":"t1_oso2b5y","content_type":"comment","title":null,"body_preview":"I just wanted to be a badass Corpo netrunner, hacking other corps in cyberspace. No cyberspace, and what we got was one brief scripted scene that was a headacke inducing psychedelic drug effect. Shado","author":"Android1822","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Fri Jun 19 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ua7twj/cdpr_boss_hopes_the_witcher_4_wins_back_fans/oso2b5y/"},{"id":"69899e96-1e9e-4887-b615-0f334b5ee3b4","source":"reddit","source_id":"t1_oso2bc0","content_type":"comment","title":null,"body_preview":"If this is real, this is one of the shittiest, low-effort AI images I've seen this year. Not that we need any more reasons to hate EA.","author":"BarneyChampaign","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","emotional_authenticity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1uafodv/ai_has_infiltrated_the_steam_sale_pages_ea_sale/oso2bc0/"},{"id":"1ea6881a-7721-4b2e-96f7-2154f58f789c","source":"reddit","source_id":"t1_oso2l33","content_type":"comment","title":null,"body_preview":"Hear me out. They already did that. With Halo 4. With the same success. Hell no. But the vibes are there. It is a much more mature, darker and personal atmosphere in the story. I actually thought the ","author":"Dantai","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1uaa61o/halo_needs_its_god_of_war_2018_moment/oso2l33/"},{"id":"63656e28-8ad3-4533-9f0f-3bdb62757384","source":"reddit","source_id":"t1_oso2mv0","content_type":"comment","title":null,"body_preview":"I was going to mention Socom 2/Halo 2, but its first gen online gaming. Being able to play online with voice chat was a spectacle. This is probably my favorite era, just simply because of the focus of","author":"acideater","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.2727272727272727,"content_class":null,"collected_at":"Fri Jun 19 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1uaf8ew/28_years_old_my_list/oso2mv0/"},{"id":"505b77c2-bb06-4297-9cf1-52d2ad099649","source":"reddit","source_id":"t1_oso2nfk","content_type":"comment","title":null,"body_preview":"Up down up down left right left right up right down left up select, then select select select - unlocks renaming characters in Golder Sun","author":"thetulgey_wood","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ua3fc1/what_cheat_code_from_your_childhood_will_you/oso2nfk/"},{"id":"cb66716e-7568-4fe3-9c7c-73f2ec150fc6","source":"reddit","source_id":"t1_oso2qp7","content_type":"comment","title":null,"body_preview":"A lot of game series need refreshed engines and revamped gameplay. Too many instances of us being sold the same uninspired crap over and over again","author":"ilovemyamily1","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1uaa61o/halo_needs_its_god_of_war_2018_moment/oso2qp7/"},{"id":"8b68c030-d85e-45e6-b2be-aeaeaf16fae9","source":"reddit","source_id":"t1_oso2tya","content_type":"comment","title":null,"body_preview":"Dude, I'm getting old, it's crazy this isn't at the top anymore.","author":"studhand","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","self_reference","platform_fluency"],"bot_score":0.13636363636363635,"content_class":null,"collected_at":"Fri Jun 19 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ua3fc1/what_cheat_code_from_your_childhood_will_you/oso2tya/"},{"id":"0ce94298-9f42-413e-bae4-a596ddd8311d","source":"reddit","source_id":"t1_oso2tyv","content_type":"comment","title":null,"body_preview":"Sims 3: Testingcheatsenabled true Motherlode Age of Empires (Kings and the mythology one): Lumberjack ATM of Erebus Robin Hood","author":"phoenixinfusion","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ua3fc1/what_cheat_code_from_your_childhood_will_you/oso2tyv/"},{"id":"c4c29a05-a0e2-4848-97ea-05bcc4cae472","source":"reddit","source_id":"t1_oso2vjn","content_type":"comment","title":null,"body_preview":"They've been trying since 2011 when EA left Steam behind for Origin. They've had over a decade to do what Steam does and have never come close.","author":"Moskeeto93","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ua1c8w/clunky_epic_games_launcher_is_getting_a_groundup/oso2vjn/"},{"id":"eaebbeb3-c3a3-454b-8a4c-814a7e0bb3f0","source":"reddit","source_id":"t1_oso2vwu","content_type":"comment","title":null,"body_preview":"They have an ai disclaimer for games, maybe they should have one for publisher sales too. \"EA summer sale, brought to you by microslop\"","author":"TubeAlloysEvilTwin","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1uafodv/ai_has_infiltrated_the_steam_sale_pages_ea_sale/oso2vwu/"},{"id":"1ee93a40-5637-442f-991c-a63b33681b51","source":"reddit","source_id":"t1_oso2w2k","content_type":"comment","title":null,"body_preview":"We should not let the already knowingly stingy and shitty EA get away with being even more stingy and shitty.","author":"bigcd34","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1uafodv/ai_has_infiltrated_the_steam_sale_pages_ea_sale/oso2w2k/"},{"id":"d4d387ab-9cca-405b-825c-1b89cef5478a","source":"reddit","source_id":"t1_oso2wmz","content_type":"comment","title":null,"body_preview":"This, they do a mass purge and I think media companies help. I know after witcher 3, they did an interview talking about witcher 4 and I am fairly certain they said they were going to go with a custom","author":"Android1822","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.6363636363636362,"content_class":null,"collected_at":"Fri Jun 19 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ua7twj/cdpr_boss_hopes_the_witcher_4_wins_back_fans/oso2wmz/"},{"id":"c2671b8b-7c34-4af3-9294-22d0c53108ff","source":"reddit","source_id":"t1_oso2ysj","content_type":"comment","title":null,"body_preview":"The Flight of the Amazon Queen is full of jokes, innuendos, and references to other games / movies.","author":"jakubkonecki","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1u9zibo/games_with_the_best_jokeshumorous_situations/oso2ysj/"},{"id":"a33131c9-c946-4e90-be59-3f2854f318f5","source":"reddit","source_id":"t1_oso2ywe","content_type":"comment","title":null,"body_preview":"I don't think CDPR has ever had a game launch in a decent state. None so bad as Cyberpunk, but still. I've been with them since Witcher 1 and all their launches have been varying degrees of a shit-sho","author":"Cranharold","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ua7twj/cdpr_boss_hopes_the_witcher_4_wins_back_fans/oso2ywe/"},{"id":"4f109465-8585-46bb-b86e-2c05a871914f","source":"reddit","source_id":"t1_oso30a9","content_type":"comment","title":null,"body_preview":"It's worth noting modding helps a lot with the problems you mentionned. I think alot of people have the tendency to forget they play with a lots of mods at times.","author":"papyjako87","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","missing_platform_voice","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:15:02 GMT+0000 (Coordinated Universal Time)","source_url":"https://www.reddit.com/r/gaming/comments/1ua7twj/cdpr_boss_hopes_the_witcher_4_wins_back_fans/oso30a9/"},{"id":"75f206fe-54aa-40fe-a58f-bb486efd85ef","source":"hackernews","source_id":"48600179","content_type":"comment","title":null,"body_preview":"> If an engineer doesn’t sweat through the weekend gluing the raw UI to the CDN signing logic, will they have the courage to stand in front of the COO and CEO of a major company and argue for a launch","author":"kelseyfrog","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600179"},{"id":"866ffbde-6aee-449c-b13c-4e69f6ef90d3","source":"hackernews","source_id":"48600081","content_type":"comment","title":null,"body_preview":"> Sheryl was fine with that compromise. We shipped the feature.\nNot trying to be a fan of any individual.\nBut this, to me, is the difference between a fast moving team and a slow moving one. Teams bei","author":"claw-el","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600081"},{"id":"5b94750b-5b75-487f-8dd4-76b61b33ea51","source":"hackernews","source_id":"48602814","content_type":"comment","title":null,"body_preview":"Comments moved to https://news.ycombinator.com/item?id=48601162, which is currently on the frontpage.","author":"dang","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.11559065933852997,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:11 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48602814"},{"id":"cc33d8f8-0ff8-4c36-a8b9-50caf009c0d9","source":"hackernews","source_id":"48598154","content_type":"comment","title":null,"body_preview":"I've created a similar (minimal, lightweight, ANSI C) UI library, which is even easier to use.\nhttps://gitlab.com/bztsrc/smgui\nI don't like immediate-mode, because you must handle everything in the sa","author":"skrellm","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:09 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598154"},{"id":"90aa170b-8829-48b3-885b-5cc60b7b2e3a","source":"hackernews","source_id":"48568428","content_type":"comment","title":null,"body_preview":"> The hardest part, though, is how it happened. DOGE’s cuts sliced through American research grants like a thresher, “but this was much murkier,” Reynolds says. “We were never canceled. We were just s","author":"croes","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48568428"},{"id":"c6ebb9f8-dd8a-46ee-97c5-c93724b54e21","source":"hackernews","source_id":"48574123","content_type":"comment","title":null,"body_preview":"and it's 100% Russell Vought\nmost people know who Stephen Miller is but the real monster is Russell Vought\nHeritage Foundation's #1 enforcer, the destruction of science and academia is their top 10\nIf","author":"ck2","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","external_links","personal_stance"],"bot_score":0.14225436865712734,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:07 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48574123"},{"id":"b12e373c-1b0a-4127-a4ab-bb29db2498d1","source":"hackernews","source_id":"48597068","content_type":"comment","title":null,"body_preview":"[dupe] https://news.ycombinator.com/item?id=48590891","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597068"},{"id":"4489eb24-8308-4b65-9345-1d0e7a5ecdd8","source":"hackernews","source_id":"48596033","content_type":"comment","title":null,"body_preview":"Sorry, three employees had a talk with HR?\nThat's it?\nThat's the whole story?\nNo one was fired? No laws were broken?\nI'm not one to give HR the benefit of the doubt, but it is actually quite reasonabl","author":"handoflixue","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:05 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596033"},{"id":"f929f4e6-2e5a-44c7-b597-1bba2681b4d1","source":"hackernews","source_id":"48571937","content_type":"comment","title":null,"body_preview":"Answer from VW:\n> Please note that the use of the Volkswagen app is only supported on iOS devices and Android devices with supported operating system versions.\nIs it time to mandate app developers sup","author":"warkdarrior","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.20588235294117643,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:04 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48571937"},{"id":"9e794acf-324d-4807-95ea-1388bd2790d7","source":"hackernews","source_id":"48597229","content_type":"comment","title":null,"body_preview":"X rewrote Y in Rust is the new “Blazing fast Y written in Rust”.","author":"wiseowise","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10335718937781604,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597229"},{"id":"e8119be1-8395-4e1b-aba9-5977f48f1a2b","source":"hackernews","source_id":"48596553","content_type":"comment","title":null,"body_preview":"Do you generally pylint an entire codebase at once though? Why not just the file you are actually working on? Based on the homeassistant results (10.3 hours to lint 17.5k files), it only takes about 2","author":"voidUpdate","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.14199059757181187,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596553"},{"id":"e9fef3bb-e77b-44ba-81f7-d2c58fa5f043","source":"hackernews","source_id":"48596767","content_type":"comment","title":null,"body_preview":"I’m interested in python bytecode to rust code compiler, that will save a lot of time and energy.","author":"iamgopal","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.2678071905112638,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596767"},{"id":"49afbd34-f0f4-4535-a992-b5c2a1f442e2","source":"hackernews","source_id":"48596276","content_type":"comment","title":null,"body_preview":"So basically `ruff check --select=PL` but worse in every single way, maintained by a system that's not even available anymore? It even uses Ruff's code under the surface.","author":"Hamuko","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0.11366258339471161,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596276"},{"id":"fe1cb815-dc18-4ed5-b83f-7a177f7cffc5","source":"hackernews","source_id":"48597262","content_type":"comment","title":null,"body_preview":"This project was created 6 months ago, and had been worked on for months with claude. I guess Fable existed 6 months ago and none of us knew about it...","author":"worldsavior","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597262"},{"id":"bc6e43b7-2c2b-47ff-b519-12a0c481aa06","source":"hackernews","source_id":"48596993","content_type":"comment","title":null,"body_preview":"Would be great if it could convert the entire Python ecosystem to another language (or to GIL-free Python).","author":"amelius","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.12295726910471227,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596993"},{"id":"8bed7243-6474-4378-b690-eb57583f7786","source":"hackernews","source_id":"48597175","content_type":"comment","title":null,"body_preview":"What if Fable made a jit layer for python. How would it affect ai?","author":"vezycash","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597175"},{"id":"319a5d13-cf36-4746-b506-4c15c538e1b8","source":"hackernews","source_id":"48597602","content_type":"comment","title":null,"body_preview":"I think open source is dead. Basic issue is - if your product is open source or even open core, building a business around it would be impossible because someone else would point an AI agent at it and","author":"wg0","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.14208067227186036,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597602"},{"id":"7b7dfe02-c2e6-45b8-9946-5725b5efe900","source":"hackernews","source_id":"48597259","content_type":"comment","title":null,"body_preview":"So, develop in an ergonomic language. Then use an LLM to convert to Rust.\nNo human needs to read or write Rust anymore.","author":"amelius","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.12295726910471227,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597259"},{"id":"9593b9d2-be6b-490c-8211-32f87fecd7fc","source":"hackernews","source_id":"48598225","content_type":"comment","title":null,"body_preview":"Interesting to read the comments and see the reaction here.\nI didn't use Fable (just Opus and Gemini) but I recently ported the `djlint` Python library to Rust, also relying heavily on LLMs (but not t","author":"thraxil","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598225"},{"id":"dd9b0fae-07e7-47df-9f9b-716bfc0970ef","source":"hackernews","source_id":"48596845","content_type":"comment","title":null,"body_preview":"It is the easiest use-case for agents because deterministic tool for testing/verification exists and code of the source project is available. Give it enough tokens and test data and it will produce a ","author":"dk_sig11","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","uniform_paragraph_rhythm"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596845"},{"id":"4a59a6b3-e487-4390-bbb5-d5f4a9690499","source":"hackernews","source_id":"48597541","content_type":"comment","title":null,"body_preview":"Considering how successful LLMs are at these kinds of projects. I think labs RL on  converting successively bigger programs from language A to B, considering they have near-infinite training data, and","author":"torginus","classification":"ai_generated","confidence":0.9,"indicators":["suspiciously_comprehensive","template_phrases","semantic_blandness","missing_platform_voice"],"bot_score":0.13735043013774972,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597541"},{"id":"3b6ad50f-f126-4f19-aa74-a55841152d3b","source":"hackernews","source_id":"48595472","content_type":"comment","title":null,"body_preview":"> A Rust reimplementation of pylint that produces byte-for-byte identical output — 15–2300× faster (median ~85×).\n> prylint is not \"inspired by\" pylint. [...] Where pylint has bugs, prylint reproduces","author":"ma2kx","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48595472"},{"id":"f7f4c83f-d7e4-463e-9e5b-250f85c5f906","source":"hackernews","source_id":"48597145","content_type":"comment","title":null,"body_preview":"Of course I'm not sure I'd trust to install or use in my main machine something that has been 100% written by an LLM, that doesn't have enough reviews and scrutiny, but the numbers look astounding:\n  ","author":"Lucasoato","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.15684715314307823,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597145"},{"id":"974fa755-b955-4947-bb38-32e0d757dc71","source":"hackernews","source_id":"48597090","content_type":"comment","title":null,"body_preview":"In the few days I had access to Fable 5, I asked it to migrate our toolchain from nix+npm to docker+pnpm. It damn-near one-shotted it. I spent over a week stress testing it in every way and found very","author":"auslegung","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":"Fri Jun 19 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597090"},{"id":"a6f842bb-afb3-4895-b8d2-d91b15695a38","source":"hackernews","source_id":"48597279","content_type":"comment","title":null,"body_preview":"It's fascinating to read the comments here. The attitude is very strange to me. Writing software is not a sport that if you \"cheat\" using tools then your results are worthless. Results are speaking fo","author":"mohsen1","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","semantic_blandness","template_phrases","missing_platform_voice","over_qualification"],"bot_score":0.11077661802142406,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597279"},{"id":"7ce17455-3971-4da5-9eed-5bccff98e554","source":"hackernews","source_id":"48596369","content_type":"comment","title":null,"body_preview":"IMHO there is little point of these conversion projects. It screams of \"look at me, see what I made\" and when the attention goes down a little nothing was ever pushed to the repo ever again.\nPerhaps I","author":"TheChaplain","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:03 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596369"},{"id":"fbebf439-3c8b-46f9-b1ae-d8aecaa73e05","source":"hackernews","source_id":"48582614","content_type":"comment","title":null,"body_preview":"This doesn't hold up for me in Japan. My apartment is in a building that's 10 years old now, and I've been here since it was new. Japan famously builds for a 20-ish-year depreciation schedule, althoug","author":"nihonde","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48582614"},{"id":"a4066ed7-3210-42b9-82b7-54c462dfe2d7","source":"hackernews","source_id":"48580389","content_type":"comment","title":null,"body_preview":"This webpage is nonsense.\nFirst example I saw was already wrong.\nCOBALT BLUE is not known since 1830 but its ANCIENT.\nThis webpage is some low effort english centric world and wrong and probably just ","author":"iberator","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11896373622722747,"content_class":null,"collected_at":"Fri Jun 19 2026 23:01:00 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48580389"},{"id":"725d0307-c335-4888-a895-ba767ebff3bf","source":"hackernews","source_id":"48600045","content_type":"comment","title":null,"body_preview":"My favorite trick with this feature is pairing it a timeout\n   # Connection successful:\n   $ timeout 1 bash -c 'cat < /dev/null > /dev/tcp/google.com/80'\n   $ echo $?\n   0","author":"oso2k","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","niche_expertise"],"bot_score":0.13915414066556503,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:59 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600045"},{"id":"a9bebbbd-108b-4247-8ede-25c1caf8a589","source":"hackernews","source_id":"48603759","content_type":"comment","title":null,"body_preview":"I've replaced the cloud AI with 2 DGX Sparks, and I have built a specialized harness for the TS stack that I professionally work with.\nhttps://tsforge.dev/\nThe harness was initially built to lift the ","author":"agjs","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","self_reference","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48603759"},{"id":"6d0f284b-cbfb-4280-b88b-cc9b1a92c0c3","source":"hackernews","source_id":"48597212","content_type":"comment","title":null,"body_preview":"> Raku began as Perl6\nGuys.\nWe will just skip to perl7 anyway. People are too confused now.","author":"shevy-java","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.1410898861763945,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597212"},{"id":"02b6dc28-abea-4222-affb-94c6409a9dc2","source":"hackernews","source_id":"48541941","content_type":"comment","title":null,"body_preview":"see also https://dev.to/lizmat/a-year-later-a-trf-1lh0 for some history and perspective","author":"librasteve","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.09778408049061406,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48541941"},{"id":"410b4556-5902-48d2-8e39-07b6e350fe7f","source":"hackernews","source_id":"48596939","content_type":"comment","title":null,"body_preview":"I got 502 bad gateway.\nThen a register page. With a section about \"Cyber Resilience Act\".\nThat section is worth a read in my opinion.","author":"talkingtab","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596939"},{"id":"dc430f06-9529-40fe-977b-068d686cf60c","source":"hackernews","source_id":"48596533","content_type":"comment","title":null,"body_preview":"You know what my favourite Perl joke is, invented it myself, raku is a Japanese lisp :D","author":"blu3h4t","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596533"},{"id":"3df94074-0847-4d9a-85b9-7300663f2f5b","source":"hackernews","source_id":"48597639","content_type":"comment","title":null,"body_preview":"I really should get back to playing some more with raku, it was a fun experience the last time I messed around with it. Feels very expressive, like it will support any harebrained scheme you come up w","author":"polytely","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597639"},{"id":"ea0b1245-d998-4a66-989f-f64867ad7764","source":"hackernews","source_id":"48596390","content_type":"comment","title":null,"body_preview":"Context: Raku was formerly Perl 6; it was renamed in October 2019 for compatibility reasons.\n> The major goal Wall suggested in his initial speech was the removal of historical warts. These included t","author":"maxloh","classification":"human_created","confidence":0.7,"indicators":["human_quoting_source","platform_fluency","absence_of_ai_signals"],"bot_score":0.109879222567717,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596390"},{"id":"52eefa76-a89b-4c77-ac3a-2de803c37924","source":"hackernews","source_id":"48541964","content_type":"comment","title":null,"body_preview":"And the original blog post from almost a year ago: https://dev.to/lizmat/towards-a-raku-foundation-3ne2","author":"lizmat","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48541964"},{"id":"8b022331-3389-466b-90bc-86c05398977b","source":"hackernews","source_id":"48596646","content_type":"comment","title":null,"body_preview":"What if it had taken Nintendo 35 years to release the next GameBoy, and they now came along and said:  \"Listen up, everybody!  We finally did it!  It has a 16 bit processor now instead of 8 and 4 bit ","author":"stakhanov","classification":"human_created","confidence":0.85,"indicators":["natural_digressions","strong_opinions","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596646"},{"id":"4227bddd-d452-4b0e-aa1d-40f990b4fc26","source":"hackernews","source_id":"48597449","content_type":"comment","title":null,"body_preview":"Makes sense to split the foundation, as the communities have split (and withered).\nFrom its inception Perl 6 was an incredible journey that resulted in a genuinely weird and interesting new programmin","author":"montroser","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597449"},{"id":"9a913e3e-3b51-4c23-9f0a-f163af1a7a4d","source":"hackernews","source_id":"48597989","content_type":"comment","title":null,"body_preview":"Perl, for all its quirkiness, remains my favourite language - even though I've never done any professional work in it, and I took it up long after its glory days. A shame how it plummeted. It feels li","author":"HeckFeck","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","personal_anecdote","imperfect_expression","opinion_and_stance","niche_expertise_perspective"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:58 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597989"},{"id":"a35b60c0-d1e8-4ebe-bda2-3579574220c3","source":"hackernews","source_id":"48577034","content_type":"comment","title":null,"body_preview":"\"...never fix a running thing. Replace it.\nAI pushes this premise beyond infrastructure and into application code itself. When rewriting is cheap, editing in place becomes risky. Mutation accumulates ","author":"jay_kyburz","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.20533352667364896,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48577034"},{"id":"ff88e36b-8ec4-4a33-9ece-5464b597d654","source":"hackernews","source_id":"48597308","content_type":"comment","title":null,"body_preview":"from the post:\n> It was reasonable to be skeptical the first time\nIt's still reasonable to be skeptical. A few weeks ago a post was discussed here on HN [1] that asked:\n> What would have to be true fo","author":"sltr","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","original_commentary_on_quote","niche_expertise"],"bot_score":0.11886626868227917,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597308"},{"id":"8cab6bb3-78a4-4fa6-b99b-db9933a23902","source":"hackernews","source_id":"48592995","content_type":"comment","title":null,"body_preview":"Thank you for your opinion, Bill.\nJust kidding, I agree with the sentiment. It's 2026 not 1976. You don't need separate physical partitions for most use cases.","author":"avadodin","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","imperfect_expression","strong_opinions"],"bot_score":0.156700069336271,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48592995"},{"id":"5cfbce0b-1e69-4978-a4b7-4162138ace94","source":"hackernews","source_id":"48594555","content_type":"comment","title":null,"body_preview":"Anything that does\n  create file\n  chmod 0600 file\n\nshould be\n  umask 077\n  create file","author":"eqvinox","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.10635834914740801,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594555"},{"id":"2c4af9a5-1283-42b4-99b2-f201f0c1d896","source":"hackernews","source_id":"48594917","content_type":"comment","title":null,"body_preview":"Probably not a great idea if you're using btrfs [0].\n[0]: https://btrfs.readthedocs.io/en/latest/Swapfile.html#:~:text...","author":"gucci-on-fleek","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:57 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594917"},{"id":"9aa2b540-05d2-421a-82c0-11d03ad8969a","source":"hackernews","source_id":"48565181","content_type":"comment","title":null,"body_preview":"The basic failure mode I would expect:\nhttps://www.youtube.com/watch?v=DeFY9u69tkE\nThe adjoining roads have a large speed differential.  The runoff areas around this project do not appear as if design","author":"themafia","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions"],"bot_score":0.1380487452985774,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48565181"},{"id":"8607f568-5dbd-46a7-80fe-e0afc574357d","source":"hackernews","source_id":"48564693","content_type":"comment","title":null,"body_preview":"I'm a huge roundabout fan, but this does indeed look nasty. Seattle area driving in general is pretty bad. There's an exit on the 5 in downtown Seattle that's on the far left lane (Seneca street I bel","author":"lorecore","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","natural_digressions"],"bot_score":0.15188716116322873,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48564693"},{"id":"8e51ce9d-e6eb-467e-8740-b96c1e90550e","source":"hackernews","source_id":"48600753","content_type":"comment","title":null,"body_preview":"Alt link with no paywall [1]. The full title is:\n> Donald Trump Has It Wrong. The Stock Market Should Never Determine Foreign Policy.\n[1] https://www.msn.com/en-us/money/markets/donald-trump-has-it-..","author":"hn_acker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1644144144144144,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600753"},{"id":"28bb0708-456a-456c-a00c-6bc4843d56ec","source":"hackernews","source_id":"48600992","content_type":"comment","title":null,"body_preview":"Some people really badly want the world economy to implode.","author":"hmmmmmmmmmmmmmm","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.21666666666666665,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600992"},{"id":"26b7f580-e70e-496d-a506-f1e44dcd2198","source":"hackernews","source_id":"48601041","content_type":"comment","title":null,"body_preview":"What might Barrons' position be on the United Fruit Co's 1954 \"speCial Investment Action\" in Guatemala?\nhttps://en.wikipedia.org/wiki/1954_Guatemalan_coup_d%27%C3%A...","author":"bell-cot","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals"],"bot_score":0.1323604963635569,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48601041"},{"id":"90e6fd7e-4efc-4837-a212-67b6c644220a","source":"hackernews","source_id":"48600814","content_type":"comment","title":null,"body_preview":"For comparison [1]:\n> When I was at NOAA we were forbidden to share information about severe weather incidents until the official notice so as not to affect those who trade in weather stocks. Why are ","author":"hn_acker","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.1644144144144144,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:56 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600814"},{"id":"9299b380-426b-4d7b-9511-ce4ca870a50e","source":"hackernews","source_id":"48603731","content_type":"comment","title":null,"body_preview":"On the other hand, if you launch these GPUs into a very low orbit, they indeed have a limited lifespan.","author":"amluto","classification":"ai_generated","confidence":0.75,"indicators":["template_phrases","semantic_blandness","absence_of_personality"],"bot_score":0.13626584487739704,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48603731"},{"id":"fc407295-d38a-4787-b422-1d0926e237fb","source":"hackernews","source_id":"48594842","content_type":"comment","title":null,"body_preview":"The design of the font is quite interesting, but it's not universally applicable for text art work of course.  Making ordinary punctuation and alphanumeric characters have the same connection properti","author":"JdeBP","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","natural_digressions","absence_of_ai_template_phrases"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594842"},{"id":"af57cf19-b201-40ec-a72f-9f9db49f8201","source":"hackernews","source_id":"48602052","content_type":"comment","title":null,"body_preview":"marketing shouldn’t exist. always exaggerated claims, half-truths.","author":"sharts","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48602052"},{"id":"ff290871-ff6d-4337-8b4e-4edf2604c8e3","source":"hackernews","source_id":"48595294","content_type":"comment","title":null,"body_preview":"This export ban follows Anthropic refusing to provide uninhibited use of AI to the US military, and the Pentagon subsequently listing them as a supply chain threat. That in turn led to Anthropic suing","author":"robgibbons","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48595294"},{"id":"0dba9b7c-fe5d-4bfc-94fb-c2ad677d4bcc","source":"hackernews","source_id":"48600981","content_type":"comment","title":null,"body_preview":"\"A BOM is available under production\" - the subtlety is in the spelling... good fun though!","author":"FerretFred","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.17138744228861458,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600981"},{"id":"2aabd1e4-a0be-45a0-a5e2-8624bfef4ead","source":"hackernews","source_id":"48571487","content_type":"comment","title":null,"body_preview":"It's not stated explicitly, but I would assume that 'independent' blog means no Substack, no Medium, etc? Is that the case?","author":"Finnucane","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:55 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48571487"},{"id":"ddd2ebcf-9f7a-47d0-8c35-561e86a13046","source":"hackernews","source_id":"48600095","content_type":"comment","title":null,"body_preview":"Any ideas why Nim seems missing from job and contract boards?  Although it's niche, it doesn't seem that obscure compared with countless other niche things I see advertised.\nI really enjoyed programmi","author":"jlokier","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","self_reference","natural_digressions","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600095"},{"id":"21e42c06-f1dd-428e-91bf-e641af130dd3","source":"hackernews","source_id":"48593677","content_type":"comment","title":null,"body_preview":"/review in claude code - the skill pulls the PR from remote and review it. Can post comments also.","author":"benoitdest","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593677"},{"id":"a398daa6-0e45-4d1f-8bdc-a51017c03f20","source":"hackernews","source_id":"48594249","content_type":"comment","title":null,"body_preview":"Github copilot is a little too opinionated, but we still use it to catch obvious stuff.\nCodex on top of that with specific rules and syntax requirements.","author":"Supermancho","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","opinionated_stance","terse_replies"],"bot_score":0.10498589592716362,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594249"},{"id":"ca5d1a9c-314d-44e2-a956-92abe2473cca","source":"hackernews","source_id":"48594257","content_type":"comment","title":null,"body_preview":"For Claude Code, I think the standard is Codex + Gemini. Why these two? Because it “covers” the blind spots the others would miss by themselves.","author":"nxy","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness"],"bot_score":0.2692352329517124,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594257"},{"id":"e64271fa-17b7-44ee-bebb-84d2d3dcf04d","source":"hackernews","source_id":"48596752","content_type":"comment","title":null,"body_preview":"I mostly use CodeRabbit via GitHub PR\nhttps://www.coderabbit.ai/","author":"jcubic","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596752"},{"id":"386cf724-f805-4a6d-afbb-d2462fa30d9a","source":"hackernews","source_id":"48593210","content_type":"comment","title":null,"body_preview":"I don't use these tools, but wouldn't it be better to use them only after you do a manual review to see if they find anything you missed? Otherwise I could see reviewers getting false confidence and d","author":"davebren","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.10562454160632544,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593210"},{"id":"ffcf38ad-213d-44d4-98e7-6744058b165a","source":"hackernews","source_id":"48597140","content_type":"comment","title":null,"body_preview":"I have a special section related to code review in ai knowledge wiki here: https://github.com/sermakarevich/ai_knowledge_wiki/tree/mast....\nits rather theoretic, papers instead of ai apps,  but might ","author":"sermakarevich","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.13498589592716362,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597140"},{"id":"f02dd08f-8699-41b8-89ff-90814a4f32ea","source":"hackernews","source_id":"48594687","content_type":"comment","title":null,"body_preview":"Claude-Code and Codex in combination, combined with an IDE such as Google Antigravity or VisualStudio-Code are very powerful tools, if your company can invest in hardware the new Mac Studio and MacBoo","author":"shsh1312","classification":"ai_generated","confidence":0.9,"indicators":["template_phrases","suspiciously_comprehensive","missing_platform_voice","false_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594687"},{"id":"121fdebe-b8cd-46b6-be37-0a9070843442","source":"hackernews","source_id":"48595210","content_type":"comment","title":null,"body_preview":"Built my own using Claude Code; inside a gitlab job we call Claude Code headless. This works well. There is a tiny mcp server exposed to Claude so it can post inline comments. All existing comments ar","author":"stpedgwdgfhgdd","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","self_reference","absence_of_ai_signals"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48595210"},{"id":"220dcc8e-267e-4690-b1f2-5082d31e727f","source":"hackernews","source_id":"48601298","content_type":"comment","title":null,"body_preview":"Using dupehound for identifying duplicated code.\nWhat I use for: I use for identifying duplicated code. It is deterministic, doesn't use AI, offline, runs from CLI and is super fast (and free).\nWhat I","author":"rafaepta","classification":"human_created","confidence":0.8,"indicators":["self_reference","platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0.175,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48601298"},{"id":"6b179bdf-f3e4-43ba-a438-6026b5361d11","source":"hackernews","source_id":"48572942","content_type":"comment","title":null,"body_preview":"A collection of thoughts on this.\nPierces Firstness is exactly what drives this.\nThe move from thinking to semantic conversion is important for investigation/introspection.\nArguing with yourself also ","author":"fellowniusmonk","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced","human_indicators_absent"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:54 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48572942"},{"id":"20432b55-d851-4855-90a3-9168b428d637","source":"hackernews","source_id":"48600357","content_type":"comment","title":null,"body_preview":"That's really impressive i've been thinking that we have using technologies cause they were a breakthrough but we actual resources we can implement technollogy that was relegated time ago, like when i","author":"Akimsa3","classification":"ai_generated","confidence":0.7,"indicators":["semantic_blandness","missing_platform_voice","imperfect_expression","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600357"},{"id":"929e7bbe-038f-4dad-9955-b0bf678e0f07","source":"hackernews","source_id":"48598978","content_type":"comment","title":null,"body_preview":"You don't know that No Feigning Surprise is actually from an xkcd comic, before it was a wizardzines post? U+1F632","author":"polynomial","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","natural_digressions"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598978"},{"id":"1c9676ef-5be1-4cd5-922a-bed082b88b3a","source":"hackernews","source_id":"48600772","content_type":"comment","title":null,"body_preview":"The kind of person who \"feigns surprise\" has an insufferable personality that will leak out no matter what. You can't fix it \"one weird trick\" at a time.","author":"sublinear","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13032665852892475,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600772"},{"id":"c6a42b35-4958-488a-80d9-278e29c22b01","source":"hackernews","source_id":"48598602","content_type":"comment","title":null,"body_preview":"Feels like the smushed down version of xkcd's lucky 10.000: https://xkcd.com/1053/","author":"xandrius","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598602"},{"id":"a85ddcf3-4dc5-42c8-9994-2a0d7b2baf9f","source":"hackernews","source_id":"48603372","content_type":"comment","title":null,"body_preview":"After that one xkcd, I learned to follow up on \"you don't know X?!\" with \"lucky you, you get to learn a cool thing today\". It goes much better than before.","author":"stavros","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression"],"bot_score":0.12544163106341427,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48603372"},{"id":"6115c2e8-a184-4387-bb9c-f0d95a440069","source":"hackernews","source_id":"48599788","content_type":"comment","title":null,"body_preview":"Maybe it sounds like major redflag? It sounds a bit manipulative. People use it to lie and to get out of out of their obligations?\nTypical \"feighning suprise\" is with pet attack. \"It does not bite\". W","author":"thror8494jr","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599788"},{"id":"4fe6bd5d-11c6-4808-b62e-9dc85d7e4b17","source":"hackernews","source_id":"48598887","content_type":"comment","title":null,"body_preview":"I think I'd appreciate a compilation of such surprising facts, if anyone has a list.\nI feel like the \"falsehoods programmers believe about [thing]\" is a little similar, but about correctness and never","author":"hbrav","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598887"},{"id":"63e45b33-95b9-4fb7-ab28-26b33364e410","source":"hackernews","source_id":"48599899","content_type":"comment","title":null,"body_preview":"I don't think people are upvoting this for the fact at the top of \"say something surprising\" [1], but it indeed surprised me:\n> I can write 500MB/s to a hard drive? that's so much!\nTurns out a Seagate","author":"scottlamb","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","niche_expertise","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599899"},{"id":"554cda28-f1ab-4961-8dd7-9fa04f83158d","source":"hackernews","source_id":"48599811","content_type":"comment","title":null,"body_preview":"@mods: the title or the URL are wrong.\nThey either meant to post https://wizardzines.com/comics/no-feigning-surprise/ or https://wizardzines.com/comics/surprise/ with a title that has any relation wit","author":"bmacho","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","specific_observation"],"bot_score":0.22032925006137827,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599811"},{"id":"3055d3d2-8c16-470b-a607-1692cc0998ed","source":"hackernews","source_id":"48598452","content_type":"comment","title":null,"body_preview":"Did you mean to link to https://wizardzines.com/comics/no-feigning-surprise/","author":"akerl_","classification":"human_created","confidence":0.85,"indicators":["terse_replies","platform_fluency"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598452"},{"id":"9833f710-40bd-4229-9b06-76c3ac036530","source":"hackernews","source_id":"48598653","content_type":"comment","title":null,"body_preview":"This is a reference to one the Recurse Center's social rules:\nhttps://www.recurse.com/social-rules\nI was really impressed with how successful RC is at maintaining an environment where people can learn","author":"TaylorPhebillo","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","genuine_specificity","personal_reflection","opinion_stance"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:53 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598653"},{"id":"1757b2b7-daf9-4487-98db-11f09c81ec03","source":"hackernews","source_id":"48594003","content_type":"comment","title":null,"body_preview":"I ran into this lovely cross-survey paper three months ago, and was so thankful: an amazing incredible view of reality, a depth of understanding. It was such a horror to think of ripping up such amazi","author":"jauntywundrkind","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","imperfect_expression"],"bot_score":0.13617356755596186,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594003"},{"id":"7011f60b-5b5e-4718-a5a5-705be1abc4f8","source":"hackernews","source_id":"48593724","content_type":"comment","title":null,"body_preview":"Would it not make sense for the non US funding to rise matched by an independent commission to manage the data harvesting costs and maintenance?","author":"ggm","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","absence_of_personality"],"bot_score":0.12507661883859894,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593724"},{"id":"c85d5407-5a5b-4394-b3f1-cc362b037a6d","source":"hackernews","source_id":"48593515","content_type":"comment","title":null,"body_preview":"This is fantastic. Glad to see we’ll be keeping the sensors.","author":"arjie","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.13561135502778043,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593515"},{"id":"3338609e-c14b-4113-aac2-2c440ea83e3e","source":"hackernews","source_id":"48593842","content_type":"comment","title":null,"body_preview":"Related (I think). Have there been others?\nU.S. pulling ocean sensors a 'shock' for Canadian research as El Niño nears - https://news.ycombinator.com/item?id=48560847 - June 2026 (271 comments)","author":"dang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.11559065933852997,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593842"},{"id":"7d0c2e0f-11f8-41c8-9019-338855b1efc0","source":"hackernews","source_id":"48593498","content_type":"comment","title":null,"body_preview":"Widespread worldwide outrage can bring about change.\nThis seems to be good news without a catch. Am I missing something?","author":"cadamsdotcom","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.11142837834247277,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593498"},{"id":"45d475f2-6232-4b06-849d-4c42d7f2c5db","source":"hackernews","source_id":"48593821","content_type":"comment","title":null,"body_preview":"The context behind this is head of OMB Russell Vought thinks impoundments - not paying out congressionally  authorized funds - is constitutional. So this seems like a legitimate retreat on one of many","author":"softwaredoug","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0.13377023006615515,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593821"},{"id":"86eb5226-c64b-4374-ab6b-3001811fdcda","source":"hackernews","source_id":"48593357","content_type":"comment","title":null,"body_preview":"On Wednesday, June 17th the Senate passed the Saving the OOI Act with unanimous consent. This bill prohibits dismantling the OOI. The bill had not yet passed the House.","author":"bnm04","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","terse_replies"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593357"},{"id":"c58e7615-75ac-456c-a220-23553b9553b5","source":"hackernews","source_id":"48603402","content_type":"comment","title":null,"body_preview":"It is a puzzle to solve. One could take many approaches each with their own pro's and cons.\nI once proposed the state takes part ownership of sectors that are profitable and demonstrate a lack of inno","author":"econ","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","false_specificity","human_indicators_present"],"bot_score":0.1503379745053519,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48603402"},{"id":"916a17b5-39a5-4939-b003-203ca62c55a6","source":"hackernews","source_id":"48602598","content_type":"comment","title":null,"body_preview":"Yeah I hate clustering too. Especially since, like the OP points out, mapping libraries have been easily able to handle thousands of points on screen for many years now.\nAt least, make the clustering ","author":"stevage","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48602598"},{"id":"080833f5-6b64-461f-91ca-5b8e8cc12285","source":"hackernews","source_id":"48576204","content_type":"comment","title":null,"body_preview":"Just hot stage a bunch of VMs and then there is no startup time. Every time someone finishes, just start another one and leave it running waiting for the next customer.","author":"latchkey","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.09731500865322072,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48576204"},{"id":"ff2bad67-d74a-42d7-9393-a275ca13b01b","source":"hackernews","source_id":"48575564","content_type":"comment","title":null,"body_preview":"I love that they start no no core pinning, then switch-over to having cores pinned.\nThis could be a bit of a tricky one, but I'd expect Checkpoint Restore In Userspace eventually tackles a lot of this","author":"jauntywundrkind","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","imperfect_expression","niche_expertise"],"bot_score":0.13617356755596186,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:51 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48575564"},{"id":"40f84ab1-ae02-4ffb-829a-32e8ef182ce2","source":"hackernews","source_id":"48595649","content_type":"comment","title":null,"body_preview":"That's nice! I like that it also checks for the llms.txt. It seems to me that no SEO agency is aware of this simple but powerful file.","author":"SeriousM","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.06781535587492998,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48595649"},{"id":"aa523b09-7f13-4261-a346-7a62494b1e68","source":"hackernews","source_id":"48597591","content_type":"comment","title":null,"body_preview":"Nice, thanks!\nedit: in the docs, the command to install the npm package seems to be wrong (crawlie doesn't exist), it should be: npm i -g @spronta/crawlie","author":"mathisdev7","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:50 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597591"},{"id":"a0bf71a4-520f-41c3-a87d-0a30df890b7d","source":"hackernews","source_id":"48596432","content_type":"comment","title":null,"body_preview":"> This is not a cyclical recession — it's a structural shift.\nAI slop\n> Rising hyper-nationalism eroding liberal democracy and economic openness\nSame BS for the last 10 or so years?","author":"leosanchez","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","imperfect_expression"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596432"},{"id":"96754a6e-9d11-42f7-a7ca-65cae4930c2f","source":"hackernews","source_id":"48596244","content_type":"comment","title":null,"body_preview":"The biggest problem with this and I say this being someone who is adamant about renting and not paying 3C for a house in Bangalore is that people around you will constantly be emotional. No one will b","author":"stonecharioteer","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.20780719051126376,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596244"},{"id":"cfb2f52e-ea21-4283-ba96-e4aae8832547","source":"hackernews","source_id":"48596763","content_type":"comment","title":null,"body_preview":"Conversations on this topic could be interesting, but this \"article\" is literally just a word-to-word copy-pasted default-styled AI response to a single prompt.","author":"dartharva","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinion","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596763"},{"id":"b928df6d-0d74-4f1a-9273-91e2d0b6435a","source":"hackernews","source_id":"48597595","content_type":"comment","title":null,"body_preview":"I know the article is AI slop just by the structure, my last job at MSFT had me producing artefacts like this, which is why I quit ;)\nThe issue with buying land outside major metro areas like BLR are ","author":"AbbeFaria","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","imperfect_expression","strong_opinions","natural_digressions"],"bot_score":0.24780719051126376,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597595"},{"id":"a75bb556-2778-418b-a542-44c1aeea566f","source":"hackernews","source_id":"48597564","content_type":"comment","title":null,"body_preview":"Considering an LLM wrote this, I wonder when will LLMs go from writing insightful (sounding) investment advice to basically agentic landlording?","author":"torginus","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","semantic_blandness","template_phrases"],"bot_score":0.13735043013774972,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597564"},{"id":"0174d7ce-c258-43df-9bb2-676b7be01553","source":"hackernews","source_id":"48597144","content_type":"comment","title":null,"body_preview":"Do you want your children to grow up amidst traffic, potholes, pollution and stray dogs?\nMaybe the well-earning FAANG SDEs on here might pretend to escape the reality of Indian metropolis by renting o","author":"junior44660","classification":"human_created","confidence":0.8,"indicators":["strong_opinions","platform_fluency","natural_digressions","absence_of_ai_indicators"],"bot_score":0.17263156237379768,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597144"},{"id":"8b6ce60a-bc9e-43f9-8d45-428f7431bc72","source":"hackernews","source_id":"48594575","content_type":"comment","title":null,"body_preview":"I'm currently looking to piece together a kubernetes native \"forge\" and there are major gaps in the ecosystem. Why do we need everything in one application like every single \"forge\" claims to be? What","author":"hannasm","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","strong_opinions","platform_fluency","self_reference","natural_digressions"],"bot_score":0.22099733011799153,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594575"},{"id":"268308d5-cce6-45ad-a4b3-59ecb2a606c6","source":"hackernews","source_id":"48597960","content_type":"comment","title":null,"body_preview":"It's long but it really expands the point of this article: https://www.youtube.com/watch?v=F4SmgrAmdUQ","author":"RyanHamilton","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597960"},{"id":"83703596-2627-4fb9-a16e-e8d289f6cd35","source":"hackernews","source_id":"48598488","content_type":"comment","title":null,"body_preview":"I think the premise here is wrong; the market is perfectly capable of coming up with communal spaces. Some of the nicest buildings in a small town can be the churches, for example.\nThe issue is creati","author":"roenxi","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598488"},{"id":"037a0e49-8411-4e71-9b05-f479c0090802","source":"hackernews","source_id":"48598244","content_type":"comment","title":null,"body_preview":"Markets are only free when both sides of a deal can walk away from that deal. Free marketers go on about state coercion, but their idea of a free market is at least as coersive as the regulatory state","author":"Zigurd","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.1312588280375111,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598244"},{"id":"5e57b841-e291-4c9e-b983-822fb05752fa","source":"hackernews","source_id":"48598129","content_type":"comment","title":null,"body_preview":"This is the good example of positive externalities => some of the most valuable things in society like the friendships, communities or informal support networks create realbenefits that are important ","author":"latentframe","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.24333333333333332,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598129"},{"id":"994b843f-9c9c-4bfc-b3c2-1437b8f59582","source":"hackernews","source_id":"48598087","content_type":"comment","title":null,"body_preview":"It is clear that having that room exist is a priority for some people. The market doesn't have a will of its own or compels people to be efficient and produce returns (which, by the way, this room sur","author":"PowerElectronix","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598087"},{"id":"30717cad-d808-4b08-88aa-f70c406e82b4","source":"hackernews","source_id":"48598303","content_type":"comment","title":null,"body_preview":"Isn‘t this an example for something that will pay off later? Public baths come to mind. Those generally don‘t make sense from an economic point of view and are prohibitively expensive for private owne","author":"fzeindl","classification":"human_created","confidence":0.7,"indicators":["natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.21928152770566217,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598303"},{"id":"234d53af-7983-4e5a-870f-6a607ea16631","source":"hackernews","source_id":"48599849","content_type":"comment","title":null,"body_preview":"This is a great article, and I've never seen the problem explained better. The solution doesn't make sense, though, and this is almost but not quite obvious in the article by virtue of how well it has","author":"putzdown","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","suspiciously_balanced","semantic_blandness","template_phrases","absence_of_personality"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599849"},{"id":"f78cd29a-a291-48be-a9a0-abbbfc7cdad3","source":"hackernews","source_id":"48598068","content_type":"comment","title":null,"body_preview":"Volunteering is a great way to see lots of these rooms!","author":"cobbzilla","classification":"ai_generated","confidence":0.6,"indicators":["template_phrases","missing_platform_voice","semantic_blandness"],"bot_score":0.22619047619047616,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598068"},{"id":"4ae72b3a-194a-4de7-a130-a6808bfe7592","source":"hackernews","source_id":"48599785","content_type":"comment","title":null,"body_preview":"In India, by law, companies above a certain size are required to spend 2% of profit on social responsibility activities. So in my city, you see lots of things around adopted or funded by companies.","author":"clapthewind","classification":"human_created","confidence":0.7,"indicators":["genuine_specificity","platform_fluency"],"bot_score":0.3281871179293532,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599785"},{"id":"a4bf94e1-ce91-49ea-bdfe-4e101dc843a5","source":"hackernews","source_id":"48600252","content_type":"comment","title":null,"body_preview":"The article doesn't mention of \"Bowling Alone\" by Robert Putnam, which explored pretty much the same idea, a.k.a. the value of the 'room', (which for Putnam was 'social capital'), and its rapid declin","author":"Seabiscuit","classification":"human_created","confidence":0.78,"indicators":["niche_expertise","natural_digressions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600252"},{"id":"6e40acfe-f03f-4184-abcf-debc0c2280b5","source":"hackernews","source_id":"48598458","content_type":"comment","title":null,"body_preview":"This room is an example of a public good[0] (something that is non-excludable and consumed in a non-rivalrous way, like a park or like clean air. Contrasted with private goods like a slice of pizza).\n","author":"cobber2005","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","terse_replies"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598458"},{"id":"77bd6be6-26bf-4979-a404-14e3f83ca6fb","source":"hackernews","source_id":"48599764","content_type":"comment","title":null,"body_preview":"Is the problem really the economy when these types of places were more prevalent in a time of even less economic regulation than we have today? I don't think that these \"third spaces\" really ever exis","author":"un-diletante","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","platform_fluency","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599764"},{"id":"7e7714e5-ff01-4759-8c15-628b101b3481","source":"hackernews","source_id":"48603009","content_type":"comment","title":null,"body_preview":"I like that article.\nOne thing I notice is that very busy people, are often busy by choice.  Yes they have work, but they're not slaves to working those extra hours... they choose to pick up that lapt","author":"duxup","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","personal_anecdote","natural_digression","opinion_without_overqualification"],"bot_score":0.13182808581881889,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48603009"},{"id":"29e9e1ae-a7b8-4022-862e-86c5a54c2687","source":"hackernews","source_id":"48599972","content_type":"comment","title":null,"body_preview":"Great article.  I agree money and time are significant issues here.\nI’d just add something else I’ve noticed with social organizations, that people used to run them more often, and one form of compens","author":"cameldrv","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","strong_opinions","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599972"},{"id":"0f0bb8ee-495c-47cc-80ac-b0ea4abb2aab","source":"hackernews","source_id":"48598459","content_type":"comment","title":null,"body_preview":"As a parent, I've always wished that something like that would exist in the united states. I live in a nice town in the northeast but kids hang out at a local dunkin donuts or gas station or cvs. We h","author":"readgrounded","classification":"human_created","confidence":0.78,"indicators":["genuine_specificity","self_reference","imperfect_expression","absence_of_ai_template_phrases"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598459"},{"id":"533a9aab-13c6-4091-abd5-d6cc920ee338","source":"hackernews","source_id":"48598168","content_type":"comment","title":null,"body_preview":"We shouldn’t expect markets to solve all problems. That’s why there are public institutions and government regulations, to take care of the issues that the markets can’t. That the room only exists due","author":"layer8","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","missing_platform_voice","suspiciously_balanced"],"bot_score":0.1466592925814397,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598168"},{"id":"ad5a3276-cf5a-4de4-ba8b-c1f816186c58","source":"hackernews","source_id":"48598072","content_type":"comment","title":null,"body_preview":">  You cannot sell “a place for lonely teenagers to feel less lonely.” The value is real, but it spills out sideways\nThe economic notion of value is wealth-weighted. This is very, uhh, unique -- other","author":"smallmancontrov","classification":"human_created","confidence":0.78,"indicators":["strong_opinion","platform_fluency","imperfect_expression"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598072"},{"id":"bdc475b7-1caf-4519-970c-3f7fc08ba6d7","source":"hackernews","source_id":"48598692","content_type":"comment","title":null,"body_preview":"Here is where we’ve found those rooms: 1. In scouts gatherings at churches or campgrounds (zero religious connotation - just use of unused space during the week). 2. In play dates with other families.","author":"dzink","classification":"ai_generated","confidence":0.9,"indicators":["uniform_paragraph_rhythm","synthetic_empathy","list_heavy_advice","semantic_blandness"],"bot_score":0.13948451749796473,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598692"},{"id":"cdef0854-f544-4e7b-840c-032d1ae2ccd1","source":"hackernews","source_id":"48598644","content_type":"comment","title":null,"body_preview":"In my experience, the key element is slack.\nFor a while, I did not have to worry about money, so I could afford to be generous with my time, and to work on things that are not financially viable. It d","author":"nicbou","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","platform_fluency","self_reference","natural_digressions"],"bot_score":0.08915414066556503,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598644"},{"id":"5cc35120-77c4-4ed5-96ee-f24e936f511b","source":"hackernews","source_id":"48598098","content_type":"comment","title":null,"body_preview":"Very good and well-written. I wish we would also acknowledge that the market, by disincentivizing spend on stuff like this, is performing well. It is optimizing. The reason it matters to acknowledge t","author":"ixtli","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:48 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598098"},{"id":"8e2352bd-e8b8-44e8-95de-c61dad81ea2f","source":"hackernews","source_id":"48570628","content_type":"comment","title":null,"body_preview":"> Want your images back? Sure... That'll be $5!\nThat kind of long con is (and has always been) part of the basic business model of most of the \"free\" service providers on the internet.\nFirst one is fr","author":"ur-whale","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48570628"},{"id":"26ab177c-67a1-4e25-9987-172ab70076df","source":"hackernews","source_id":"48570634","content_type":"comment","title":null,"body_preview":"Just like with almost everything Photobucket was sold or raised money from investors throughout the years repeatedly.\nThat money they want back!\nFrom somewhere, any way, pimping the EBITDA and ARR num","author":"mihaaly","classification":"human_created","confidence":0.78,"indicators":["imperfect_expression","strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48570634"},{"id":"72f9655f-0bc4-4c48-a194-a2e020dbedab","source":"hackernews","source_id":"48570422","content_type":"comment","title":null,"body_preview":"There’s a emphasis and repetition of sound bites and empty words in our culture, as though they mean something clear and understandable though it’s really a sound bite and  a phrase to ease your disco","author":"mannanj","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","imperfect_expression","platform_fluency","semantic_blandness"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48570422"},{"id":"6cac0fe1-4823-47e5-8b54-23afed42706a","source":"hackernews","source_id":"48596666","content_type":"comment","title":null,"body_preview":"Source posted earlier: https://news.ycombinator.com/item?id=48585852","author":"HelloUsername","classification":"ai_generated","confidence":0.6,"indicators":["missing_platform_voice","absence_of_personality"],"bot_score":0.10874074454736041,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596666"},{"id":"ea8b59f6-3b44-4a2e-bac9-cccefa6caafa","source":"hackernews","source_id":"48597134","content_type":"comment","title":null,"body_preview":"Ohhhh this is interesting!!!!! I really miss the glory days of jailbreaking, it just unlocked so many handy, fun, and cool stuff. From running webservers to speeding up the terribly slow animations.","author":"thenthenthen","classification":"human_created","confidence":0.7,"indicators":["emotional_authenticity","platform_fluency","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597134"},{"id":"34b85110-cf34-4668-852b-f395dd3c0dee","source":"hackernews","source_id":"48603773","content_type":"comment","title":null,"body_preview":"Since this can only underflow and some written bits are not attacker-chosen, does this not imply that the patchable part of the software could reliably detect this just in time and panic on suspected ","author":"edelbitter","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinion","niche_expertise"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48603773"},{"id":"0a5d1f90-c26e-41b2-9f9b-c8df986ec24a","source":"hackernews","source_id":"48600948","content_type":"comment","title":null,"body_preview":"10. Articles with headlines promising to answer \"Why\", but instead just bombard you with a bunch of examples and never do any analysis or synthesis.\nMy own answers for \"why\" here things like the incen","author":"mindslight","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","natural_digressions","strong_opinions","imperfect_expression"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600948"},{"id":"3a6d0391-8798-4c8d-a17e-bb8841e3b35a","source":"hackernews","source_id":"48600259","content_type":"comment","title":null,"body_preview":"Buying a new phone and transferring the apps over is a complete nightmare with login issues, unrecognized device, two factor authentication etc","author":"techteach00","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600259"},{"id":"86a6fe4c-fda9-4d30-bfc5-c2057103d8c1","source":"hackernews","source_id":"48599777","content_type":"comment","title":null,"body_preview":"An illustrated collection of ordinary systems that have gradually become harder to navigate over time. Not catastrophic failures, but layers of process, abstraction, and complexity that steadily accum","author":"realitydrift","classification":"ai_generated","confidence":0.75,"indicators":["semantic_blandness","missing_platform_voice","absence_of_personality"],"bot_score":0.4666666666666666,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599777"},{"id":"60caf054-bed3-4e1b-b252-02e911dddeb6","source":"hackernews","source_id":"48600030","content_type":"comment","title":null,"body_preview":"Restaurants that don't have physical menus, and only QR codes. The solution when you don't bring a phone is they bring you their tablet. Why?","author":"almarcher","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.29566050234102714,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600030"},{"id":"53601480-7cad-4a50-b48a-cfb8be68433a","source":"hackernews","source_id":"48600344","content_type":"comment","title":null,"body_preview":"A couldn't agree with the article more. Technology is increasingly being leveraged against us and is making daily life a greater pain in the butt than is necessary, and a greater pain than before the ","author":"JohnFen","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","missing_platform_voice"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600344"},{"id":"0f4d2da6-ddd7-4576-972d-c3cbc56257da","source":"hackernews","source_id":"48600708","content_type":"comment","title":null,"body_preview":"Some of this isn't new, like the printer example. However I recently bought a Canon inkjet printer because it purportedly had good linux support (spoiler: it's actually ok!).\nEven though MacOS drivers","author":"m3047","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","natural_digressions","niche_expertise","self_reference"],"bot_score":0.18596585432540103,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600708"},{"id":"c81fc23f-7411-4b79-83ad-91d004b3daf0","source":"hackernews","source_id":"48602022","content_type":"comment","title":null,"body_preview":"Everything is designed around collecting your data somehow so that they know what to sell you next. You've no longer the customer, you are an agent that gets to use that interface.","author":"moezd","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","semantic_blandness","missing_platform_voice"],"bot_score":0.08742397326860596,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48602022"},{"id":"c24ba0a3-f8c6-468e-888c-d0ba66bebf1f","source":"hackernews","source_id":"48602374","content_type":"comment","title":null,"body_preview":"> The Hidden Fees Receipt\nI wish the FTC hadn't exempted restaurants from junk free transparency requirements.\nhttps://www.restaurantdive.com/news/ftc-exempts-restaurants-...\nRestaurant industry celeb","author":"musicale","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.12065673272780582,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:47 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48602374"},{"id":"12e92bdc-082f-47dc-88e9-0d817f93656e","source":"hackernews","source_id":"48603970","content_type":"comment","title":null,"body_preview":"Having hustled the mean streets in my teens and twenties, my sense of \"no not right\" is finely tuned, though I now have a business that puts my number on the net, several times and as the only custome","author":"metalman","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","emotional_authenticity","personal_anecdote","platform_fluency","strong_opinions"],"bot_score":0.1433945805719489,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48603970"},{"id":"87b7edaa-e9a6-4f0e-b88f-865b29a322de","source":"hackernews","source_id":"48600177","content_type":"comment","title":null,"body_preview":"This isn't the \"new thing to worry about\" being emphasized, but:\n> You chose to use a “sign in with <service>” login when you had to create an account, and it sent you through a realistic-looking logi","author":"Terr_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.13826317028207238,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600177"},{"id":"158dd700-4855-43c6-8a49-253c35222daf","source":"hackernews","source_id":"48592848","content_type":"comment","title":null,"body_preview":"A2A solves the problem of independently developed agents talking to each other.  The bigger problem is \"how do i trust your agent works?\", which would be solved by having a believable system of Agent ","author":"fizx","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","semantic_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48592848"},{"id":"5c6f622f-08cb-4d54-9036-cc0e72d8a4c1","source":"hackernews","source_id":"48594396","content_type":"comment","title":null,"body_preview":"A2A when MCP is not even adopted properly.\nMCP makes things so much easier and faster to release updates/tools to an agent. Yet, not many services support it or support it properly.\nI had to write a C","author":"h4kunamata","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","niche_expertise","semantic_blandness"],"bot_score":0.1261574088438684,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594396"},{"id":"c96df305-8c80-4e0c-90c9-74968d2f20cd","source":"hackernews","source_id":"48593046","content_type":"comment","title":null,"body_preview":"If you're big in the google ecosystem it makes sense:\n- gemini-cli can have remote a2a agents connected to it. (See https://github.com/tanaikech/gemini-cli-gas-a2a-subagents and the medium article lin","author":"fhrow4484","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","niche_expertise","imperfect_expression"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593046"},{"id":"d0fc66dc-babd-4dac-898b-a7c27cd3e568","source":"hackernews","source_id":"48594938","content_type":"comment","title":null,"body_preview":"A2A Protocol is directed at enterprises as is much of Google Cloud’s AI focus. They just renamed their AI suite “Gemini Enterprise Agent Platform” if you don’t believe me.\nEnterprises have been sold o","author":"holografix","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","technical_jargon_and_opinion","natural_digressions","absence_of_ai_signals"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594938"},{"id":"002b1362-389a-4d0d-93c2-265a5262d5b2","source":"hackernews","source_id":"48593328","content_type":"comment","title":null,"body_preview":"All of this protocol crap is a distraction. What's important is allowing agents talk to each other in their current scope and ACLs, including for their ability to talk to and discover tools. When Anth","author":"kordlessagain","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","self_reference","imperfect_expression"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593328"},{"id":"acd08eef-11b7-46a2-9e09-3eaf4bf27961","source":"hackernews","source_id":"48593380","content_type":"comment","title":null,"body_preview":"Yes! Although I've created a number of open-source A2A packages (https://github.com/a2anet) so I'm a little biased. For a more objective view, I keep an eye on the A2A SDK's monthly downloads (https:/","author":"benclarkeio","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","self_reference","strong_opinions","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593380"},{"id":"2eb024f4-b1ef-4b9a-be0c-4cd9733dd3f0","source":"hackernews","source_id":"48596959","content_type":"comment","title":null,"body_preview":"Are you from Pakistan? I have an Alchitry Cu FPGA board for my personal use if you want to borrow it for implementation. Awesome project btw!","author":"sarmadgulzar","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:46 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596959"},{"id":"3c3d24a6-de23-4d51-b086-04ec575e799a","source":"hackernews","source_id":"48601262","content_type":"comment","title":null,"body_preview":"Even though I'm not personally taking advantage of this \"loophole\" (or whatever you want to call it) I guess I'll take this as a win?\nMy frustration with Anthropic has been around the uncertainty of a","author":"joshstrange","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency","absence_of_ai_signals"],"bot_score":0.12526154473446402,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48601262"},{"id":"898bdf0a-19a7-425c-8090-391a2df9b527","source":"hackernews","source_id":"48592964","content_type":"comment","title":null,"body_preview":"Really funny to read.\nbut refleting uppon: maybe \"aliens\" are another name for a kind of ignorance spreading around. basic science and history simply gone. Not so funny to think about.","author":"effed3","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","emotional_authenticity","platform_fluency"],"bot_score":0.28594819437232877,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48592964"},{"id":"7bfab187-c1e5-4834-968b-6f9981ac3792","source":"hackernews","source_id":"48593224","content_type":"comment","title":null,"body_preview":"> It's a little bit sluggish, isn't it? And takes quite a bit of time to boot, right? It's certainly usable, though, not worse than your average website these days. I intend to use this setup for next","author":"jmmv","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","imperfect_expression","strong_opinions"],"bot_score":0.19999999999999998,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:45 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593224"},{"id":"c41d18e6-f29a-4f5a-8a07-0c3c78c02c9d","source":"hackernews","source_id":"48595931","content_type":"comment","title":null,"body_preview":"I still don't know what \"get fucked\" means, are these the steps that pissed him off the most?","author":"frollogaston","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48595931"},{"id":"fadc1bd0-cf9f-440a-86db-5e01ba70b4a6","source":"hackernews","source_id":"48595497","content_type":"comment","title":null,"body_preview":"Step 1: download windows media tool\nStep 2: create iso with said tool\nStep 3: use rufus to make iso into bootable usb with the installation \noptions you want\nStep 4: reformat & install\nStep 5: Drivers","author":"caspper69","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.26666666666666666,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48595497"},{"id":"7f80cbf6-fb22-4c5d-b61a-9bbadd56fd4b","source":"hackernews","source_id":"48594587","content_type":"comment","title":null,"body_preview":"That's at least 24 hours faster than it took me to set up my Ubuntu Linux Thinkpad new from Lenovo. I have a document of some 70+ steps in case I ever need to format and set it up again. (My fault for","author":"0xbadcafebee","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","genuine_specificity","platform_fluency","personal_anecdote"],"bot_score":0.12696383427766045,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594587"},{"id":"3264d315-8a1b-421e-b67b-656ec5a0baa2","source":"hackernews","source_id":"48592186","content_type":"comment","title":null,"body_preview":"Like many IT-inclined folk, I was recently tasked with setting up two new laptops for my father and brother, who run a mortgage broking business. Bog-standard Office 365 apps, OneDrive, Chrome over Ed","author":"Quiza12","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","self_reference","specific_context"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48592186"},{"id":"8d966b99-7a14-46d5-9b6d-763ed9a8f846","source":"hackernews","source_id":"48595555","content_type":"comment","title":null,"body_preview":"Despite lots of controversy I still either buy Chromebook or install chromeosFlex (without playstore) for some of my relatives. Just works.\nublock origin lite is OK for these folks that need laptop on","author":"coffe2mug","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","strong_opinions","niche_expertise","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48595555"},{"id":"f2592417-a513-4f02-9780-9aa0b11ee746","source":"hackernews","source_id":"48602428","content_type":"comment","title":null,"body_preview":"I really like this breakdown of what one has to do. For my little laptop-selling side business, I have the install-and-setup process pretty heavily streamlined, and it still takes time to do things li","author":"ivraatiems","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48602428"},{"id":"3d0d58a2-8900-440f-bd19-62b922264907","source":"hackernews","source_id":"48593658","content_type":"comment","title":null,"body_preview":"> 24. Download and install Google Chrome. (Yeah, nah, ~6 minutes)\n> 1. Make default browser\nInstall Chrome sure, but also install Firefox with the uBlock Origin addon and make Firefox the default brow","author":"rationalist","classification":"human_created","confidence":0.8,"indicators":["imperfect_expression","platform_fluency","strong_opinion","specific_recommendation_with_justification"],"bot_score":0.1267842428137256,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593658"},{"id":"b16fffec-e389-40bb-89a3-5c60e0fada98","source":"hackernews","source_id":"48596976","content_type":"comment","title":null,"body_preview":"It is incredible! It is amazing that they implemented the Windows kernel yourself. It is also similar to gvisor in that it is a userspace kernel. I am curious about the process of making this.","author":"joseph2024","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","template_phrases","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596976"},{"id":"3a1e0c3f-ed09-4363-ad55-9d137e7c902c","source":"hackernews","source_id":"48593453","content_type":"comment","title":null,"body_preview":"Seems to me that what is required to fix this is a complete overhaul of the valuation system and then tighter foreclosure protections, only foreclosing on defaults, more like residential real estate.","author":"djbelieny","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593453"},{"id":"2f01f524-b5a9-4b74-9c40-3aea9083628b","source":"hackernews","source_id":"48598030","content_type":"comment","title":null,"body_preview":"people like to complain about strip malls or those little office parks.\nthis is why those win - it's cheaper to build & maintain them & easier to turn a profit on them.\nthe fancy big glass downtown sk","author":"dzonga","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","semantic_blandness","absence_of_personality"],"bot_score":0.13418682747611008,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598030"},{"id":"1674704f-f510-40fe-ac1c-006dc04cd642","source":"hackernews","source_id":"48567725","content_type":"comment","title":null,"body_preview":"The \"problem\" is that we let people claim the \"rent\" is X for certain people and \"Y\" for other people--both at the same time.  Just stop that.\nThe \"solution\" is that you should have to pay tax on what","author":"bsder","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","imperfect_expression"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48567725"},{"id":"018a9929-e9c8-4799-99aa-a7d746cf1f3d","source":"hackernews","source_id":"48567751","content_type":"comment","title":null,"body_preview":"Here is the problem:\n> Half empty, the building is only generating $500k per year in net income instead of $1M.\n> Let’s imagine the owner lowers the rent by 30% to fill the building.\n> Now, reality ha","author":"BrenBarn","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":"Fri Jun 19 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48567751"},{"id":"12f90d8f-241a-43ed-bbe4-38b164ed89c3","source":"hackernews","source_id":"48603312","content_type":"comment","title":null,"body_preview":"While it's tempting to just say we're going to cap wealth, it's not actually that easy to do. For one thing, most billionaires are not people, they are corporations. But the same concerns apply to con","author":"vannevar","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","suspiciously_balanced","absence_of_personality"],"bot_score":0.39705930548343993,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48603312"},{"id":"8e80f310-0d6b-43f5-a3dd-f109e6d3850c","source":"hackernews","source_id":"48595787","content_type":"comment","title":null,"body_preview":"Please, this is the dutch government, who believes or trust them still? The price will be raised to 200 euro and they will make it sound like it's a good thing for you. There is this weird propoganda ","author":"souberlaf","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 Jun 19 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48595787"},{"id":"b9730dcf-5353-41a4-a986-fc29eed8d094","source":"hackernews","source_id":"48594528","content_type":"comment","title":null,"body_preview":"As an Australian, why are European train prices so high? Obviously it's due to a lack of subsidies, but why are they not subsidised?\nFor instance, a train from London to Edinburgh (about 4 hours) is a","author":"joegibbs","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","strong_opinions","natural_digressions"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:44 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594528"},{"id":"68cc387a-02af-41a4-990d-36469eee1ab3","source":"hackernews","source_id":"48565415","content_type":"comment","title":null,"body_preview":"From Google's Android 17 release:\n> ... Android 17 expands the capabilities of AppFunctions, a platform API with a corresponding Jetpack library. It allows you to contribute your app's unique capabili","author":"mmooss","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","template_phrases","human_indicators_absent"],"bot_score":0.15531346392501608,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48565415"},{"id":"fca3aef8-79cf-4912-887a-b46f8e4ee97a","source":"hackernews","source_id":"48565233","content_type":"comment","title":null,"body_preview":"With Google making side loading extremely difficult soon, there's never been a better time to switch to a more secure OS for your phone.\nThere are some apps I can't do without like ReThink DNS, NewPip","author":"aussieguy1234","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","specific_app_references","absence_of_ai_signals"],"bot_score":0.10923266676003025,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48565233"},{"id":"77415862-1c28-41b0-91bb-77593a35a595","source":"hackernews","source_id":"48593092","content_type":"comment","title":null,"body_preview":"the only problem I have with grapheneos is that it doesn't support E911 or the equivalent European standard \nhttps://github.com/GrapheneOS/os-issue-tracker/issues/1174\nBecause somehow this is also a p","author":"cromka","classification":"human_created","confidence":0.8,"indicators":["platform_fluency","strong_opinions","imperfect_expression","niche_expertise"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593092"},{"id":"1f62a50b-3b90-4164-94f5-db5b46f3d01b","source":"hackernews","source_id":"48572081","content_type":"comment","title":null,"body_preview":"GrapheneOS is fantastic\nIf you'd like to donate to the project, you can do so here: https://grapheneos.org/donate","author":"NoImmatureAdHom","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals","platform_fluency"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:43 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48572081"},{"id":"21ae880d-ca49-47e3-97e6-0234a8d06647","source":"hackernews","source_id":"48593478","content_type":"comment","title":null,"body_preview":"This is so cool, man. Did you ever play Smallball back in the day? It would be sweet if instead of just simulating live baseball games, if we can actually create our own teams and train the players an","author":"DevEx7","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions","genuine_specificity"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:42 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593478"},{"id":"eae962f1-44f7-4234-bc1b-69e616c2ae37","source":"hackernews","source_id":"48594760","content_type":"comment","title":null,"body_preview":"> After some more back-and-forth, Kilpatrick asked bluntly whether the flag being set to FALSE on consumer chips was a silicon-level limitation or a firmware policy decision — since one is permanent a","author":"waterTanuki","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","absence_of_ai_signals"],"bot_score":0.15637423585870647,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594760"},{"id":"ae1b9e7b-941d-4168-9171-4cbcb4d78ccc","source":"hackernews","source_id":"48596670","content_type":"comment","title":null,"body_preview":"It is absolutely astonishing that the only hardware brand that cares about security features in consumer space is Apple. How did we even get here?","author":"gck1","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596670"},{"id":"e8f98865-ce46-4311-9143-eee9d1ce000c","source":"hackernews","source_id":"48593843","content_type":"comment","title":null,"body_preview":"This, like the fluctuations in ram prices, feels familiar.\nI wouldn't be surprised if lower hardware prices and weaker demand for everything are more likely to lead to more feature rich products to en","author":"omgwtfbyobbq","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","uniform_paragraph_rhythm","absence_of_personality","platform_fluency_weak"],"bot_score":0.3235294117647059,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593843"},{"id":"0b3ec9b7-4165-4c5d-b6b8-88d2547a2647","source":"hackernews","source_id":"48594577","content_type":"comment","title":null,"body_preview":"A 2D sprite TUI interface to a JPL telnet service? Yes please.","author":"jvanderbot","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594577"},{"id":"bcb4095e-04f6-4dc8-a98b-00d1f70e69ce","source":"hackernews","source_id":"48595621","content_type":"comment","title":null,"body_preview":"Let's encrypt is a single point of failure for a large percentage of the internet.","author":"po1nt","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","absence_of_personality"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48595621"},{"id":"e8b9cd5c-5e2b-4d16-b370-9d76c660b9c5","source":"hackernews","source_id":"48594868","content_type":"comment","title":null,"body_preview":"It's a good thing that acme clients try to renew early, rather than leaving it to the last minute...","author":"nubinetwork","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.12738773028492142,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594868"},{"id":"326fac1b-1952-4027-9508-4852a623d115","source":"hackernews","source_id":"48594910","content_type":"comment","title":null,"body_preview":"I realize this is very much not the point, but the fact that the \"Active Incident\" banner is green is upsetting.","author":"ardeaver","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","natural_digressions","terse_replies"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594910"},{"id":"368cfe44-d9b2-4d3b-b5eb-ea4ad7f84830","source":"hackernews","source_id":"48594812","content_type":"comment","title":null,"body_preview":"What are the viable alternatives to LE? And in case none exists, what does it take to build one?\nRequirements: free, available to everyone, automation friendly, issues certificates that are actually c","author":"pibaker","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_comprehensive","absence_of_personality"],"bot_score":0.1936625833947116,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594812"},{"id":"063e7a8b-3731-48c8-a7a3-353603fd8e34","source":"hackernews","source_id":"48594805","content_type":"comment","title":null,"body_preview":"To be clear, “Degraded Performance” means just that, not “down.” Let’s Encrypt’s issuance is mostly working fine.","author":"Kesseki","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594805"},{"id":"0e46d37d-3021-42dd-b801-3825c000a2c0","source":"hackernews","source_id":"48594787","content_type":"comment","title":null,"body_preview":"Seems not ideal for an entity who seems to be pushing for shorter expiration periods all the time","author":"saagarjha","classification":"ai_generated","confidence":0.6,"indicators":["semantic_blandness","missing_platform_voice"],"bot_score":0.10198451749796474,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594787"},{"id":"2ece52a7-0ad1-4de0-90be-19d88262701f","source":"hackernews","source_id":"48594926","content_type":"comment","title":null,"body_preview":"That explains why one of my IoT vendors is using an expired certificate.\nI wish Firefox would just give a mild warning for a recently expired certificate, instead of treating it the same as a true man","author":"dlcarrier","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","natural_digressions","imperfect_expression"],"bot_score":0.11723813353378527,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594926"},{"id":"ed3442a7-f175-4e45-9792-0060a39e16b0","source":"hackernews","source_id":"48594996","content_type":"comment","title":null,"body_preview":"Let's Encrypt has been working normally for most of the day. There was a ~90 minute period during which some of our users would have received a higher error rate due to upstream networking issues, but","author":"jaas","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:41 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594996"},{"id":"3811b112-82af-4618-92f3-4146b68c96ee","source":"hackernews","source_id":"48594791","content_type":"comment","title":null,"body_preview":"Such a clever twist on the classic wikipedia racing.\nCant wait to play against friends","author":"JimsonYang","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1260854016375912,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594791"},{"id":"990ecf4a-18d3-446c-99be-b8a7274fd286","source":"hackernews","source_id":"48593053","content_type":"comment","title":null,"body_preview":"It reminds me on the wiki game \"get to famous person X in the fewest clicks, starting at start page\". Just a bit harder.","author":"SeriousM","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digression"],"bot_score":0.06781535587492998,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593053"},{"id":"ee80f949-0407-42db-a7a7-a0cefd644073","source":"hackernews","source_id":"48593669","content_type":"comment","title":null,"body_preview":"An adorable widget.\nI believe it’s inspired by the “I Spy” books https://en.wikipedia.org/wiki/I_Spy_(book_series)","author":"hitekker","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","natural_digressions"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593669"},{"id":"53fbc022-e3dd-4548-a0ff-a9e6dc90817c","source":"hackernews","source_id":"48600617","content_type":"comment","title":null,"body_preview":"This is really cool and reminds me of a visual dictionary\nIn fact, I bet you could make a pretty good visual dictionary for language learners quite easily from this","author":"hbcdbff","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","absence_of_ai_signals","natural_expression"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600617"},{"id":"faf2e8f6-839e-45ab-8cdb-b5305aa84923","source":"hackernews","source_id":"48599449","content_type":"comment","title":null,"body_preview":"This scratches the same itch as same.energy and pinterest, but looks better, with everything cut out, with unique shapes. Truly, every page is its own image.\nI love wikipedia, but I don't see why this","author":"amadeuspagel","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.1075117870085321,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599449"},{"id":"cb980fec-a451-4ca5-97a9-3299a090ce2d","source":"hackernews","source_id":"48593193","content_type":"comment","title":null,"body_preview":"what a curious way to explore media! very artsy\nI liked that navigating through spaces of images of items, none of which I quite knew the name, purpose, cultural references regarding or social signifi","author":"mxmilkiib","classification":"ai_generated","confidence":0.9,"indicators":["semantic_blandness","template_phrases","absence_of_personality","platform_fluency"],"bot_score":0.22447385717793042,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593193"},{"id":"0363b214-4161-40d7-a592-9b281bcffa50","source":"hackernews","source_id":"48602894","content_type":"comment","title":null,"body_preview":"it took 5 refreshes to get 'Erect penis in yellow condom' from the 'Condom' wiki entry, which was just a (explicit) cropped picture of a dick in a condom on the random front page.\nnothing a bit of reg","author":"serf","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions","emotional_authenticity"],"bot_score":0.09491025589203973,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:40 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48602894"},{"id":"36926edc-9780-4dde-9f6f-3c566b1f8321","source":"hackernews","source_id":"48598200","content_type":"comment","title":null,"body_preview":"The law would require parental consent. Parents should parent better right?","author":"2OEH8eoCRo0","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","terse_replies"],"bot_score":0.15404040404040403,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598200"},{"id":"00b243f9-1d53-4abd-966b-d83b47c4c864","source":"hackernews","source_id":"48598713","content_type":"comment","title":null,"body_preview":"If this was actually about children the law would just enforce 18+ tagging on websites and parents could decide whether or not to use a browser that enforced those restrictions.\nThis isn't about child","author":"idiotsecant","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","absence_of_ai_signals"],"bot_score":0.11703772598088648,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598713"},{"id":"d83aeab2-6cde-4190-8717-0b0d0169bc80","source":"hackernews","source_id":"48599194","content_type":"comment","title":null,"body_preview":"We bring back Geocities and use the Net like it’s the mid 90s again. No social media required.","author":"prokopton","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinion","terse_replies"],"bot_score":0.3,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599194"},{"id":"acf9502f-f31d-4dd5-a494-e01716b2176d","source":"hackernews","source_id":"48600604","content_type":"comment","title":null,"body_preview":"This does not restrict messaging platforms like iMessage, which are the first \"social media\" most kids really use, and on which they can be bullied, groomed, etc.  Parents still need to involved.","author":"throwaway-blaze","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600604"},{"id":"c3600927-111b-42d1-8329-1ba986de68d1","source":"hackernews","source_id":"48602832","content_type":"comment","title":null,"body_preview":"Maybe launching your AI product on a wildly AI hostile forum is not the best of ideas.","author":"goodmythical","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48602832"},{"id":"63864784-4fcf-4131-9a35-0d1ce34e2b8c","source":"hackernews","source_id":"48603419","content_type":"comment","title":null,"body_preview":"Not sure how this counts as \"trying to launch cursor\" 8 times when 4 of them seem to be just blog posts with not very descriptive titles and 2 are about some AI email companion, and of the remaining t","author":"ozyschmozy","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48603419"},{"id":"72340fc5-4472-4cbc-b5a4-87146e0e005e","source":"hackernews","source_id":"48603393","content_type":"comment","title":null,"body_preview":"It's just hard launching a project in general - especially a B2C app. Someone could write the best software imaginable and never get a single user.\nI've actually been turning it over in my head recent","author":"OhSoHumble","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48603393"},{"id":"7af753f5-3d03-401b-ab92-ab9895156333","source":"hackernews","source_id":"48603615","content_type":"comment","title":null,"body_preview":"Worth 29 billion by the way. The impact of Cursor on the tech world is so huge it's hard to even calculate. Maybe hackernews is totally overrated as a \"launch tool\".","author":"sliqqq","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_reply"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48603615"},{"id":"bfc3e34d-1d29-4a10-9ab8-66cff18a20d0","source":"hackernews","source_id":"48571531","content_type":"comment","title":null,"body_preview":"Fun fact: Zhipu aka Z.ai, Knowledge Atlas etc., the company that made GLM, is listed on Hong Kong stock exchange, is up over 10x since the IPO at the beginning of this year.","author":"osti","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","genuine_specificity"],"bot_score":0.10124831837637344,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48571531"},{"id":"8365c86e-d18a-4e83-b259-250b524f1e9c","source":"hackernews","source_id":"48599900","content_type":"comment","title":null,"body_preview":"This is a weird title, because what is a perfect shuffle? The word shuffle does not necessary imply a rifle shuffle, and does perfect mean \"it mixes the cards well\" or is it meaning \"cards go down lef","author":"iainctduncan","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","niche_expertise","absence_of_ai_signals"],"bot_score":0.08526595735750267,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:39 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599900"},{"id":"25d48520-b82f-49b4-8663-17f641bb6b7d","source":"hackernews","source_id":"48599917","content_type":"comment","title":null,"body_preview":"This was published in April, and we are far from consensus on what is “varnish”. Lots of distributions are now packaging vinyl and calling it varnish, some are pointing to the varnish repo instead (Fe","author":"captn3m0","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","genuine_specificity","natural_digressions"],"bot_score":0.09220281979770446,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599917"},{"id":"57a56e43-bcff-4567-8a85-e7aada42854f","source":"hackernews","source_id":"48603461","content_type":"comment","title":null,"body_preview":"URL changed but article from March OP;\nhttps://news.ycombinator.com/item?id=47547849","author":"ChrisArchitect","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.1573586208703951,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48603461"},{"id":"347accde-8381-4b1b-835c-e3cf24b57c1e","source":"hackernews","source_id":"48599875","content_type":"comment","title":null,"body_preview":"Needs a [26th March 2026] tag. That's, like, 3 months ago. Can anything in it still be relevant?","author":"tom_","classification":"human_created","confidence":0.85,"indicators":["imperfect_expression","platform_fluency","natural_digressions"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599875"},{"id":"3bf8e99d-14db-41bc-9a46-6266c464d28d","source":"hackernews","source_id":"48601293","content_type":"comment","title":null,"body_preview":"If you get reports on what looks like backdoor and do a gitblame, does the enail that returns get traced to other projects? Like is there a pattern detection to the authors that also allows for detect","author":"warumdarum","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","absence_of_ai_signals"],"bot_score":0.17561455604530865,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48601293"},{"id":"e9230f72-a268-4cb9-adec-d63204a2dd4d","source":"hackernews","source_id":"48598149","content_type":"comment","title":null,"body_preview":"Not a kernel veteran, but I do send patches and reviews occasionally and as mentioned in the article, Sashiko is a big help. It can detect very obscure race conditions, stack leaks and other bugs that","author":"cjd8","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","niche_expertise","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598149"},{"id":"4df25d11-417e-43f7-9ade-fbc0b2c16808","source":"hackernews","source_id":"48603429","content_type":"comment","title":null,"body_preview":"I found this one of the more compelling arguments why current LLMs can't be conscious, no matter the complexity if the model. There isn't even a clear way to understand how many consciousnesses there ","author":"xg15","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","semantic_blandness","template_phrases","suspiciously_balanced"],"bot_score":0.12553058890278804,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48603429"},{"id":"9d4ee1bb-4d96-468e-968d-722bb8d64a4e","source":"hackernews","source_id":"48602514","content_type":"comment","title":null,"body_preview":"Just wait until next week. Then everyone will be underwater.","author":"verzali","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency","absence_of_ai_signals"],"bot_score":0.16780719051126378,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48602514"},{"id":"4d799614-c143-46e6-bb26-8439573fa8eb","source":"hackernews","source_id":"48599236","content_type":"comment","title":null,"body_preview":"First time I've seen \"VWAP\" - Volume weighted average price. Though it's not immediately clear over what timescale they average","author":"elikoga","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599236"},{"id":"0e9c28e0-cfb2-4a59-a7bb-405e27fbf345","source":"hackernews","source_id":"48602048","content_type":"comment","title":null,"body_preview":"It's a fantasy market. You shouldn't be able to make hundreds of billions only because the stock market is full of illiterate optimists. I don't believe in the Wisdom of the Crowd. This is the politic","author":"nikolay","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","template_phrases","semantic_blandness","platform_fluency"],"bot_score":0.12215757550193432,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48602048"},{"id":"fc8684c5-1e62-4741-a894-dacba5614f22","source":"hackernews","source_id":"48601584","content_type":"comment","title":null,"body_preview":"The SpaceX IPO was a textbook crypto scam ICO. Launch with a huge media frenzy, super low float, \"airdrop\" to retail, etc.\nWe all know from previous token launches that the next few years will be a sl","author":"pants2","classification":"human_created","confidence":0.7,"indicators":["strong_opinions","platform_fluency","semantic_blandness"],"bot_score":0.12579322808269514,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48601584"},{"id":"8de35567-bac8-411a-a73c-0c5a6f1673b3","source":"hackernews","source_id":"48599700","content_type":"comment","title":null,"body_preview":"Literally happened with every other huge IPO in the last decade. I don't understand the obsession","author":"exabrial","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","absence_of_ai_signals"],"bot_score":0.12630021502661815,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599700"},{"id":"d4121bd3-9d14-41a7-8134-fb4745e89063","source":"hackernews","source_id":"48600487","content_type":"comment","title":null,"body_preview":"Strange way to phrase that the average buyer post-IPO is in the green.","author":"antiloper","classification":"human_created","confidence":0.7,"indicators":["terse_replies","platform_fluency"],"bot_score":0.20817041659455104,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600487"},{"id":"d9311965-9eb7-4afd-9e18-4722cd24f38c","source":"hackernews","source_id":"48599547","content_type":"comment","title":null,"body_preview":"That last line is pretty hilarious: \"investors have begun reassessing whether the stock’s rapid advance can be justified by fundamentals.\"","author":"amanaplanacanal","classification":"human_created","confidence":0.7,"indicators":["terse_replies","absence_of_ai_signals"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599547"},{"id":"4488a859-84be-4dc6-bce4-2416049efc21","source":"hackernews","source_id":"48587495","content_type":"comment","title":null,"body_preview":"If you’re building open-source, I have a directory you can also submit your product on:\nopensource.builders","author":"theturtletalks","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies"],"bot_score":0.08742397326860596,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:38 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48587495"},{"id":"59e750bd-3d0a-4f3b-9e26-c0fad6e6341f","source":"hackernews","source_id":"48587249","content_type":"comment","title":null,"body_preview":"that's just lifting the ban and is pure virtue signaling. none of the electricity producers in switzerland actually want build nuclear power plants, because they are way too expensive.","author":"bbu","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48587249"},{"id":"51238b7b-0078-4d0a-9c6f-87b3855b4d4d","source":"hackernews","source_id":"48597849","content_type":"comment","title":null,"body_preview":"Everyone here is arguing about solar vs nuclear like it's an either-or thing. everyone in the energy industry (who's not biased) knows that a healthy mix of different fuel types depending on various f","author":"KeiferWise","classification":"ai_generated","confidence":0.75,"indicators":["suspiciously_balanced","semantic_blandness","missing_platform_voice"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597849"},{"id":"01573940-22fa-45a0-821e-2e7ffdb11489","source":"hackernews","source_id":"48593956","content_type":"comment","title":null,"body_preview":"All countries should also invest in nuclear submarines, not just for security, but also as a source of power.\nImagine having ports all around the country where a sub can plug in and provide power. Ins","author":"thelastgallon","classification":"ai_generated","confidence":0.9,"indicators":["synthetic_empathy","template_phrases","suspiciously_balanced","missing_platform_voice","semantic_blandness"],"bot_score":0.16228070175438594,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593956"},{"id":"b722ac51-8ece-4d2a-953d-5964b8afe97a","source":"hackernews","source_id":"48593789","content_type":"comment","title":null,"body_preview":"I'm amazed that the main debate on how clean or dangerous nuclear energy is still circles around the plants themselves and storage of spent energy.\nI believe that glaring oversight here is that enrich","author":"Handrail","classification":"ai_generated","confidence":0.9,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness","template_phrases"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593789"},{"id":"44118db9-afcb-4a23-a069-a2a356821c5c","source":"hackernews","source_id":"48593874","content_type":"comment","title":null,"body_preview":"Two things to keep in mind when thinking about nuclear\n1) Has the lowest deaths/TWH: https://ourworldindata.org/grapher/death-rates-from-energy-p...\n2) Any country that is not US absolutely needs to i","author":"thelastgallon","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","natural_digressions","absence_of_ai_signals"],"bot_score":0.16228070175438594,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:37 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593874"},{"id":"99523e9c-5bb4-4119-81f4-48323783ace9","source":"hackernews","source_id":"48594932","content_type":"comment","title":null,"body_preview":"Qwen does have that really nasty tendency to fall into loops. Like, a lot.\nIt only really happens if you allow the thinking directive though. If you can switch it off with what you’re using it on, you","author":"dd8601fn","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","imperfect_expression","absence_of_ai_signals"],"bot_score":0.25,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48594932"},{"id":"2b805578-e649-4ac1-8fc7-666eba223eb8","source":"hackernews","source_id":"48597096","content_type":"comment","title":null,"body_preview":"It’s a very thin and a political line between being a gatekeeper and a very successful company.\nAre we soon going to say Spotify, ASML, and Carl Zeiss are also gatekeepers?","author":"itopaloglu83","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.20734938499897754,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597096"},{"id":"7629d206-d395-4836-ad85-a21153a6853c","source":"hackernews","source_id":"48598131","content_type":"comment","title":null,"body_preview":"How could a cloud provider *not* qualify as a gatekeeper under these guidelines?","author":"dbvn","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598131"},{"id":"40f4d684-858d-4d71-8d4f-efa6698e2b6f","source":"hackernews","source_id":"48599368","content_type":"comment","title":null,"body_preview":"A good target for regulation of those clouds would be the inflated traffic pricing.\nEither by a simple price limit on ordinary egress (e.g. max 1 EUR / TB to European providers which don't charge for ","author":"CodesInChaos","classification":"human_created","confidence":0.78,"indicators":["strong_opinions","niche_expertise","platform_fluency"],"bot_score":0.12470324500372394,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599368"},{"id":"7c9fe822-1054-46d4-a670-5a2c6a1fe9c1","source":"hackernews","source_id":"48596923","content_type":"comment","title":null,"body_preview":"> The trigger was outages in cloud services with sometimes significant impacts on other internet services. Shortly before, an approximately 15-hour outage of the AWS cloud in the US meant that not onl","author":"enz","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","imperfect_expression","specific_technical_detail","natural_digressions"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:36 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596923"},{"id":"0925352e-777e-4c75-8d14-f0a736157472","source":"hackernews","source_id":"48600250","content_type":"comment","title":null,"body_preview":"universal health care can be offered even in 3rd world countries but they're really smart about keeping costs low.  they drastically cut the costs of medical service by just offering one or two generi","author":"heathrow83829","classification":"ai_generated","confidence":0.85,"indicators":["semantic_blandness","missing_platform_voice","template_phrases","suspiciously_balanced"],"bot_score":0.25261486103899544,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:35 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600250"},{"id":"81fa10e5-7443-4b00-9fe5-93e14c4c5ee0","source":"hackernews","source_id":"48593183","content_type":"comment","title":null,"body_preview":"Did he give it away, or did he set up a fund managed by relatives, like Patagonia guy?","author":"blks","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.17483708326121775,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593183"},{"id":"bff8a2d8-8a4f-426a-b108-de871a872783","source":"hackernews","source_id":"48593867","content_type":"comment","title":null,"body_preview":"I remember in the early days of Craigslist, I interviewed for a job with someone who advertised there. After the third interview, they offered me a job--with no money. They wanted to pay in shares of ","author":"fortran77","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","emotional_authenticity","self_reference","platform_fluency"],"bot_score":0.1365557949803759,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593867"},{"id":"5266a9fa-d3a2-41d5-b02c-68a48706847c","source":"hackernews","source_id":"48599787","content_type":"comment","title":null,"body_preview":"If he gave away $500 and worked with Craigslist to bring back the feature of searches being avaialble as RSS, he would be a saint.","author":"kazinator","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","opinion_stance"],"bot_score":0.13971753908251366,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:34 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48599787"},{"id":"2de79441-5dae-4780-ba54-2ca97a9a957d","source":"hackernews","source_id":"48600047","content_type":"comment","title":null,"body_preview":"Looks nice but does it support \"oauth2\" authentication for the final smtp server that will be used?\nIt is a need because it is a cancer that propagated to all big mail domain providers like gmail and ","author":"greatgib","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600047"},{"id":"107fa798-08bd-4287-9287-68c8cb44fb05","source":"hackernews","source_id":"48598812","content_type":"comment","title":null,"body_preview":"I am still setting it up, but I've seen Mailrise and Apprise that essentially achieves this.\nThe nice thing about Apprise is that it can direct notifications to various places, not just another email ","author":"figmert","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598812"},{"id":"a5e5f11b-d66c-447c-9f2d-2c3fc3ded1d5","source":"hackernews","source_id":"48600867","content_type":"comment","title":null,"body_preview":"I couldn't think of a use case for something this. For anyone else like me, the readme outlines one near the bottom which seems genuinely nice:\nSet this up, allow no-auth sending from any address on y","author":"dhc02","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600867"},{"id":"7b8323af-c6d9-410c-b06a-6caf6174896e","source":"hackernews","source_id":"48601429","content_type":"comment","title":null,"body_preview":"I haven’t had a chance to play with this yet, but my curiosity is piqued.\nWhy PostgreSQL instead of SQLite?\nThere is an opportunity to BCC all messages on the way through to create an Archive of mail ","author":"itnerd","classification":"human_created","confidence":0.78,"indicators":["platform_fluency","genuine_specificity","strong_opinions","absence_of_ai_signals"],"bot_score":0.2941176470588235,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48601429"},{"id":"1306d10d-7a44-489a-bed9-04fb000070d0","source":"hackernews","source_id":"48596985","content_type":"comment","title":null,"body_preview":"What does this bring compared to apt-get install-ing an established mail server like procmail or exim and configuring it to work as a relay for the local LAN?","author":"ale42","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.09778408049061406,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596985"},{"id":"7e0df895-596d-4fd3-8346-c1f87021aa3f","source":"hackernews","source_id":"48595657","content_type":"comment","title":null,"body_preview":"Darpa.mil got slashdotted? Wow. The folks who invented the internet...","author":"Schlagbohrer","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","strong_opinions","terse_replies"],"bot_score":0.1378255364868455,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48595657"},{"id":"cdd64df7-15ba-4487-a024-362b8b918940","source":"hackernews","source_id":"48595978","content_type":"comment","title":null,"body_preview":"Really just a battery challenge.\nPossibly against laws of physics at energy density of 4x?","author":"brador","classification":"human_created","confidence":0.7,"indicators":["terse_replies","strong_opinions"],"bot_score":0.18079941645078929,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48595978"},{"id":"3857f1ca-879a-4a00-a2a0-e58bdf79d927","source":"hackernews","source_id":"48595593","content_type":"comment","title":null,"body_preview":"This is being announced to us or everyone right now? It's only around 10 weeks away: that seems surprisingly close. Have some folk already been made aware & have they had time to build for this DARPA ","author":"jauntywundrkind","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","platform_fluency","genuine_specificity"],"bot_score":0.13617356755596186,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48595593"},{"id":"05bf1698-c4dc-4133-8a83-a408e6ad48ee","source":"hackernews","source_id":"48595693","content_type":"comment","title":null,"body_preview":"The military is waking up to the need to adapt frontline logistics. With killrates of 90% for traditional trucks in the Ukraine war, without resupply missions by UAVs/UGVs holding positions is impossi","author":"emsign","classification":"ai_generated","confidence":0.75,"indicators":["missing_platform_voice","suspiciously_balanced","semantic_blandness"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48595693"},{"id":"be731fa8-961b-4ae5-be84-f60fb20e0899","source":"hackernews","source_id":"48596857","content_type":"comment","title":null,"body_preview":"CATL is working on 12000 Wh/kg air batteries, they will solve this problem, give them the prize.","author":"childintime","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","terse_reply","platform_fluency"],"bot_score":0.1148253304808039,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596857"},{"id":"4ac39bd3-afbf-4893-a433-752d78c947e5","source":"hackernews","source_id":"48600563","content_type":"comment","title":null,"body_preview":"Been working this for a few months now. It’s not a crazy hard problem - but it does break the mold of distance and speed taking priority over capacity. If you have any questions feel free to ask. I ca","author":"sysreq_","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","self_reference","absence_of_ai_signals"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600563"},{"id":"b3ec2bae-754d-49a3-a028-8f3e669c160b","source":"hackernews","source_id":"48596074","content_type":"comment","title":null,"body_preview":"> Competitors must create an aircraft that is both lightweight and powerful – lifting at least 4x its weight while flying a 5-nautical-mile circuit course.\nI'd make it 50NM. 5 is way too easy to bulls","author":"bob1029","classification":"human_created","confidence":0.85,"indicators":["strong_opinions","platform_fluency","alternative_suggestions"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596074"},{"id":"d53d71e2-3954-470d-95a1-cd00ec61f5c9","source":"hackernews","source_id":"48600683","content_type":"comment","title":null,"body_preview":"Hate that \"warfighter\" has entered our vocabulary. It's so kitsch...","author":"stratosgear","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","platform_fluency","absence_of_ai_signals"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48600683"},{"id":"6a4a1610-2900-4b52-8875-430bb577c853","source":"hackernews","source_id":"48593426","content_type":"comment","title":null,"body_preview":"Rapid development of a cycle accurate Intellivision emulator, much of it unsupervised. (four part series)\nhttps://keanw.com/2026/03/a-diary-of-an-agentic-retro-gamer-...\nhttps://keanw.com/2026/04/a-di","author":"throwaway_2494","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","terse_replies","absence_of_ai_signals"],"bot_score":0.24150374992788437,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593426"},{"id":"0207889a-cad9-49b7-b974-d5d6cd4e68d5","source":"hackernews","source_id":"48593885","content_type":"comment","title":null,"body_preview":"Badass. Hope this keeps happening to all of those abusive \"take it or leave it\" corporations.","author":"matheusmoreira","classification":"human_created","confidence":0.7,"indicators":["strong_opinion","platform_fluency","terse_replies"],"bot_score":0.11680043264479147,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593885"},{"id":"a5445652-96cc-44c1-87be-d7050b53bd1c","source":"hackernews","source_id":"48597301","content_type":"comment","title":null,"body_preview":"5 years?! That's a f*cking joke. Democracy and rule of law does not exist any longer. The politicians get richer, no one challenges them, they pass their offices down within their family, taxes get hi","author":"abc123abc123","classification":"human_created","confidence":0.85,"indicators":["emotional_authenticity","strong_opinions","platform_fluency","natural_digressions"],"bot_score":0.1439107005201289,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597301"},{"id":"b2f0f5c7-aa23-49b7-a3d7-de200f217c94","source":"hackernews","source_id":"48596336","content_type":"comment","title":null,"body_preview":"I would like to see these regulations in place here. I have always felt very uncomfortable with companies like TurnItIn.com getting to train their models off of my work, without compensation, where my","author":"infinite_spin","classification":"human_created","confidence":0.85,"indicators":["strong_opinion","personal_experience","imperfect_expression","platform_fluency"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48596336"},{"id":"d1352af0-5465-4def-b763-7b05b0cac999","source":"hackernews","source_id":"48595431","content_type":"comment","title":null,"body_preview":"I'm sure I am wrong somewhere. But can someone explain to me how this same reasoning would not apply to every advertizing 'supported' business? You can't opt-out off ads on many websites or streaming ","author":"PeterStuer","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.13826317028207238,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48595431"},{"id":"a1327bae-76c7-4459-a0cc-dc57c2f9c64d","source":"hackernews","source_id":"48597359","content_type":"comment","title":null,"body_preview":"FTA: The reply I received a few days later did me the favour of putting the violation on the record. Their position, in their own words, was that \"in order to receive marketing / offers, it is a condi","author":"Someone","classification":"human_created","confidence":0.7,"indicators":["imperfect_expression","strong_opinions","platform_fluency"],"bot_score":0.12928534292640456,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48597359"},{"id":"eed2e425-807b-4771-85db-09dc679de320","source":"hackernews","source_id":"48593737","content_type":"comment","title":null,"body_preview":"I understand where he's coming from, but it is still hilarious that he sued the legal entity that won the case for him, after they found the case in his favor.","author":"ambicapter","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","emotional_authenticity","absence_of_ai_signals"],"bot_score":0.11225562489182657,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593737"},{"id":"ddad1c0f-0abe-40d9-bb22-635049f523e5","source":"hackernews","source_id":"48593243","content_type":"comment","title":null,"body_preview":"There's also issue with EU companies forcing candidates to agree to their anti-privacy policies (confusingly named \"privacy policies\") as a requirement before the job interview.\nThose anti-privacy pol","author":"Insimwytim","classification":"ai_generated","confidence":0.75,"indicators":["synthetic_empathy","semantic_blandness","absence_of_personality"],"bot_score":0.15,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:33 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593243"},{"id":"7d887110-4d3a-48ae-955b-d3df7cc7d824","source":"hackernews","source_id":"48593859","content_type":"comment","title":null,"body_preview":"I wrote a short post about this a while back: https://stoddart.github.io/development/tools/open-source/rev...\nThis one is good, though, and very thorough—even though it's Mac-centric.","author":"wyclif","classification":"human_created","confidence":0.85,"indicators":["platform_fluency","natural_digressions","absence_of_ai_signals"],"bot_score":0.08823529411764705,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593859"},{"id":"6deb857c-9769-4693-8259-cd6eca3a6b4b","source":"hackernews","source_id":"48598060","content_type":"comment","title":null,"body_preview":"I don't understand why anyone would bother doing something like Stow. I keep my home directory directly in a Git repository that ignores all files by default, and for systems with specific configurati","author":"ceving","classification":"human_created","confidence":0.7,"indicators":["platform_fluency","strong_opinions","niche_expertise"],"bot_score":0.1764705882352941,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48598060"},{"id":"761c0113-d664-4699-a524-e0d768015446","source":"hackernews","source_id":"48593908","content_type":"comment","title":null,"body_preview":"I evaluated most of the popular dotfile management tools and found them far too complex for the problems they try to solve. I then used stow for about a year just to see whether symlinks would cause a","author":"senotrusov","classification":"human_created","confidence":0.85,"indicators":["genuine_specificity","niche_expertise","platform_fluency","imperfect_expression","self_reference"],"bot_score":0,"content_class":null,"collected_at":"Fri Jun 19 2026 23:00:32 GMT+0000 (Coordinated Universal Time)","source_url":"https://news.ycombinator.com/item?id=48593908"}]}